diff --git "a/new-contributors-report.md" "b/new-contributors-report.md"
--- "a/new-contributors-report.md"
+++ "b/new-contributors-report.md"
@@ -1,378 +1,393 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260325T200011Z`
-- Generated: `2026-03-26T09:36:07Z`
+- Snapshot: `20260411T144729Z`
+- Generated: `2026-04-11T15:33:47Z`
 - Activity window: `60d`
-- Contributors: `364`
+- Contributors: `379`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2013d | `2025-03-19T10:58:02Z` | 66 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4915d | `2025-03-31T13:54:54Z` | 51 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5816d | `2026-01-21T16:52:29Z` | 47 | 5 | strong | moderate | low | extremely high recent PR volume |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1485d | `2024-10-31T05:47:20Z` | 47 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2567d | `2023-10-25T14:56:56Z` | 33 | 2 | mixed | low | low | high recent PR volume; high open PR share; targets high-star repos |
-| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2338d | `2024-11-15T13:51:28Z` | 32 | 1 | strong | low | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3912d | `2026-01-16T14:47:41Z` | 31 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3939d | `2023-11-20T15:51:09Z` | 31 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
-| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1968d | `2025-08-26T12:13:50Z` | 30 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
-| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1938d | `2025-09-17T20:29:13Z` | 28 | 18 | strong | low | low | targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2274d | `2025-01-06T17:52:26Z` | 26 | 1 | mixed | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
-| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3116d | `2024-10-21T07:08:47Z` | 24 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
-| `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3674d | `2025-08-10T08:43:09Z` | 23 | 0 | mixed | moderate | low | extremely high recent PR volume |
-| `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2466d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 12d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1955d | `2025-10-03T15:26:01Z` | 18 | 0 | strong | low | low | targets high-star repos |
-| `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2208d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1584d | `2025-01-20T12:27:19Z` | 14 | 0 | strong | low | low | targets high-star repos |
-| `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2846d | `2025-12-12T17:57:18Z` | 14 | 0 | mixed | high | medium | extremely high recent PR volume; broad repo spread |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1790d | `2026-01-13T09:15:18Z` | 14 | 0 | strong | low | low | targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2331d | `2025-11-03T14:20:21Z` | 13 | 2 | mixed | low | low | targets high-star repos |
-| `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1611d | `2024-10-22T01:33:27Z` | 13 | 0 | mixed | moderate | low | targets high-star repos |
-| `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3327d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2926d | `2025-12-02T16:00:11Z` | 12 | 5 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2974d | `2025-12-16T08:22:52Z` | 12 | 1 | strong | moderate | low | targets high-star repos |
-| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6547d | `2025-09-08T13:05:54Z` | 12 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
-| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3342d | `2024-10-24T15:39:49Z` | 12 | 0 | strong | moderate | low | targets high-star repos |
-| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2669d | `2024-12-13T13:39:10Z` | 11 | 10 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2575d | `2023-01-13T15:08:12Z` | 11 | 3 | mixed | moderate | low | high recent PR volume |
-| `MekkCyber` | [profile](https://github.com/MekkCyber) | no | CONTRIBUTOR | 1608d | `2024-12-04T15:49:05Z` | 11 | 0 | strong | moderate | low | — |
-| `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1722d | `2026-01-23T17:10:04Z` | 11 | 0 | strong | low | low | targets high-star repos |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3569d | `2025-08-14T10:03:14Z` | 10 | 1 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2603d | `2025-11-26T16:58:10Z` | 10 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1444d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1374d | `2024-03-21T04:37:45Z` | 9 | 4 | mixed | moderate | low | — |
-| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1392d | `2026-01-08T18:13:10Z` | 9 | 0 | strong | moderate | low | — |
-| `dario-fumarola` | [profile](https://github.com/dario-fumarola) | no | NONE | 1728d | `2026-02-18T21:12:22Z` | 9 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `DimiChatzipavlis` | [profile](https://github.com/DimiChatzipavlis) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-02-11T16:22:54Z` | 9 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `fumadari` | [profile](https://github.com/fumadari) | no | NONE | 814d | `2026-02-17T17:20:50Z` | 9 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `danielalanbates` | [profile](https://github.com/danielalanbates) | no | NONE | 316d | `2026-02-21T04:32:30Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 19d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `jonathan-fulton` | [profile](https://github.com/jonathan-fulton) | no | CONTRIBUTOR | 4671d | `2026-01-31T18:17:25Z` | 8 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `raimbekovm` | [profile](https://github.com/raimbekovm) | no | CONTRIBUTOR | 933d | `2026-01-09T09:18:09Z` | 8 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 1998d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4661d | `2025-07-25T12:59:52Z` | 6 | 0 | mixed | low | low | targets high-star repos |
-| `Mr-Neutr0n` | [profile](https://github.com/Mr-Neutr0n) | no | CONTRIBUTOR | 2156d | `2026-02-05T16:48:34Z` | 6 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5686d | `2024-10-17T15:17:05Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 541d | `2025-06-12T08:51:40Z` | 6 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2850d | `2024-10-23T12:13:39Z` | 5 | 1 | mixed | low | low | targets high-star repos |
-| `aman-coder03` | [profile](https://github.com/aman-coder03) | no | FIRST_TIME_CONTRIBUTOR | 763d | `2026-02-16T15:14:20Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
-| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2547d | `2026-02-25T22:23:20Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `mariam851` | [profile](https://github.com/mariam851) | no | CONTRIBUTOR | 1153d | `2026-02-15T08:51:26Z` | 5 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5629d | `2026-03-09T14:59:27Z` | 5 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2005d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2368d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | moderate | low | high recent PR volume |
-| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5016d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | low | low | — |
-| `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3154d | `2024-10-31T13:32:39Z` | 4 | 2 | mixed | low | low | targets high-star repos |
-| `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1625d | `2026-01-27T10:34:17Z` | 4 | 0 | mixed | moderate | low | targets high-star repos |
-| `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4677d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 45d | `2026-02-18T23:07:23Z` | 4 | 0 | mixed | very high | medium | very new account; high recent PR volume; very broad repo spread; targets high-star repos |
-| `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5658d | `2025-10-03T18:23:49Z` | 4 | 0 | strong | moderate | low | extremely high recent PR volume |
-| `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 80d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | low | very new account; targets high-star repos |
-| `Zephyr-Blessed` | [profile](https://github.com/Zephyr-Blessed) | no | FIRST_TIME_CONTRIBUTOR | 42d | `2026-02-17T11:04:52Z` | 4 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3294d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4234d | `2026-01-17T10:42:01Z` | 3 | 2 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5219d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
-| `mbtariq82` | [profile](https://github.com/mbtariq82) | no | FIRST_TIME_CONTRIBUTOR | 1216d | `2026-01-26T16:18:02Z` | 3 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `abigailtech` | [profile](https://github.com/abigailtech) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-01-30T21:53:43Z` | 3 | 0 | n/a | n/a | n/a | summary unavailable |
-| `antznette1` | [profile](https://github.com/antznette1) | no | FIRST_TIME_CONTRIBUTOR | 1400d | `2026-01-24T23:36:23Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5805d | `2026-01-26T11:34:05Z` | 3 | 0 | mixed | moderate | low | targets high-star repos |
-| `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2641d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
-| `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 3989d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
-| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2829d | `2026-03-13T10:24:11Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `KOKOSde` | [profile](https://github.com/KOKOSde) | no | CONTRIBUTOR | 742d | `2026-01-30T02:06:10Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `liu-jiaxuan` | [profile](https://github.com/liu-jiaxuan) | no | CONTRIBUTOR | 1752d | `2026-02-03T13:33:41Z` | 3 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `lordaarush` | [profile](https://github.com/lordaarush) | no | CONTRIBUTOR | 2121d | `2026-02-03T14:43:03Z` | 3 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `matisgagneux21` | [profile](https://github.com/matisgagneux21) | no | CONTRIBUTOR | 31d | `2026-02-23T00:10:48Z` | 3 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `onel` | [profile](https://github.com/onel) | no | NONE | 5028d | `2026-02-26T22:44:41Z` | 3 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs |
-| `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1770d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `preetam1407` | [profile](https://github.com/preetam1407) | no | CONTRIBUTOR | 1917d | `2026-02-14T12:44:18Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1690d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
-| `thecaptain789` | [profile](https://github.com/thecaptain789) | no | CONTRIBUTOR | 57d | `2026-02-07T03:55:02Z` | 3 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
-| `tirth8205` | [profile](https://github.com/tirth8205) | no | NONE | 2073d | `2026-02-17T23:31:31Z` | 3 | 0 | mixed | moderate | low | high recent PR volume |
-| `tobyliu2004` | [profile](https://github.com/tobyliu2004) | no | CONTRIBUTOR | 1322d | `2026-01-29T01:07:32Z` | 3 | 0 | weak | low | low | targets high-star repos |
-| `Deep-unlearning` | [profile](https://github.com/Deep-unlearning) | no | MEMBER | 2301d | `2024-12-11T18:43:56Z` | 5 | 0 | strong | low | low | — |
-| `engmohamedsalah` | [profile](https://github.com/engmohamedsalah) | no | NONE | 4722d | `2026-01-10T13:15:19Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
-| `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3316d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 955d | `2026-01-19T05:05:55Z` | 3 | 0 | strong | high | low | high recent PR volume; broad repo spread |
-| `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1600d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
-| `quic-meetkuma` | [profile](https://github.com/quic-meetkuma) | no | CONTRIBUTOR | 393d | `2025-12-04T10:14:17Z` | 2 | 4 | mixed | low | low | no visible non-self stars; targets high-star repos |
-| `ITcarrot` | [profile](https://github.com/ITcarrot) | no | FIRST_TIME_CONTRIBUTOR | 2807d | `2026-01-25T01:50:15Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2028d | `2026-03-04T00:51:26Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `pavel-esir` | [profile](https://github.com/pavel-esir) | no | CONTRIBUTOR | 4543d | `2026-02-09T11:45:22Z` | 2 | 1 | strong | low | low | — |
-| `yiliu30` | [profile](https://github.com/yiliu30) | no | CONTRIBUTOR | 1403d | `2026-01-14T12:32:00Z` | 2 | 1 | mixed | high | medium | high recent PR volume; broad repo spread |
-| `23atharvaS` | [profile](https://github.com/23atharvaS) | no | FIRST_TIME_CONTRIBUTOR | 139d | `2026-02-17T05:25:26Z` | 2 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4478d | `2024-10-17T11:56:32Z` | 2 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
-| `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 197d | `2026-02-05T02:43:45Z` | 2 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `Charly21r` | [profile](https://github.com/Charly21r) | no | FIRST_TIME_CONTRIBUTOR | 336d | `2026-03-13T09:00:25Z` | 2 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2568d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | ?d | `2026-02-26T00:58:35Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
-| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2847d | `2026-03-14T18:33:53Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | NONE | ?d | `2026-03-11T15:39:30Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
-| `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1820d | `2026-03-06T18:49:59Z` | 2 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 15d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `Kokonico` | [profile](https://github.com/Kokonico) | no | NONE | 1545d | `2026-02-27T19:30:30Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3475d | `2026-03-25T02:14:38Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `kushalkkb` | [profile](https://github.com/kushalkkb) | no | NONE | 1019d | `2026-03-06T17:24:10Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `leoneperdigao` | [profile](https://github.com/leoneperdigao) | no | CONTRIBUTOR | 4286d | `2026-01-26T12:46:21Z` | 2 | 0 | strong | high | medium | extremely high recent PR volume; broad repo spread |
-| `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 429d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `mario-sanz` | [profile](https://github.com/mario-sanz) | no | CONTRIBUTOR | 2000d | `2026-02-24T13:54:30Z` | 2 | 0 | weak | low | low | targets high-star repos |
-| `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 292d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `MaybeSam05` | [profile](https://github.com/MaybeSam05) | no | FIRST_TIME_CONTRIBUTOR | 2093d | `2026-03-11T22:52:23Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Mercury0226` | [profile](https://github.com/Mercury0226) | no | NONE | 301d | `2026-02-10T11:48:59Z` | 2 | 0 | weak | moderate | low | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `mmahjoub5` | [profile](https://github.com/mmahjoub5) | no | FIRST_TIME_CONTRIBUTOR | 2386d | `2026-02-15T04:01:26Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `nulone` | [profile](https://github.com/nulone) | no | FIRST_TIME_CONTRIBUTOR | 1261d | `2026-02-08T07:06:47Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1974d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
-| `pragnyanramtha` | [profile](https://github.com/pragnyanramtha) | no | FIRST_TIME_CONTRIBUTOR | 426d | `2026-02-08T09:24:35Z` | 2 | 0 | weak | moderate | low | high open PR share |
-| `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 184d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | medium | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5390d | `2026-03-12T13:32:25Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3695d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `shtse8` | [profile](https://github.com/shtse8) | no | CONTRIBUTOR | 4287d | `2026-02-12T23:40:45Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2925d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `tohtana` | [profile](https://github.com/tohtana) | no | CONTRIBUTOR | 1827d | `2026-02-08T22:04:44Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `tonglei19961121` | [profile](https://github.com/tonglei19961121) | no | NONE | 2251d | `2026-02-27T11:44:01Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3456d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2676d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `umbilnm` | [profile](https://github.com/umbilnm) | no | CONTRIBUTOR | 1614d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `veeceey` | [profile](https://github.com/veeceey) | no | NONE | 3034d | `2026-02-07T19:20:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
-| `yousheng-chen` | [profile](https://github.com/yousheng-chen) | no | NONE | 703d | `2026-01-27T03:43:11Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2203d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `XingweiDeng` | [profile](https://github.com/XingweiDeng) | no | CONTRIBUTOR | 1821d | `2026-01-13T08:58:19Z` | 5 | 0 | strong | low | low | targets high-star repos |
-| `vaibhav-research` | [profile](https://github.com/vaibhav-research) | no | CONTRIBUTOR | 3306d | `2026-01-04T22:59:05Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3402d | `2025-03-21T22:28:16Z` | 3 | 3 | strong | low | low | targets high-star repos |
-| `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2604d | `2025-12-10T12:31:18Z` | 3 | 0 | strong | moderate | low | — |
-| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2052d | `2025-12-23T11:18:14Z` | 3 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2438d | `2025-10-30T12:45:06Z` | 2 | 1 | strong | moderate | low | — |
-| `MHRDYN7` | [profile](https://github.com/MHRDYN7) | no | CONTRIBUTOR | 1291d | `2025-08-04T17:37:52Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3034d | `2025-06-27T22:12:42Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4187d | `2025-11-26T16:41:09Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3817d | `2026-01-21T06:14:39Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `lmaksym` | [profile](https://github.com/lmaksym) | no | FIRST_TIME_CONTRIBUTOR | 4091d | `2026-01-19T22:09:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `LuJunru` | [profile](https://github.com/LuJunru) | no | CONTRIBUTOR | 3202d | `2026-01-08T10:02:59Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `sherlock-488` | [profile](https://github.com/sherlock-488) | no | NONE | 1064d | `2026-01-23T20:57:06Z` | 2 | 0 | n/a | low | low | — |
-| `Siddhartha7340` | [profile](https://github.com/Siddhartha7340) | no | FIRST_TIME_CONTRIBUTOR | 1455d | `2026-01-17T05:16:36Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1945d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1766d | `2026-03-06T07:07:19Z` | 1 | 1 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
-| `ainergiz` | [profile](https://github.com/ainergiz) | no | CONTRIBUTOR | 854d | `2026-02-21T20:56:04Z` | 1 | 1 | mixed | low | low | — |
-| `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1124d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | high open PR share |
-| `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3255d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
-| `ariG23498` | [profile](https://github.com/ariG23498) | no | MEMBER | 2949d | `2026-01-27T07:23:19Z` | 1 | 1 | strong | moderate | low | — |
-| `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3651d | `2026-03-23T19:34:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 3987d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
-| `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2373d | `2026-03-25T01:39:23Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
-| `charlieJ107` | [profile](https://github.com/charlieJ107) | no | CONTRIBUTOR | 2780d | `2026-01-26T01:26:15Z` | 1 | 1 | strong | low | low | — |
-| `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4167d | `2026-03-24T21:01:11Z` | 1 | 1 | strong | very high | medium | high recent PR volume; very broad repo spread |
-| `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1310d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `dtiourine` | [profile](https://github.com/dtiourine) | no | FIRST_TIME_CONTRIBUTOR | 1346d | `2026-02-17T18:52:49Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `fschlatt` | [profile](https://github.com/fschlatt) | no | CONTRIBUTOR | 3431d | `2026-02-01T09:46:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1314d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1525d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
-| `jmriosal` | [profile](https://github.com/jmriosal) | no | FIRST_TIMER | 336d | `2026-02-22T20:14:10Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2825d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `kevinli573` | [profile](https://github.com/kevinli573) | no | CONTRIBUTOR | 2343d | `2026-02-03T17:53:47Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `lhallee` | [profile](https://github.com/lhallee) | no | CONTRIBUTOR | 1987d | `2026-02-19T21:33:16Z` | 1 | 1 | strong | moderate | low | — |
-| `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3008d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3745d | `2026-03-19T12:56:22Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1750d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `medhakimbedhief` | [profile](https://github.com/medhakimbedhief) | no | CONTRIBUTOR | 2218d | `2026-03-03T03:19:25Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2120d | `2026-03-11T16:42:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4245d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
-| `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | NONE | 5236d | `2026-01-26T21:42:45Z` | 1 | 1 | strong | moderate | low | — |
-| `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 756d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
-| `ShahVandit` | [profile](https://github.com/ShahVandit) | no | FIRST_TIME_CONTRIBUTOR | 1864d | `2026-02-02T02:33:32Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars |
-| `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1124d | `2026-02-25T14:03:32Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2668d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4008d | `2025-12-02T12:54:40Z` | 1 | 1 | mixed | moderate | low | high recent PR volume |
-| `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3406d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | — |
-| `zzc0430` | [profile](https://github.com/zzc0430) | no | NONE | 2317d | `2026-02-27T10:52:57Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `04cb` | [profile](https://github.com/04cb) | no | NONE | 1313d | `2026-03-07T05:36:25Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `0xDELUXA` | [profile](https://github.com/0xDELUXA) | no | CONTRIBUTOR | 319d | `2026-03-06T18:03:49Z` | 1 | 0 | mixed | high | medium | young account; broad repo spread; many recent closed-unmerged PRs |
-| `22navyakumar` | [profile](https://github.com/22navyakumar) | no | NONE | 2154d | `2026-01-31T00:12:02Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `Aakash0440` | [profile](https://github.com/Aakash0440) | no | NONE | 621d | `2026-01-25T09:28:44Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 862d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 936d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `Aatman09` | [profile](https://github.com/Aatman09) | no | FIRST_TIME_CONTRIBUTOR | 881d | `2026-02-14T03:19:57Z` | 1 | 0 | weak | low | low | high open PR share |
-| `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1978d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Abhijeetsingh610` | [profile](https://github.com/Abhijeetsingh610) | no | FIRST_TIME_CONTRIBUTOR | 1562d | `2026-02-13T20:48:03Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `Abubakar-rashid` | [profile](https://github.com/Abubakar-rashid) | no | NONE | 608d | `2026-02-13T11:27:42Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2614d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `adityuhkapoor` | [profile](https://github.com/adityuhkapoor) | no | NONE | 2803d | `2026-02-18T06:35:09Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 538d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
-| `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3664d | `2026-03-15T19:56:44Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `akashadsare` | [profile](https://github.com/akashadsare) | no | FIRST_TIME_CONTRIBUTOR | 2166d | `2026-02-15T18:07:11Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `akeemlh` | [profile](https://github.com/akeemlh) | no | FIRST_TIME_CONTRIBUTOR | 2077d | `2026-02-13T18:33:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Aki-07` | [profile](https://github.com/Aki-07) | no | CONTRIBUTOR | 1570d | `2026-02-13T17:02:41Z` | 1 | 0 | strong | low | low | — |
-| `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 852d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `alexandercarruthers` | [profile](https://github.com/alexandercarruthers) | no | CONTRIBUTOR | 2578d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `alexmalyshev` | [profile](https://github.com/alexmalyshev) | no | CONTRIBUTOR | 5516d | `2026-02-20T04:47:07Z` | 1 | 0 | weak | low | low | targets high-star repos |
-| `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2952d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 126d | `2026-03-21T09:59:07Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; no visible non-self stars |
-| `anuq` | [profile](https://github.com/anuq) | no | NONE | 3258d | `2026-03-14T19:21:21Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share |
-| `ArivunidhiA` | [profile](https://github.com/ArivunidhiA) | no | FIRST_TIME_CONTRIBUTOR | 809d | `2026-02-17T07:18:00Z` | 1 | 0 | mixed | moderate | low | no visible non-self stars |
-| `AutumnAurelium` | [profile](https://github.com/AutumnAurelium) | no | CONTRIBUTOR | 1703d | `2026-02-17T01:07:13Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `balak4` | [profile](https://github.com/balak4) | no | CONTRIBUTOR | 2748d | `2026-02-25T01:40:57Z` | 1 | 0 | strong | low | low | — |
-| `balvisio` | [profile](https://github.com/balvisio) | no | CONTRIBUTOR | 5016d | `2026-02-19T02:58:50Z` | 1 | 0 | mixed | low | low | high open PR share |
-| `beelapranay` | [profile](https://github.com/beelapranay) | no | FIRST_TIME_CONTRIBUTOR | 2408d | `2026-02-14T01:12:07Z` | 1 | 0 | strong | moderate | low | — |
-| `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5166d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1804d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `bozheng-hit` | [profile](https://github.com/bozheng-hit) | no | CONTRIBUTOR | 4209d | `2026-02-08T05:51:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3589d | `2026-03-03T11:35:13Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
-| `caffeinism` | [profile](https://github.com/caffeinism) | no | CONTRIBUTOR | 2873d | `2026-02-13T09:28:32Z` | 1 | 0 | mixed | low | low | — |
-| `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2045d | `2026-03-02T05:34:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 707d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `chry-santhemum` | [profile](https://github.com/chry-santhemum) | no | NONE | 1800d | `2026-02-05T20:35:06Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `cluster2600` | [profile](https://github.com/cluster2600) | no | CONTRIBUTOR | 2045d | `2026-02-18T19:25:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `cmakinet` | [profile](https://github.com/cmakinet) | no | FIRST_TIMER | 59d | `2026-01-27T17:39:52Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `Codalorian` | [profile](https://github.com/Codalorian) | no | NONE | 693d | `2026-01-27T16:51:08Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `CodeByKodi` | [profile](https://github.com/CodeByKodi) | no | CONTRIBUTOR | 3493d | `2026-02-01T03:24:56Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `cogniera` | [profile](https://github.com/cogniera) | no | FIRST_TIME_CONTRIBUTOR | 202d | `2026-02-17T22:29:44Z` | 1 | 0 | mixed | moderate | low | young account; no visible non-self stars |
-| `colldata79` | [profile](https://github.com/colldata79) | no | FIRST_TIME_CONTRIBUTOR | 508d | `2026-02-04T21:25:10Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
-| `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2807d | `2026-03-13T13:02:26Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `daniel7an` | [profile](https://github.com/daniel7an) | no | NONE | 1809d | `2026-02-09T19:20:34Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 641d | `2026-03-15T23:26:31Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4448d | `2026-03-11T13:03:19Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
-| `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4306d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `DowellHd` | [profile](https://github.com/DowellHd) | no | NONE | 2233d | `2026-01-28T21:45:00Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `echarlaix` | [profile](https://github.com/echarlaix) | no | MEMBER | 1840d | `2026-03-09T18:15:17Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
-| `eldarkurtic` | [profile](https://github.com/eldarkurtic) | no | CONTRIBUTOR | 4201d | `2026-01-26T13:53:13Z` | 1 | 0 | mixed | low | low | targets high-star repos |
-| `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2459d | `2026-02-21T00:06:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ExcitingFrog` | [profile](https://github.com/ExcitingFrog) | no | NONE | 3332d | `2026-02-04T07:11:33Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `francesco-bertolotti` | [profile](https://github.com/francesco-bertolotti) | no | CONTRIBUTOR | 358d | `2026-02-03T10:05:17Z` | 1 | 0 | mixed | low | low | young account |
-| `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 565d | `2026-03-06T16:58:14Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `gabrielfruet` | [profile](https://github.com/gabrielfruet) | no | FIRST_TIME_CONTRIBUTOR | 1660d | `2026-02-15T13:27:44Z` | 1 | 0 | strong | moderate | low | — |
-| `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4401d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `gowthamr-tech` | [profile](https://github.com/gowthamr-tech) | no | CONTRIBUTOR | 320d | `2026-02-16T15:00:00Z` | 1 | 0 | strong | low | low | young account; no visible non-self stars; targets high-star repos |
-| `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1726d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 629d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3925d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `harshang03` | [profile](https://github.com/harshang03) | no | NONE | 2290d | `2026-02-06T13:07:32Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `heathdutton` | [profile](https://github.com/heathdutton) | no | CONTRIBUTOR | 5767d | `2026-01-27T02:30:53Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
-| `hemanth678901-stack` | [profile](https://github.com/hemanth678901-stack) | no | NONE | 218d | `2026-02-06T11:55:33Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars; targets high-star repos |
-| `hemantmm` | [profile](https://github.com/hemantmm) | no | FIRST_TIME_CONTRIBUTOR | 1624d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1493d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 86d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 951d | `2026-03-19T12:33:00Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `hongping-zh` | [profile](https://github.com/hongping-zh) | no | FIRST_TIME_CONTRIBUTOR | 1050d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share |
-| `huyxdang` | [profile](https://github.com/huyxdang) | no | NONE | 691d | `2026-02-16T13:31:17Z` | 1 | 0 | mixed | low | low | — |
-| `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | FIRST_TIME_CONTRIBUTOR | 399d | `2026-03-25T01:19:59Z` | 1 | 0 | weak | low | low | high open PR share |
-| `i-pj` | [profile](https://github.com/i-pj) | no | CONTRIBUTOR | 1622d | `2026-02-03T18:59:54Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `iamaber` | [profile](https://github.com/iamaber) | no | NONE | 2022d | `2026-02-28T14:24:32Z` | 1 | 0 | mixed | low | low | — |
-| `imstevenpmwork` | [profile](https://github.com/imstevenpmwork) | no | MEMBER | 2297d | `2026-02-26T20:09:20Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `itzyesse99-lgtm` | [profile](https://github.com/itzyesse99-lgtm) | no | NONE | 43d | `2026-02-16T12:01:26Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
-| `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4635d | `2026-02-13T05:15:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | 139d | `2026-03-04T06:03:56Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3577d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 485d | `2026-03-22T17:27:20Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
-| `Jay-IIT` | [profile](https://github.com/Jay-IIT) | no | FIRST_TIME_CONTRIBUTOR | 2906d | `2026-02-17T05:12:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `jayzuccarelli` | [profile](https://github.com/jayzuccarelli) | no | NONE | 4047d | `2026-02-08T05:10:32Z` | 1 | 0 | mixed | moderate | low | — |
-| `jblox26` | [profile](https://github.com/jblox26) | no | NONE | 54d | `2026-03-05T14:50:06Z` | 1 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
-| `jeeth-kataria` | [profile](https://github.com/jeeth-kataria) | no | NONE | 648d | `2026-01-30T13:59:35Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Jereshea` | [profile](https://github.com/Jereshea) | no | NONE | 1773d | `2026-02-06T07:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2180d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `jianchang512` | [profile](https://github.com/jianchang512) | no | NONE | 4808d | `2026-02-02T15:14:36Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1363d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 749d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1343d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2407d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars |
-| `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3475d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
-| `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3471d | `2026-03-08T09:57:38Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `Justynita` | [profile](https://github.com/Justynita) | no | NONE | 1354d | `2026-01-31T04:47:25Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5816d | `2026-03-24T23:50:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `karthiksuki` | [profile](https://github.com/karthiksuki) | no | FIRST_TIMER | 2035d | `2026-02-14T19:16:31Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `karthikthota-03` | [profile](https://github.com/karthikthota-03) | no | FIRST_TIMER | 59d | `2026-01-25T16:15:17Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `kathrynle20` | [profile](https://github.com/kathrynle20) | no | CONTRIBUTOR | 2301d | `2026-02-25T22:15:15Z` | 1 | 0 | strong | low | low | — |
-| `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 189d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account |
-| `kmswin1` | [profile](https://github.com/kmswin1) | no | NONE | 3359d | `2026-03-09T09:03:10Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3140d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `lakprigan` | [profile](https://github.com/lakprigan) | no | FIRST_TIMER | 4735d | `2026-02-16T19:16:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 588d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 205d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
-| `likejazz` | [profile](https://github.com/likejazz) | no | CONTRIBUTOR | 5221d | `2026-02-26T14:30:24Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 58d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `LynchXLQ` | [profile](https://github.com/LynchXLQ) | no | NONE | 1981d | `2026-02-06T02:29:19Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `marcndo` | [profile](https://github.com/marcndo) | no | CONTRIBUTOR | 589d | `2026-01-26T14:17:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `materight` | [profile](https://github.com/materight) | no | CONTRIBUTOR | 3293d | `2026-02-13T17:53:16Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `MengAiDev` | [profile](https://github.com/MengAiDev) | no | CONTRIBUTOR | 383d | `2026-02-06T00:46:08Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `michaelfeil` | [profile](https://github.com/michaelfeil) | no | CONTRIBUTOR | 2173d | `2026-02-06T18:24:13Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3180d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1352d | `2026-03-11T10:32:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `mtthw13` | [profile](https://github.com/mtthw13) | no | FIRST_TIME_CONTRIBUTOR | 2805d | `2026-02-17T01:39:33Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `n0kovo` | [profile](https://github.com/n0kovo) | no | FIRST_TIME_CONTRIBUTOR | 3724d | `2026-02-28T00:24:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2340d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `NabilMch` | [profile](https://github.com/NabilMch) | no | NONE | 2316d | `2026-02-28T15:11:37Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `nakigami` | [profile](https://github.com/nakigami) | no | NONE | 2938d | `2026-03-08T01:30:39Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `ndeybach` | [profile](https://github.com/ndeybach) | no | CONTRIBUTOR | 2070d | `2026-01-28T15:45:54Z` | 1 | 0 | mixed | moderate | low | — |
-| `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4189d | `2026-03-12T19:59:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `nesjett` | [profile](https://github.com/nesjett) | no | CONTRIBUTOR | 4384d | `2026-02-04T10:28:20Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `nexiouscaliver` | [profile](https://github.com/nexiouscaliver) | no | FIRST_TIME_CONTRIBUTOR | 2126d | `2026-02-14T12:26:19Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4074d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `NicoSimo` | [profile](https://github.com/NicoSimo) | no | NONE | 2204d | `2026-02-13T14:40:54Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs |
-| `nikste` | [profile](https://github.com/nikste) | no | NONE | 3995d | `2026-02-22T23:40:56Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `Nitin75408` | [profile](https://github.com/Nitin75408) | no | NONE | 1211d | `2026-02-05T09:31:54Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 497d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | — |
-| `overcastbulb` | [profile](https://github.com/overcastbulb) | no | NONE | 1508d | `2026-02-27T14:37:19Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `parthchopra07` | [profile](https://github.com/parthchopra07) | no | FIRST_TIMER | 1524d | `2026-02-22T18:32:16Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `pdwi2020` | [profile](https://github.com/pdwi2020) | no | FIRST_TIME_CONTRIBUTOR | 1974d | `2026-02-15T07:26:52Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `prachigurav1203` | [profile](https://github.com/prachigurav1203) | no | NONE | 533d | `2026-01-31T07:02:11Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4754d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3021d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 328d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `pstjohn` | [profile](https://github.com/pstjohn) | no | CONTRIBUTOR | 4908d | `2026-01-26T23:57:17Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `rain-1` | [profile](https://github.com/rain-1) | no | FIRST_TIME_CONTRIBUTOR | 3685d | `2026-03-10T07:09:07Z` | 1 | 0 | strong | moderate | low | — |
-| `Rayyan-Oumlil` | [profile](https://github.com/Rayyan-Oumlil) | no | NONE | 560d | `2026-02-04T15:11:22Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `reach-Harishapc` | [profile](https://github.com/reach-Harishapc) | no | FIRST_TIME_CONTRIBUTOR | 631d | `2026-01-26T19:38:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 146d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `riccardofelluga` | [profile](https://github.com/riccardofelluga) | no | CONTRIBUTOR | 4011d | `2026-02-04T15:06:43Z` | 1 | 0 | weak | low | low | targets high-star repos |
-| `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3338d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `robell` | [profile](https://github.com/robell) | no | CONTRIBUTOR | 4758d | `2026-02-06T13:26:58Z` | 1 | 0 | strong | low | low | — |
-| `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 795d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2139d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1300d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `rudybear` | [profile](https://github.com/rudybear) | no | FIRST_TIME_CONTRIBUTOR | 5005d | `2026-02-17T07:18:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `rwtarpit` | [profile](https://github.com/rwtarpit) | no | FIRST_TIME_CONTRIBUTOR | 570d | `2026-02-15T17:27:12Z` | 1 | 0 | mixed | low | low | — |
-| `Ryan-J-MAX` | [profile](https://github.com/Ryan-J-MAX) | no | NONE | 1855d | `2026-02-24T10:48:54Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 36d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
-| `sahilmaniyar888` | [profile](https://github.com/sahilmaniyar888) | no | NONE | 805d | `2026-03-02T11:40:49Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 15d | `2026-03-10T09:38:29Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `samuelleecong` | [profile](https://github.com/samuelleecong) | no | FIRST_TIME_CONTRIBUTOR | 2166d | `2026-02-19T16:31:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `sandesh-bhandari-dev` | [profile](https://github.com/sandesh-bhandari-dev) | no | NONE | 29d | `2026-03-05T01:40:47Z` | 1 | 0 | n/a | low | medium | very new account; no visible non-self stars |
-| `Sankalpkumarsingh1234` | [profile](https://github.com/Sankalpkumarsingh1234) | no | NONE | 959d | `2026-02-06T13:41:03Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `saurav0369` | [profile](https://github.com/saurav0369) | no | CONTRIBUTOR | 328d | `2026-02-14T10:11:40Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
-| `sdharani91` | [profile](https://github.com/sdharani91) | no | NONE | 3343d | `2026-03-18T05:45:40Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 49d | `2026-03-13T05:05:01Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `Sid-V5` | [profile](https://github.com/Sid-V5) | no | FIRST_TIME_CONTRIBUTOR | 998d | `2026-02-15T19:51:35Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `somAzzz` | [profile](https://github.com/somAzzz) | no | FIRST_TIMER | 3151d | `2026-02-25T22:43:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2913d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `stromfee` | [profile](https://github.com/stromfee) | no | NONE | 1221d | `2026-02-03T17:31:54Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `Suraj1199` | [profile](https://github.com/Suraj1199) | no | NONE | 2752d | `2026-01-30T14:22:03Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `surya10602` | [profile](https://github.com/surya10602) | no | FIRST_TIME_CONTRIBUTOR | 381d | `2026-02-05T20:57:14Z` | 1 | 0 | mixed | moderate | low | — |
-| `svlandeg` | [profile](https://github.com/svlandeg) | no | CONTRIBUTOR | 4208d | `2026-02-11T15:54:04Z` | 1 | 0 | strong | high | medium | high recent PR volume; broad repo spread; targets high-star repos |
-| `Tanmaygangurde20` | [profile](https://github.com/Tanmaygangurde20) | no | NONE | 943d | `2026-02-09T20:19:43Z` | 1 | 0 | mixed | moderate | low | — |
-| `taovinci0` | [profile](https://github.com/taovinci0) | no | NONE | 426d | `2026-02-14T00:00:00Z` | 1 | 0 | weak | high | medium | broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
-| `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 386d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `TheSanjBot` | [profile](https://github.com/TheSanjBot) | no | FIRST_TIME_CONTRIBUTOR | 2060d | `2026-02-04T15:36:30Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
-| `TinderZ` | [profile](https://github.com/TinderZ) | no | CONTRIBUTOR | 727d | `2026-02-19T02:35:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `tomaszcichy98` | [profile](https://github.com/tomaszcichy98) | no | CONTRIBUTOR | 1374d | `2026-01-28T10:35:52Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Vallabh-1504` | [profile](https://github.com/Vallabh-1504) | no | CONTRIBUTOR | 696d | `2026-01-29T13:01:01Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 541d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 232d | `2026-02-08T14:25:35Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `vimal-crypto` | [profile](https://github.com/vimal-crypto) | no | FIRST_TIME_CONTRIBUTOR | 960d | `2026-03-11T12:37:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `vishalpatil-45` | [profile](https://github.com/vishalpatil-45) | no | NONE | 408d | `2026-02-25T08:27:32Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
-| `vivekvar-dl` | [profile](https://github.com/vivekvar-dl) | no | NONE | 2051d | `2026-03-21T03:12:37Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5100d | `2026-01-28T15:04:44Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
-| `vxa8502` | [profile](https://github.com/vxa8502) | no | NONE | 409d | `2026-03-13T22:49:59Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `WilliamRoyNelson` | [profile](https://github.com/WilliamRoyNelson) | no | NONE | 4300d | `2026-02-03T01:06:06Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1735d | `2026-03-10T22:37:36Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `xander1421` | [profile](https://github.com/xander1421) | no | NONE | 2950d | `2026-01-25T00:29:47Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `XingyuHu109` | [profile](https://github.com/XingyuHu109) | no | FIRST_TIME_CONTRIBUTOR | 1496d | `2026-03-05T21:14:38Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `xr843` | [profile](https://github.com/xr843) | no | NONE | 1011d | `2026-03-18T23:53:54Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
-| `yashbora9` | [profile](https://github.com/yashbora9) | no | FIRST_TIMER | 2158d | `2026-02-15T19:32:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `yoginlangalia` | [profile](https://github.com/yoginlangalia) | no | NONE | 203d | `2026-02-27T06:40:02Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `yushiran` | [profile](https://github.com/yushiran) | no | CONTRIBUTOR | 1850d | `2026-02-23T19:50:05Z` | 1 | 0 | mixed | moderate | low | — |
-| `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIMER | 4362d | `2026-03-03T07:50:39Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `zyoraclub` | [profile](https://github.com/zyoraclub) | no | NONE | 253d | `2026-02-07T03:24:08Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2030d | `2025-03-19T10:58:02Z` | 73 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4931d | `2025-03-31T13:54:54Z` | 69 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5832d | `2026-01-21T16:52:29Z` | 66 | 5 | strong | moderate | low | extremely high recent PR volume |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1501d | `2024-09-26T09:23:39Z` | 60 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3928d | `2026-01-16T14:47:41Z` | 40 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2584d | `2023-10-25T14:56:56Z` | 40 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2354d | `2024-11-15T13:51:28Z` | 36 | 1 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3955d | `2023-11-20T15:51:09Z` | 36 | 0 | strong | low | low | targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2290d | `2025-01-06T17:52:26Z` | 33 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1985d | `2025-08-26T12:13:50Z` | 33 | 1 | mixed | low | low | targets high-star repos |
+| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1955d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | moderate | low | targets high-star repos |
+| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3133d | `2024-10-21T07:08:47Z` | 26 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3691d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
+| `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2482d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1972d | `2025-10-03T15:26:01Z` | 21 | 0 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1807d | `2026-01-13T09:15:18Z` | 19 | 0 | strong | low | low | targets high-star repos |
+| `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 29d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1600d | `2025-01-20T12:27:19Z` | 16 | 0 | strong | low | low | targets high-star repos |
+| `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2224d | `2026-02-09T02:10:15Z` | 16 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2990d | `2025-12-16T08:22:52Z` | 15 | 1 | strong | moderate | low | targets high-star repos |
+| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3358d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
+| `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2862d | `2025-12-12T17:57:18Z` | 14 | 0 | mixed | high | medium | high recent PR volume; broad repo spread |
+| `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1738d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
+| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2943d | `2025-12-02T16:00:11Z` | 13 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2591d | `2023-01-13T15:08:12Z` | 13 | 3 | mixed | moderate | low | high recent PR volume |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3585d | `2025-08-14T10:03:14Z` | 13 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2348d | `2025-11-03T14:20:21Z` | 13 | 2 | strong | low | low | — |
+| `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3344d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2686d | `2024-12-13T13:39:10Z` | 12 | 11 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1408d | `2026-01-08T18:13:10Z` | 12 | 0 | strong | moderate | low | — |
+| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6563d | `2025-09-08T13:05:54Z` | 12 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1390d | `2024-03-21T04:37:45Z` | 11 | 4 | strong | moderate | low | high recent PR volume |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2619d | `2025-11-26T16:58:10Z` | 11 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `MekkCyber` | [profile](https://github.com/MekkCyber) | no | CONTRIBUTOR | 1625d | `2024-12-04T15:49:05Z` | 11 | 0 | strong | low | low | — |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1460d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
+| `dario-fumarola` | [profile](https://github.com/dario-fumarola) | no | NONE | 1744d | `2026-02-18T21:12:22Z` | 9 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `DimiChatzipavlis` | [profile](https://github.com/DimiChatzipavlis) | no | FIRST_TIME_CONTRIBUTOR | 744d | `2026-02-11T16:22:54Z` | 9 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `fumadari` | [profile](https://github.com/fumadari) | no | NONE | 830d | `2026-02-17T17:20:50Z` | 9 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `danielalanbates` | [profile](https://github.com/danielalanbates) | no | NONE | 332d | `2026-02-21T04:32:30Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 35d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2015d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4677d | `2025-07-25T12:59:52Z` | 7 | 0 | mixed | low | low | targets high-star repos |
+| `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 967d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5674d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
+| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5702d | `2024-10-17T15:17:05Z` | 7 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2564d | `2026-02-25T22:23:20Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1641d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
+| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4250d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3170d | `2024-08-30T13:38:48Z` | 5 | 2 | mixed | low | low | targets high-star repos |
+| `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2620d | `2025-12-10T12:31:18Z` | 5 | 1 | strong | moderate | low | targets high-star repos |
+| `aman-coder03` | [profile](https://github.com/aman-coder03) | no | FIRST_TIME_CONTRIBUTOR | 779d | `2026-02-16T15:14:20Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
+| `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3492d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `mariam851` | [profile](https://github.com/mariam851) | no | CONTRIBUTOR | 1170d | `2026-02-15T08:51:26Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | ?d | `2026-03-09T14:59:27Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
+| `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2021d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2384d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
+| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5032d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
+| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3833d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
+| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
+| `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 971d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
+| `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4694d | `2026-02-24T20:35:18Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 61d | `2026-02-18T23:07:23Z` | 4 | 0 | mixed | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | yes | FIRST_TIME_CONTRIBUTOR | 2906d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5406d | `2026-03-12T13:32:25Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Zephyr-Blessed` | [profile](https://github.com/Zephyr-Blessed) | no | FIRST_TIME_CONTRIBUTOR | 58d | `2026-02-17T11:04:52Z` | 4 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `Charly21r` | [profile](https://github.com/Charly21r) | no | FIRST_TIME_CONTRIBUTOR | 352d | `2026-03-13T09:00:25Z` | 3 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3068d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 501d | `2026-03-22T17:27:20Z` | 3 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `jayakumarpujar` | [profile](https://github.com/jayakumarpujar) | no | NONE | 2658d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
+| `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4005d | `2026-03-08T09:21:22Z` | 3 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2846d | `2026-03-13T10:24:11Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1224d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `matisgagneux21` | [profile](https://github.com/matisgagneux21) | no | CONTRIBUTOR | 47d | `2026-02-23T00:10:48Z` | 3 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `onel` | [profile](https://github.com/onel) | no | NONE | 5045d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
+| `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1786d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `preetam1407` | [profile](https://github.com/preetam1407) | no | CONTRIBUTOR | 1934d | `2026-02-14T12:44:18Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `saivedant169` | [profile](https://github.com/saivedant169) | no | NONE | 1706d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; targets high-star repos |
+| `tirth8205` | [profile](https://github.com/tirth8205) | no | NONE | 2089d | `2026-02-17T23:31:31Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
+| `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1627d | `2024-10-22T01:33:27Z` | 13 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `engmohamedsalah` | [profile](https://github.com/engmohamedsalah) | no | NONE | 4739d | `2026-01-10T13:15:19Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 96d | `2026-02-07T19:04:11Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
+| `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2068d | `2025-12-23T11:18:14Z` | 4 | 0 | strong | moderate | low | targets high-star repos |
+| `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3311d | `2025-11-18T16:26:23Z` | 3 | 3 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `gabe-l-hart` | [profile](https://github.com/gabe-l-hart) | no | CONTRIBUTOR | 5235d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
+| `quic-meetkuma` | [profile](https://github.com/quic-meetkuma) | no | CONTRIBUTOR | 410d | `2025-12-04T10:14:17Z` | 2 | 4 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5734d | `2026-04-03T04:55:51Z` | 2 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 551d | `2026-03-30T08:23:07Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2044d | `2026-03-04T00:51:26Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `23atharvaS` | [profile](https://github.com/23atharvaS) | no | FIRST_TIME_CONTRIBUTOR | 156d | `2026-02-17T05:25:26Z` | 2 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 397d | `2026-04-03T17:43:21Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3945d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1710d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
+| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4495d | `2024-10-17T11:56:32Z` | 2 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3605d | `2026-03-03T11:35:13Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
+| `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4473d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `DatLe203` | [profile](https://github.com/DatLe203) | yes | NONE | 761d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `eladsegal` | [profile](https://github.com/eladsegal) | yes | CONTRIBUTOR | 3914d | `2026-04-09T05:56:31Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ErenAta16` | [profile](https://github.com/ErenAta16) | no | FIRST_TIME_CONTRIBUTOR | 893d | `2026-03-27T13:43:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2476d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `FaizanImran-blip` | [profile](https://github.com/FaizanImran-blip) | no | FIRST_TIME_CONTRIBUTOR | 388d | `2026-03-30T19:10:48Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2584d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `haosenwang1018` | [profile](https://github.com/haosenwang1018) | no | NONE | 720d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
+| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2863d | `2026-03-14T18:33:53Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4651d | `2026-02-13T05:15:44Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5832d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `KartikPawade` | [profile](https://github.com/KartikPawade) | no | CONTRIBUTOR | 1836d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
+| `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2220d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `KetanP1618` | [profile](https://github.com/KetanP1618) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-04-06T17:41:14Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 31d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3375d | `2026-03-09T09:03:10Z` | 2 | 0 | weak | low | low | targets high-star repos |
+| `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1950d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
+| `Kokonico` | [profile](https://github.com/Kokonico) | no | NONE | 1561d | `2026-02-27T19:30:30Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `kushalkkb` | [profile](https://github.com/kushalkkb) | no | NONE | 1035d | `2026-03-06T17:24:10Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `leopold-tzafon` | [profile](https://github.com/leopold-tzafon) | no | CONTRIBUTOR | 445d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `mario-sanz` | [profile](https://github.com/mario-sanz) | no | CONTRIBUTOR | 2016d | `2026-02-24T13:54:30Z` | 2 | 0 | weak | low | low | targets high-star repos |
+| `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1496d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 308d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `MaybeSam05` | [profile](https://github.com/MaybeSam05) | no | FIRST_TIME_CONTRIBUTOR | 2109d | `2026-03-11T22:52:23Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `mmahjoub5` | [profile](https://github.com/mmahjoub5) | no | FIRST_TIME_CONTRIBUTOR | 2402d | `2026-02-15T04:01:26Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2569d | `2026-04-01T05:05:40Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 820d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1990d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
+| `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 200d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | medium | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3359d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3712d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
+| `sharziki` | [profile](https://github.com/sharziki) | yes | FIRST_TIME_CONTRIBUTOR | 1553d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `shtse8` | [profile](https://github.com/shtse8) | no | CONTRIBUTOR | 4303d | `2026-02-12T23:40:45Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `sirzechs66` | [profile](https://github.com/sirzechs66) | no | FIRST_TIME_CONTRIBUTOR | 1240d | `2026-03-30T12:18:41Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2941d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `tonglei19961121` | [profile](https://github.com/tonglei19961121) | no | NONE | 2267d | `2026-02-27T11:44:01Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3472d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2692d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `umbilnm` | [profile](https://github.com/umbilnm) | no | CONTRIBUTOR | 1631d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1752d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2220d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
+| `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 557d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2867d | `2024-06-13T14:13:17Z` | 5 | 1 | strong | low | low | targets high-star repos |
+| `Deep-unlearning` | [profile](https://github.com/Deep-unlearning) | no | MEMBER | 2318d | `2024-12-11T18:43:56Z` | 5 | 0 | strong | low | low | — |
+| `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3332d | `2026-01-08T16:47:50Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2798d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
+| `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5821d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
+| `lordaarush` | [profile](https://github.com/lordaarush) | no | CONTRIBUTOR | 2138d | `2026-02-03T14:43:03Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1616d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
+| `MHRDYN7` | [profile](https://github.com/MHRDYN7) | no | CONTRIBUTOR | 1308d | `2025-08-04T17:37:52Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
+| `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2455d | `2025-10-30T12:45:06Z` | 2 | 1 | mixed | moderate | low | — |
+| `pavel-esir` | [profile](https://github.com/pavel-esir) | no | CONTRIBUTOR | 4559d | `2026-02-09T11:45:22Z` | 2 | 1 | mixed | low | low | — |
+| `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3442d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `ethanknights` | [profile](https://github.com/ethanknights) | no | CONTRIBUTOR | 3050d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4203d | `2025-11-26T16:41:09Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `lmaksym` | [profile](https://github.com/lmaksym) | no | FIRST_TIME_CONTRIBUTOR | 4107d | `2026-01-19T22:09:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `pragnyanramtha` | [profile](https://github.com/pragnyanramtha) | no | FIRST_TIME_CONTRIBUTOR | 443d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
+| `Siddhartha7340` | [profile](https://github.com/Siddhartha7340) | no | FIRST_TIME_CONTRIBUTOR | 1472d | `2026-01-17T05:16:36Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `tohtana` | [profile](https://github.com/tohtana) | no | CONTRIBUTOR | 1844d | `2026-02-08T22:04:44Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 249d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `veeceey` | [profile](https://github.com/veeceey) | no | NONE | 3051d | `2026-02-07T19:20:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1776d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
+| `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3668d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
+| `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1962d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1783d | `2026-03-06T07:07:19Z` | 1 | 1 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars |
+| `ainergiz` | [profile](https://github.com/ainergiz) | no | CONTRIBUTOR | 870d | `2026-02-21T20:56:04Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1140d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
+| `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3272d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
+| `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4003d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
+| `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2389d | `2026-03-25T01:39:23Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
+| `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 464d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
+| `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4183d | `2026-03-24T21:01:11Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `danielquintas8` | [profile](https://github.com/danielquintas8) | no | CONTRIBUTOR | 2013d | `2026-03-30T16:23:11Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
+| `DogWala` | [profile](https://github.com/DogWala) | no | FIRST_TIME_CONTRIBUTOR | 1326d | `2026-03-12T15:47:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `dtiourine` | [profile](https://github.com/dtiourine) | no | FIRST_TIME_CONTRIBUTOR | 1362d | `2026-02-17T18:52:49Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `florian6973` | [profile](https://github.com/florian6973) | yes | FIRST_TIME_CONTRIBUTOR | 2044d | `2026-04-07T23:31:43Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3910d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
+| `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1330d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3468d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3531d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
+| `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2665d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
+| `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1541d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
+| `jesperschlegel` | [profile](https://github.com/jesperschlegel) | yes | FIRST_TIME_CONTRIBUTOR | 3700d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `jmriosal` | [profile](https://github.com/jmriosal) | no | FIRST_TIMER | 352d | `2026-02-22T20:14:10Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2841d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `lhallee` | [profile](https://github.com/lhallee) | no | CONTRIBUTOR | 2004d | `2026-02-19T21:33:16Z` | 1 | 1 | strong | moderate | low | — |
+| `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3025d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3762d | `2026-03-19T12:56:22Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1766d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4672d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `medhakimbedhief` | [profile](https://github.com/medhakimbedhief) | no | CONTRIBUTOR | 2235d | `2026-03-03T03:19:25Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2137d | `2026-03-11T16:42:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `ntenenz` | [profile](https://github.com/ntenenz) | no | CONTRIBUTOR | 4261d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 824d | `2026-03-25T14:55:10Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 772d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
+| `Regata3010` | [profile](https://github.com/Regata3010) | yes | CONTRIBUTOR | 1424d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 1999d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
+| `ShahVandit` | [profile](https://github.com/ShahVandit) | no | FIRST_TIME_CONTRIBUTOR | 1881d | `2026-02-02T02:33:32Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars |
+| `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1141d | `2026-02-25T14:03:32Z` | 1 | 1 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2685d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `zhulinchng` | [profile](https://github.com/zhulinchng) | no | CONTRIBUTOR | 3423d | `2026-03-19T01:40:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `zzc0430` | [profile](https://github.com/zzc0430) | no | NONE | 2333d | `2026-02-27T10:52:57Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `04cb` | [profile](https://github.com/04cb) | no | NONE | 1329d | `2026-03-07T05:36:25Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `0xDELUXA` | [profile](https://github.com/0xDELUXA) | no | CONTRIBUTOR | 335d | `2026-03-06T18:03:49Z` | 1 | 0 | mixed | high | low | young account; high recent PR volume; broad repo spread |
+| `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1346d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
+| `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 878d | `2026-03-10T11:55:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 952d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `Aatman09` | [profile](https://github.com/Aatman09) | no | FIRST_TIME_CONTRIBUTOR | 897d | `2026-02-14T03:19:57Z` | 1 | 0 | weak | low | low | high open PR share |
+| `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1994d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `Abhijeetsingh610` | [profile](https://github.com/Abhijeetsingh610) | no | FIRST_TIME_CONTRIBUTOR | 1579d | `2026-02-13T20:48:03Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `abidlabs` | [profile](https://github.com/abidlabs) | yes | MEMBER | 5069d | `2026-04-08T22:36:08Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `Abubakar-rashid` | [profile](https://github.com/Abubakar-rashid) | no | NONE | 625d | `2026-02-13T11:27:42Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2630d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
+| `adityuhkapoor` | [profile](https://github.com/adityuhkapoor) | no | NONE | 2819d | `2026-02-18T06:35:09Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `agentspan` | [profile](https://github.com/agentspan) | yes | NONE | 10d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 555d | `2026-03-20T17:48:23Z` | 1 | 0 | strong | moderate | low | targets high-star repos |
+| `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3680d | `2026-03-15T19:56:44Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
+| `akashadsare` | [profile](https://github.com/akashadsare) | no | FIRST_TIME_CONTRIBUTOR | 2182d | `2026-02-15T18:07:11Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `akeemlh` | [profile](https://github.com/akeemlh) | no | FIRST_TIME_CONTRIBUTOR | 2093d | `2026-02-13T18:33:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Aki-07` | [profile](https://github.com/Aki-07) | no | CONTRIBUTOR | 1586d | `2026-02-13T17:02:41Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 868d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 587d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `alexandercarruthers` | [profile](https://github.com/alexandercarruthers) | no | CONTRIBUTOR | 2594d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `alexmalyshev` | [profile](https://github.com/alexmalyshev) | no | CONTRIBUTOR | 5532d | `2026-02-20T04:47:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2969d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `andrewor14` | [profile](https://github.com/andrewor14) | yes | CONTRIBUTOR | 4991d | `2026-04-08T15:42:16Z` | 1 | 0 | mixed | moderate | low | — |
+| `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 143d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | moderate | medium | young account; high open PR share; no visible non-self stars |
+| `ansley` | [profile](https://github.com/ansley) | yes | NONE | 2290d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `anuq` | [profile](https://github.com/anuq) | no | NONE | 3274d | `2026-03-14T19:21:21Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
+| `ArivunidhiA` | [profile](https://github.com/ArivunidhiA) | no | FIRST_TIME_CONTRIBUTOR | 826d | `2026-02-17T07:18:00Z` | 1 | 0 | mixed | moderate | low | no visible non-self stars |
+| `AutumnAurelium` | [profile](https://github.com/AutumnAurelium) | no | CONTRIBUTOR | 1719d | `2026-02-17T01:07:13Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2171d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
+| `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1724d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `balak4` | [profile](https://github.com/balak4) | no | CONTRIBUTOR | 2764d | `2026-02-25T01:40:57Z` | 1 | 0 | strong | moderate | low | — |
+| `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3770d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs |
+| `balvisio` | [profile](https://github.com/balvisio) | no | CONTRIBUTOR | 5032d | `2026-02-19T02:58:50Z` | 1 | 0 | mixed | moderate | low | — |
+| `beelapranay` | [profile](https://github.com/beelapranay) | no | FIRST_TIME_CONTRIBUTOR | 2424d | `2026-02-14T01:12:07Z` | 1 | 0 | strong | moderate | low | — |
+| `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5182d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `black-yt` | [profile](https://github.com/black-yt) | no | NONE | 1821d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
+| `caffeinism` | [profile](https://github.com/caffeinism) | no | CONTRIBUTOR | 2890d | `2026-02-13T09:28:32Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2061d | `2026-03-02T05:34:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 723d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `cluster2600` | [profile](https://github.com/cluster2600) | no | CONTRIBUTOR | 2061d | `2026-02-18T19:25:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 189d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `cogniera` | [profile](https://github.com/cogniera) | no | FIRST_TIME_CONTRIBUTOR | 218d | `2026-02-17T22:29:44Z` | 1 | 0 | strong | moderate | low | young account |
+| `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2823d | `2026-03-13T13:02:26Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4465d | `2026-03-11T13:03:19Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
+| `Dippp10` | [profile](https://github.com/Dippp10) | yes | FIRST_TIME_CONTRIBUTOR | 760d | `2026-04-11T14:17:32Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4322d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3520d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
+| `echarlaix` | [profile](https://github.com/echarlaix) | no | MEMBER | 1856d | `2026-03-09T18:15:17Z` | 1 | 0 | strong | moderate | low | — |
+| `EhteshamSid` | [profile](https://github.com/EhteshamSid) | yes | NONE | 1662d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
+| `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1758d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `ezylopx5` | [profile](https://github.com/ezylopx5) | no | NONE | 601d | `2026-04-01T19:25:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 581d | `2026-03-06T16:58:14Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `gabrielfruet` | [profile](https://github.com/gabrielfruet) | no | FIRST_TIME_CONTRIBUTOR | 1676d | `2026-02-15T13:27:44Z` | 1 | 0 | strong | moderate | low | — |
+| `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2279d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4417d | `2026-02-28T06:22:19Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `gowthamr-tech` | [profile](https://github.com/gowthamr-tech) | no | CONTRIBUTOR | 336d | `2026-02-16T15:00:00Z` | 1 | 0 | strong | low | low | young account; no visible non-self stars |
+| `GS-GOAT` | [profile](https://github.com/GS-GOAT) | no | NONE | 1743d | `2026-02-21T13:45:15Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `hangjun-ezra` | [profile](https://github.com/hangjun-ezra) | no | CONTRIBUTOR | 645d | `2026-02-25T03:52:04Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `hanouticelina` | [profile](https://github.com/hanouticelina) | yes | MEMBER | 2968d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3942d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `HelloAnner` | [profile](https://github.com/HelloAnner) | yes | FIRST_TIME_CONTRIBUTOR | 1653d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | high open PR share |
+| `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2001d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `hemantmm` | [profile](https://github.com/hemantmm) | no | FIRST_TIME_CONTRIBUTOR | 1641d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1510d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 102d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `hongping-zh` | [profile](https://github.com/hongping-zh) | no | FIRST_TIME_CONTRIBUTOR | 1066d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `huyxdang` | [profile](https://github.com/huyxdang) | no | NONE | 707d | `2026-02-16T13:31:17Z` | 1 | 0 | mixed | low | low | — |
+| `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 415d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
+| `iamaber` | [profile](https://github.com/iamaber) | no | NONE | 2038d | `2026-02-28T14:24:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1073d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `imstevenpmwork` | [profile](https://github.com/imstevenpmwork) | no | MEMBER | 2314d | `2026-02-26T20:09:20Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `itzyesse99-lgtm` | [profile](https://github.com/itzyesse99-lgtm) | no | NONE | 59d | `2026-02-16T12:01:26Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
+| `jagwar` | [profile](https://github.com/jagwar) | yes | MEMBER | 3685d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | ?d | `2026-03-04T06:03:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
+| `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3593d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Jay-IIT` | [profile](https://github.com/Jay-IIT) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-02-17T05:12:11Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
+| `jblox26` | [profile](https://github.com/jblox26) | no | NONE | 70d | `2026-03-05T14:50:06Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
+| `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2196d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `jIab-b` | [profile](https://github.com/jIab-b) | yes | FIRST_TIME_CONTRIBUTOR | 575d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `JiwaniZakir` | [profile](https://github.com/JiwaniZakir) | no | CONTRIBUTOR | 1379d | `2026-03-17T05:11:16Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
+| `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | NONE | 1077d | `2026-03-28T12:13:57Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 765d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `JonoLF` | [profile](https://github.com/JonoLF) | no | FIRST_TIME_CONTRIBUTOR | 1360d | `2026-02-23T15:09:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2423d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; no visible non-self stars |
+| `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3491d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
+| `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3487d | `2026-03-08T09:57:38Z` | 1 | 0 | weak | moderate | low | targets high-star repos |
+| `juliabush` | [profile](https://github.com/juliabush) | yes | NONE | 520d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 808d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | low | low | high recent PR volume; no visible non-self stars |
+| `karthiksuki` | [profile](https://github.com/karthiksuki) | no | FIRST_TIMER | 2051d | `2026-02-14T19:16:31Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `kathrynle20` | [profile](https://github.com/kathrynle20) | no | CONTRIBUTOR | 2318d | `2026-02-25T22:15:15Z` | 1 | 0 | strong | low | low | — |
+| `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 206d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
+| `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3156d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `lakprigan` | [profile](https://github.com/lakprigan) | no | FIRST_TIMER | 4751d | `2026-02-16T19:16:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2235d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 604d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 221d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
+| `likejazz` | [profile](https://github.com/likejazz) | no | CONTRIBUTOR | 5237d | `2026-02-26T14:30:24Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3238d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 74d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3498d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 577d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2053d | `2026-04-06T17:47:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `marvinzh` | [profile](https://github.com/marvinzh) | no | FIRST_TIME_CONTRIBUTOR | 4423d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `materight` | [profile](https://github.com/materight) | no | CONTRIBUTOR | 3310d | `2026-02-13T17:53:16Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3191d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3196d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2956d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
+| `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | yes | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `mohdfaour03` | [profile](https://github.com/mohdfaour03) | yes | FIRST_TIME_CONTRIBUTOR | 1146d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1368d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `mrutkows` | [profile](https://github.com/mrutkows) | yes | FIRST_TIME_CONTRIBUTOR | 4327d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `mtthw13` | [profile](https://github.com/mtthw13) | no | FIRST_TIME_CONTRIBUTOR | 2822d | `2026-02-17T01:39:33Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `n0kovo` | [profile](https://github.com/n0kovo) | no | FIRST_TIME_CONTRIBUTOR | 3740d | `2026-02-28T00:24:32Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2356d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `NabilMch` | [profile](https://github.com/NabilMch) | no | NONE | 2332d | `2026-02-28T15:11:37Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `nakigami` | [profile](https://github.com/nakigami) | no | NONE | 2954d | `2026-03-08T01:30:39Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3175d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
+| `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4205d | `2026-03-12T19:59:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `nexiouscaliver` | [profile](https://github.com/nexiouscaliver) | no | FIRST_TIME_CONTRIBUTOR | 2142d | `2026-02-14T12:26:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4090d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `NicoSimo` | [profile](https://github.com/NicoSimo) | no | NONE | 2220d | `2026-02-13T14:40:54Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs |
+| `nikste` | [profile](https://github.com/nikste) | no | NONE | 4012d | `2026-02-22T23:40:56Z` | 1 | 0 | strong | low | low | high recent PR volume |
+| `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 514d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 155d | `2026-03-30T15:02:06Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `overcastbulb` | [profile](https://github.com/overcastbulb) | no | NONE | 1525d | `2026-02-27T14:37:19Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
+| `owwll` | [profile](https://github.com/owwll) | yes | NONE | 631d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `partacc` | [profile](https://github.com/partacc) | yes | NONE | 276d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
+| `parthchopra07` | [profile](https://github.com/parthchopra07) | no | FIRST_TIMER | 1540d | `2026-02-22T18:32:16Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5242d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `pdwi2020` | [profile](https://github.com/pdwi2020) | no | FIRST_TIME_CONTRIBUTOR | 1991d | `2026-02-15T07:26:52Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 862d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `popotest` | [profile](https://github.com/popotest) | no | NONE | 73d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4770d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3037d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
+| `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 345d | `2026-03-11T05:13:57Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `rain-1` | [profile](https://github.com/rain-1) | no | FIRST_TIME_CONTRIBUTOR | 3701d | `2026-03-10T07:09:07Z` | 1 | 0 | mixed | moderate | low | — |
+| `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 163d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
+| `RishabhMehra` | [profile](https://github.com/RishabhMehra) | no | FIRST_TIMER | 3354d | `2026-02-25T12:49:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Rohang2005` | [profile](https://github.com/Rohang2005) | no | NONE | 811d | `2026-03-04T08:13:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2155d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
+| `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1316d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `rudybear` | [profile](https://github.com/rudybear) | no | FIRST_TIME_CONTRIBUTOR | 5021d | `2026-02-17T07:18:13Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `rwtarpit` | [profile](https://github.com/rwtarpit) | no | FIRST_TIME_CONTRIBUTOR | 587d | `2026-02-15T17:27:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Ryan-J-MAX` | [profile](https://github.com/Ryan-J-MAX) | no | NONE | 1871d | `2026-02-24T10:48:54Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | FIRST_TIME_CONTRIBUTOR | 1790d | `2026-04-06T18:01:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `sahildando` | [profile](https://github.com/sahildando) | yes | NONE | 1236d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 52d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
+| `sahilmaniyar888` | [profile](https://github.com/sahilmaniyar888) | no | NONE | 821d | `2026-03-02T11:40:49Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `SamArun28` | [profile](https://github.com/SamArun28) | no | NONE | 32d | `2026-03-10T09:38:29Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `samuelleecong` | [profile](https://github.com/samuelleecong) | no | FIRST_TIME_CONTRIBUTOR | 2182d | `2026-02-19T16:31:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `sandesh-bhandari-dev` | [profile](https://github.com/sandesh-bhandari-dev) | no | NONE | 45d | `2026-03-05T01:40:47Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
+| `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | NONE | 223d | `2026-04-02T14:08:15Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
+| `saurav0369` | [profile](https://github.com/saurav0369) | no | CONTRIBUTOR | 344d | `2026-02-14T10:11:40Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
+| `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 65d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 925d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `Shikhar-S` | [profile](https://github.com/Shikhar-S) | yes | FIRST_TIME_CONTRIBUTOR | 3758d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
+| `Sid-V5` | [profile](https://github.com/Sid-V5) | no | FIRST_TIME_CONTRIBUTOR | 1014d | `2026-02-15T19:51:35Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `somAzzz` | [profile](https://github.com/somAzzz) | no | FIRST_TIMER | 3167d | `2026-02-25T22:43:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2930d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `svlandeg` | [profile](https://github.com/svlandeg) | no | CONTRIBUTOR | 4224d | `2026-02-11T15:54:04Z` | 1 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; targets high-star repos |
+| `Talhax55z` | [profile](https://github.com/Talhax55z) | no | FIRST_TIME_CONTRIBUTOR | 74d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
+| `taovinci0` | [profile](https://github.com/taovinci0) | no | NONE | 442d | `2026-02-14T00:00:00Z` | 1 | 0 | weak | high | medium | broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
+| `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 402d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `TinderZ` | [profile](https://github.com/TinderZ) | no | CONTRIBUTOR | 744d | `2026-02-19T02:35:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `UsamaKenway` | [profile](https://github.com/UsamaKenway) | yes | FIRST_TIME_CONTRIBUTOR | 2379d | `2026-04-07T18:39:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 558d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `vimal-crypto` | [profile](https://github.com/vimal-crypto) | no | FIRST_TIME_CONTRIBUTOR | 976d | `2026-03-11T12:37:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `vishalpatil-45` | [profile](https://github.com/vishalpatil-45) | no | NONE | 424d | `2026-02-25T08:27:32Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
+| `vivekvar-dl` | [profile](https://github.com/vivekvar-dl) | no | NONE | 2067d | `2026-03-21T03:12:37Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `vxa8502` | [profile](https://github.com/vxa8502) | no | NONE | 426d | `2026-03-13T22:49:59Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `w601sxs` | [profile](https://github.com/w601sxs) | no | FIRST_TIME_CONTRIBUTOR | 4831d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
+| `XingyuHu109` | [profile](https://github.com/XingyuHu109) | no | FIRST_TIME_CONTRIBUTOR | 1512d | `2026-03-05T21:14:38Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `xr843` | [profile](https://github.com/xr843) | no | NONE | 1027d | `2026-03-18T23:53:54Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
+| `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3890d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | FIRST_TIME_CONTRIBUTOR | 476d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `yashbora9` | [profile](https://github.com/yashbora9) | no | FIRST_TIMER | 2174d | `2026-02-15T19:32:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `yoginlangalia` | [profile](https://github.com/yoginlangalia) | no | NONE | 220d | `2026-02-27T06:40:02Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `yushiran` | [profile](https://github.com/yushiran) | no | CONTRIBUTOR | 1867d | `2026-02-23T19:50:05Z` | 1 | 0 | mixed | moderate | low | — |
+| `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2538d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5572d | `2026-04-05T19:00:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIMER | 4378d | `2026-03-03T07:50:39Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 
 ## Contributors
 
@@ -382,22 +397,22 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-03-25T18:00:19Z`
+- repo last seen: `2026-04-10T15:41:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **66**
-- snapshot authored PRs/issues: **66 PRs / 0 issues**
-- snapshot discussion activity: **168 comments / 220 reviews / 360 review comments**
-- account age: **2013 days**
-- recent public PR activity: **61 PRs** (54 merged / 5 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **8%**, open rate **3%**)
+- repo primary artifacts: **73**
+- snapshot authored PRs/issues: **73 PRs / 0 issues**
+- snapshot discussion activity: **190 comments / 251 reviews / 388 review comments**
+- account age: **2030 days**
+- recent public PR activity: **53 PRs** (46 merged / 5 closed-unmerged / 2 open; merged rate **87%**, closed-unmerged rate **9%**, open rate **4%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #44950: [Cache] Native mamba & hybrid cache](https://github.com/huggingface/transformers/pull/44950) — open
-- [PR #44888: Remove explicit cuda stream in nemotron_h](https://github.com/huggingface/transformers/pull/44888) — open
-- [PR #44887: Bump kernels version dependency to avoid crashes](https://github.com/huggingface/transformers/pull/44887) — closed, merged
+- [PR #45358: Fix vlm weight mappings](https://github.com/huggingface/transformers/pull/45358) — closed, merged
+- [PR #45347: [gemma4] Fix device map auto](https://github.com/huggingface/transformers/pull/45347) — closed, merged
+- [PR #45342: Use `_keys_to_ignore_on_load_unexpected/missing` recursively from children](https://github.com/huggingface/transformers/pull/45342) — open
 
 ### `ydshieh`
 
@@ -405,22 +420,22 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-03-25T16:18:34Z`
+- repo last seen: `2026-04-10T11:30:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **51**
-- snapshot authored PRs/issues: **51 PRs / 0 issues**
-- snapshot discussion activity: **44 comments / 97 reviews / 75 review comments**
-- account age: **4915 days**
-- recent public PR activity: **52 PRs** (40 merged / 5 closed-unmerged / 7 open; merged rate **77%**, closed-unmerged rate **10%**, open rate **13%**)
+- repo primary artifacts: **69**
+- snapshot authored PRs/issues: **69 PRs / 0 issues**
+- snapshot discussion activity: **92 comments / 152 reviews / 117 review comments**
+- account age: **4931 days**
+- recent public PR activity: **48 PRs** (39 merged / 3 closed-unmerged / 6 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #44965: try](https://github.com/huggingface/transformers/pull/44965) — open
-- [PR #44941: Fix failing job `Update Transformers metadata` after #43514](https://github.com/huggingface/transformers/pull/44941) — closed, merged
-- [PR #44927: fix: improve processor loading performance by avoiding redundant tokenizer parsing](https://github.com/huggingface/transformers/pull/44927) — closed, merged
+- [PR #45268: Fix `Qwen2IntegrationTest`](https://github.com/huggingface/transformers/pull/45268) — closed, merged
+- [PR #45263: Add `hasattr(torch.backends.cudnn, "conv")` to `conftest.py`](https://github.com/huggingface/transformers/pull/45263) — closed, merged
+- [PR #45261: empty](https://github.com/huggingface/transformers/pull/45261) — closed, merged
 
 ### `tarekziade`
 
@@ -428,22 +443,22 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-03-25T16:24:33Z`
+- repo last seen: `2026-04-09T14:22:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **52**
-- snapshot authored PRs/issues: **47 PRs / 5 issues**
-- snapshot discussion activity: **106 comments / 125 reviews / 122 review comments**
-- account age: **5816 days**
-- recent public PR activity: **101 PRs** (86 merged / 6 closed-unmerged / 9 open; merged rate **85%**, closed-unmerged rate **6%**, open rate **9%**)
+- repo primary artifacts: **71**
+- snapshot authored PRs/issues: **66 PRs / 5 issues**
+- snapshot discussion activity: **133 comments / 148 reviews / 135 review comments**
+- account age: **5832 days**
+- recent public PR activity: **103 PRs** (91 merged / 3 closed-unmerged / 9 open; merged rate **88%**, closed-unmerged rate **3%**, open rate **9%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **extremely high recent PR volume**
 
 Example artifacts:
-- [PR #44992: refactoring: speedup static checks](https://github.com/huggingface/transformers/pull/44992) — open
-- [PR #44988: typing: add rule 14 - checks for tie_word_embeddings presence](https://github.com/huggingface/transformers/pull/44988) — open
-- [PR #44968: Added Make to the docker and `tomli` to `.[quality]`](https://github.com/huggingface/transformers/pull/44968) — closed
+- [PR #45344: refactor: display test duration](https://github.com/huggingface/transformers/pull/45344) — closed, merged
+- [PR #45339: chore: added circleci python script to ruff and ty checkers](https://github.com/huggingface/transformers/pull/45339) — closed, merged
+- [PR #45337: chore: remove test_hub for now](https://github.com/huggingface/transformers/pull/45337) — closed, merged
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — open
 - [Issue #44238: CI: failing slow runs fails to report properly](https://github.com/huggingface/transformers/issues/44238) — closed
@@ -453,23 +468,49 @@ Example artifacts:
 - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
-- repo first seen: `2024-10-31T05:47:20Z`
-- repo last seen: `2026-03-25T18:31:30Z`
+- repo first seen: `2024-09-26T09:23:39Z`
+- repo last seen: `2026-04-10T16:49:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **47**
-- snapshot authored PRs/issues: **47 PRs / 0 issues**
-- snapshot discussion activity: **315 comments / 481 reviews / 1116 review comments**
-- account age: **1485 days**
-- recent public PR activity: **49 PRs** (38 merged / 3 closed-unmerged / 8 open; merged rate **78%**, closed-unmerged rate **6%**, open rate **16%**)
+- repo primary artifacts: **60**
+- snapshot authored PRs/issues: **60 PRs / 0 issues**
+- snapshot discussion activity: **395 comments / 576 reviews / 1369 review comments**
+- account age: **1501 days**
+- recent public PR activity: **50 PRs** (33 merged / 5 closed-unmerged / 12 open; merged rate **66%**, closed-unmerged rate **10%**, open rate **24%**)
 - public orgs: `huggingface`, `deeppavlov`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45361: Add CLIP-like models in conversion to VLMs](https://github.com/huggingface/transformers/pull/45361) — open
+- [PR #45324: Gemma4 resizing per layer inputs](https://github.com/huggingface/transformers/pull/45324) — open
+- [PR #45316: Logger has `[transformers]` prefix in non-verbose mode](https://github.com/huggingface/transformers/pull/45316) — closed, merged
+
+### `kaixuanliu`
+
+- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
+- repo first seen: `2026-01-16T14:47:41Z`
+- repo last seen: `2026-04-10T08:01:06Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **44**
+- snapshot authored PRs/issues: **40 PRs / 4 issues**
+- snapshot discussion activity: **46 comments / 32 reviews / 32 review comments**
+- account age: **3928 days**
+- recent public PR activity: **31 PRs** (26 merged / 5 closed-unmerged / 0 open; merged rate **84%**, closed-unmerged rate **16%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45000: Embedding VLMs don't need a head](https://github.com/huggingface/transformers/pull/45000) — open
-- [PR #44953: Config kwargs](https://github.com/huggingface/transformers/pull/44953) — closed, merged
-- [PR #44947: Add doc page for capturing outputs](https://github.com/huggingface/transformers/pull/44947) — open
+- [PR #45288: fix(cohere_asr): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45288) — closed, draft
+- [PR #45287: fix(videomt): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45287) — closed, draft
+- [PR #45286: fix(nomic_bert): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45286) — closed, draft
+- [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
+- [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — open
+- [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
 ### `ArthurZucker`
 
@@ -477,22 +518,22 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-10-25T14:56:56Z`
-- repo last seen: `2026-03-25T13:51:03Z`
+- repo last seen: `2026-04-10T10:51:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **35**
-- snapshot authored PRs/issues: **33 PRs / 2 issues**
-- snapshot discussion activity: **96 comments / 350 reviews / 777 review comments**
-- account age: **2567 days**
-- recent public PR activity: **28 PRs** (13 merged / 2 closed-unmerged / 13 open; merged rate **46%**, closed-unmerged rate **7%**, open rate **46%**)
+- repo primary artifacts: **42**
+- snapshot authored PRs/issues: **40 PRs / 2 issues**
+- snapshot discussion activity: **123 comments / 412 reviews / 903 review comments**
+- account age: **2584 days**
+- recent public PR activity: **58 PRs** (35 merged / 4 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **7%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #44990: More small vllm fixes](https://github.com/huggingface/transformers/pull/44990) — closed, merged
-- [PR #44971: [ `vllm x v5`] nit](https://github.com/huggingface/transformers/pull/44971) — closed, merged
-- [PR #44815: Dequant fix](https://github.com/huggingface/transformers/pull/44815) — open, draft
+- [PR #45359: Fix Kimi-K2.5 tokenizer regression and _patch_mistral_regex AttributeError](https://github.com/huggingface/transformers/pull/45359) — open
+- [PR #45210: Fix pypi release](https://github.com/huggingface/transformers/pull/45210) — closed, merged
+- [PR #45139: Fix vllm cis](https://github.com/huggingface/transformers/pull/45139) — closed, merged
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
 
@@ -502,72 +543,70 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-11-15T13:51:28Z`
-- repo last seen: `2026-03-25T14:09:21Z`
+- repo last seen: `2026-04-10T15:30:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **33**
-- snapshot authored PRs/issues: **32 PRs / 1 issues**
-- snapshot discussion activity: **125 comments / 166 reviews / 265 review comments**
-- account age: **2338 days**
-- recent public PR activity: **40 PRs** (34 merged / 3 closed-unmerged / 3 open; merged rate **85%**, closed-unmerged rate **8%**, open rate **8%**)
+- repo primary artifacts: **37**
+- snapshot authored PRs/issues: **36 PRs / 1 issues**
+- snapshot discussion activity: **146 comments / 226 reviews / 351 review comments**
+- account age: **2354 days**
+- recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #44895: Add static FP8 expert support ](https://github.com/huggingface/transformers/pull/44895) — closed, merged
-- [PR #44864: Switch FP8 per tensor quant to use `torch._scaled_mm`](https://github.com/huggingface/transformers/pull/44864) — closed
-- [PR #44796: [refactor] Serving into proper modules](https://github.com/huggingface/transformers/pull/44796) — open
+- [PR #45220: Multimodal serve support ](https://github.com/huggingface/transformers/pull/45220) — open
+- [PR #45190: Fix ty for transformers cli](https://github.com/huggingface/transformers/pull/45190) — open
+- [PR #45188: fix `test_register_result_handler`](https://github.com/huggingface/transformers/pull/45188) — closed, merged
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 
-### `kaixuanliu`
-
-- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
-- repo first seen: `2026-01-16T14:47:41Z`
-- repo last seen: `2026-03-24T12:03:51Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **35**
-- snapshot authored PRs/issues: **31 PRs / 4 issues**
-- snapshot discussion activity: **43 comments / 25 reviews / 25 review comments**
-- account age: **3912 days**
-- recent public PR activity: **51 PRs** (33 merged / 12 closed-unmerged / 6 open; merged rate **65%**, closed-unmerged rate **24%**, open rate **12%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #44739: fix series of failed test case for janus model](https://github.com/huggingface/transformers/pull/44739) — open
-- [PR #44733: Fix bug and add XPU Expectations for qwen2 and jamba tests](https://github.com/huggingface/transformers/pull/44733) — closed, merged
-- [PR #44657: fix bug embedding_size mismatch with hidden_size in electra model test](https://github.com/huggingface/transformers/pull/44657) — closed, merged
-- [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
-- [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — open
-- [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
-
 ### `Rocketknight1`
 
 - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-11-20T15:51:09Z`
-- repo last seen: `2026-03-25T14:59:34Z`
+- repo last seen: `2026-04-10T14:22:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **31**
-- snapshot authored PRs/issues: **31 PRs / 0 issues**
-- snapshot discussion activity: **368 comments / 174 reviews / 108 review comments**
-- account age: **3939 days**
-- recent public PR activity: **27 PRs** (24 merged / 3 closed-unmerged / 0 open; merged rate **89%**, closed-unmerged rate **11%**, open rate **0%**)
+- repo primary artifacts: **36**
+- snapshot authored PRs/issues: **36 PRs / 0 issues**
+- snapshot discussion activity: **483 comments / 194 reviews / 115 review comments**
+- account age: **3955 days**
+- recent public PR activity: **21 PRs** (20 merged / 1 closed-unmerged / 0 open; merged rate **95%**, closed-unmerged rate **5%**, open rate **0%**)
 - public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45315: Fix softmaxing router logits](https://github.com/huggingface/transformers/pull/45315) — closed
+- [PR #45166: Re-add regex substitutions to the response parsing spec](https://github.com/huggingface/transformers/pull/45166) — closed, merged
+- [PR #45143: Add parse_response to Processor, make it a bit more official](https://github.com/huggingface/transformers/pull/45143) — closed, merged
+
+### `stevhliu`
+
+- profile: [github.com/stevhliu](https://github.com/stevhliu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
+- repo first seen: `2025-01-06T17:52:26Z`
+- repo last seen: `2026-04-10T16:18:14Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **34**
+- snapshot authored PRs/issues: **33 PRs / 1 issues**
+- snapshot discussion activity: **24 comments / 97 reviews / 139 review comments**
+- account age: **2290 days**
+- recent public PR activity: **33 PRs** (27 merged / 0 closed-unmerged / 6 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #44890: Add big angry code agent warnings!](https://github.com/huggingface/transformers/pull/44890) — closed, merged
-- [PR #44674: Officially launch parse_response](https://github.com/huggingface/transformers/pull/44674) — closed, merged
-- [PR #44575: Correct Tapas initialization](https://github.com/huggingface/transformers/pull/44575) — closed, merged
+- [PR #45327: [docs] modular transformers](https://github.com/huggingface/transformers/pull/45327) — open, draft
+- [PR #45271: [docs] vlm addition](https://github.com/huggingface/transformers/pull/45271) — open
+- [PR #45232: [docs] static model rules](https://github.com/huggingface/transformers/pull/45232) — closed, merged
+- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 
 ### `vasqu`
 
@@ -575,22 +614,23 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-03-25T18:15:21Z`
+- repo last seen: `2026-04-10T09:56:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **30**
-- snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **331 comments / 596 reviews / 2313 review comments**
-- account age: **1968 days**
-- recent public PR activity: **25 PRs** (16 merged / 4 closed-unmerged / 5 open; merged rate **64%**, closed-unmerged rate **16%**, open rate **20%**)
+- repo primary artifacts: **34**
+- snapshot authored PRs/issues: **33 PRs / 1 issues**
+- snapshot discussion activity: **396 comments / 682 reviews / 2892 review comments**
+- account age: **1985 days**
+- recent public PR activity: **20 PRs** (12 merged / 3 closed-unmerged / 5 open; merged rate **60%**, closed-unmerged rate **15%**, open rate **25%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #44850: [`Mllama`] Fix workaround compile](https://github.com/huggingface/transformers/pull/44850) — open, draft
-- [PR #44797: [`FA4`] Add kernels fallback](https://github.com/huggingface/transformers/pull/44797) — closed, merged
-- [PR #44703: [`FA`] Fix fa detection](https://github.com/huggingface/transformers/pull/44703) — closed, merged
+- [PR #45153: [`FA`] Native torch integration](https://github.com/huggingface/transformers/pull/45153) — open, draft
+- [PR #45122: :rotating_light: [`LightGlue`] Remove remote code execution](https://github.com/huggingface/transformers/pull/45122) — closed, merged
+- [PR #45061: [`FA`] Fix BC support for a few versions + add deprecation cycle](https://github.com/huggingface/transformers/pull/45061) — closed, merged
+- [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
 ### `harshaljanjani`
 
@@ -598,49 +638,25 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-03-25T19:58:57Z`
+- repo last seen: `2026-04-09T08:37:50Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **46**
-- snapshot authored PRs/issues: **28 PRs / 18 issues**
-- snapshot discussion activity: **74 comments / 38 reviews / 38 review comments**
-- account age: **1938 days**
-- recent public PR activity: **23 PRs** (17 merged / 1 closed-unmerged / 5 open; merged rate **74%**, closed-unmerged rate **4%**, open rate **22%**)
+- repo primary artifacts: **51**
+- snapshot authored PRs/issues: **31 PRs / 20 issues**
+- snapshot discussion activity: **89 comments / 102 reviews / 102 review comments**
+- account age: **1955 days**
+- recent public PR activity: **21 PRs** (15 merged / 0 closed-unmerged / 6 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45004: fix(testing): Fix Parakeet, Evolla, Pi0, and Phi-3 test failures on main CI](https://github.com/huggingface/transformers/pull/45004) — open, draft
-- [PR #44899: fix(models): Fix Perceiver interpolate_pos_encoding interpolating to the source size](https://github.com/huggingface/transformers/pull/44899) — closed, merged
-- [PR #44765: fix(testing): Fix PaliGemma 2 and PaddleOCR-VL test failures on main](https://github.com/huggingface/transformers/pull/44765) — closed, merged
+- [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — open
+- [PR #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — open
+- [PR #45074: fix(models): Fix dtype mismatch in SwitchTransformers and TimmWrapperModel](https://github.com/huggingface/transformers/pull/45074) — closed, merged
+- [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — open
+- [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
 - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
-- [Issue #44610: [BUG] OmDet-Turbo processor produces 640px inputs but the model expects 224px](https://github.com/huggingface/transformers/issues/44610) — closed
-- [Issue #44442: [BUG] AutoTokenizer fails to load FastSpeech2ConformerTokenizer](https://github.com/huggingface/transformers/issues/44442) — closed
-
-### `stevhliu`
-
-- profile: [github.com/stevhliu](https://github.com/stevhliu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
-- repo first seen: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-03-25T19:48:57Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **27**
-- snapshot authored PRs/issues: **26 PRs / 1 issues**
-- snapshot discussion activity: **17 comments / 87 reviews / 129 review comments**
-- account age: **2274 days**
-- recent public PR activity: **28 PRs** (17 merged / 0 closed-unmerged / 11 open; merged rate **61%**, closed-unmerged rate **0%**, open rate **39%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44954: [docs] pipeline cleanup](https://github.com/huggingface/transformers/pull/44954) — open
-- [PR #44896: [docs] continuous batching](https://github.com/huggingface/transformers/pull/44896) — open
-- [PR #44837: [docs] model cards](https://github.com/huggingface/transformers/pull/44837) — closed, merged
-- [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 
 ### `itazap`
 
@@ -648,22 +664,22 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-03-25T17:47:55Z`
+- repo last seen: `2026-04-10T15:32:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **24**
-- snapshot authored PRs/issues: **24 PRs / 0 issues**
-- snapshot discussion activity: **25 comments / 34 reviews / 25 review comments**
-- account age: **3116 days**
-- recent public PR activity: **23 PRs** (14 merged / 5 closed-unmerged / 4 open; merged rate **61%**, closed-unmerged rate **22%**, open rate **17%**)
+- repo primary artifacts: **26**
+- snapshot authored PRs/issues: **26 PRs / 0 issues**
+- snapshot discussion activity: **28 comments / 42 reviews / 29 review comments**
+- account age: **3133 days**
+- recent public PR activity: **20 PRs** (11 merged / 5 closed-unmerged / 4 open; merged rate **55%**, closed-unmerged rate **25%**, open rate **20%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #44999: Add sarvam model](https://github.com/huggingface/transformers/pull/44999) — open, draft
-- [PR #44997: Add sarvam model](https://github.com/huggingface/transformers/pull/44997) — closed, draft
-- [PR #44994: Add sarvam model](https://github.com/huggingface/transformers/pull/44994) — closed
+- [PR #45133: Add sarvam model](https://github.com/huggingface/transformers/pull/45133) — open, draft
+- [PR #45078: throw error when conversion required](https://github.com/huggingface/transformers/pull/45078) — open
+- [PR #44999: Add sarvam model](https://github.com/huggingface/transformers/pull/44999) — closed, draft
 
 ### `cyyever`
 
@@ -671,22 +687,22 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever)
 - repo first seen: `2025-08-10T08:43:09Z`
-- repo last seen: `2026-02-18T08:22:57Z`
+- repo last seen: `2026-03-31T14:41:18Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **23**
-- snapshot authored PRs/issues: **23 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 7 reviews / 7 review comments**
-- account age: **3674 days**
-- recent public PR activity: **164 PRs** (133 merged / 17 closed-unmerged / 14 open; merged rate **81%**, closed-unmerged rate **10%**, open rate **9%**)
+- repo primary artifacts: **24**
+- snapshot authored PRs/issues: **24 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
+- account age: **3691 days**
+- recent public PR activity: **196 PRs** (145 merged / 26 closed-unmerged / 25 open; merged rate **74%**, closed-unmerged rate **13%**, open rate **13%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **extremely high recent PR volume**
 
 Example artifacts:
+- [PR #45113: Add GDS support for safetensors loading ](https://github.com/huggingface/transformers/pull/45113) — open
 - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
 - [PR #44069: Use torch.isfinite](https://github.com/huggingface/transformers/pull/44069) — closed, merged
-- [PR #44006: Use torch.xlogy ](https://github.com/huggingface/transformers/pull/44006) — closed, merged
 
 ### `ManasVardhan`
 
@@ -700,8 +716,8 @@ Example artifacts:
 - repo primary artifacts: **22**
 - snapshot authored PRs/issues: **22 PRs / 0 issues**
 - snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
-- account age: **2466 days**
-- recent public PR activity: **59 PRs** (15 merged / 37 closed-unmerged / 7 open; merged rate **25%**, closed-unmerged rate **63%**, open rate **12%**)
+- account age: **2482 days**
+- recent public PR activity: **60 PRs** (16 merged / 44 closed-unmerged / 0 open; merged rate **27%**, closed-unmerged rate **73%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
 - heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -711,6 +727,52 @@ Example artifacts:
 - [PR #44335: Refactor RoFormer output tracing with @capture_outputs and @can_return_tuple](https://github.com/huggingface/transformers/pull/44335) — closed
 - [PR #44333: Refactor ALBERT to use named attributes and remove redundant return_dict=True](https://github.com/huggingface/transformers/pull/44333) — closed
 
+### `yonigozlan`
+
+- profile: [github.com/yonigozlan](https://github.com/yonigozlan)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
+- repo first seen: `2025-10-03T15:26:01Z`
+- repo last seen: `2026-04-10T21:08:45Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **21**
+- snapshot authored PRs/issues: **21 PRs / 0 issues**
+- snapshot discussion activity: **38 comments / 153 reviews / 320 review comments**
+- account age: **1972 days**
+- recent public PR activity: **14 PRs** (11 merged / 0 closed-unmerged / 3 open; merged rate **79%**, closed-unmerged rate **0%**, open rate **21%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45293: Fix "AttributeError: NewTokenizer has no attribute special_attribute_present" (Remove `REGISTERED_FAST_ALIASES`)](https://github.com/huggingface/transformers/pull/45293) — open
+- [PR #45272: Fix redundant logic in video processing SmolVLM](https://github.com/huggingface/transformers/pull/45272) — open
+- [PR #45195:  Use torchvision `decode_image` to load images in the torchvision backend](https://github.com/huggingface/transformers/pull/45195) — closed, merged
+
+### `remi-or`
+
+- profile: [github.com/remi-or](https://github.com/remi-or)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
+- repo first seen: `2026-01-13T09:15:18Z`
+- repo last seen: `2026-04-08T16:30:18Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **19 PRs / 0 issues**
+- snapshot discussion activity: **29 comments / 102 reviews / 117 review comments**
+- account age: **1807 days**
+- recent public PR activity: **14 PRs** (12 merged / 0 closed-unmerged / 2 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45323: [CB] Fix capture of max_seqlen](https://github.com/huggingface/transformers/pull/45323) — open, draft
+- [PR #45184: [CB] [Major] Add CPU request offloading](https://github.com/huggingface/transformers/pull/45184) — open, draft
+- [PR #45179: [CB] Tweaks to update and minor fixes](https://github.com/huggingface/transformers/pull/45179) — closed, merged
+
 ### `BillionClaw`
 
 - profile: [github.com/BillionClaw](https://github.com/BillionClaw)
@@ -723,39 +785,39 @@ Example artifacts:
 - repo primary artifacts: **18**
 - snapshot authored PRs/issues: **18 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **12 days**
-- recent public PR activity: **477 PRs** (47 merged / 225 closed-unmerged / 205 open; merged rate **10%**, closed-unmerged rate **47%**, open rate **43%**)
+- account age: **29 days**
+- recent public PR activity: **484 PRs** (50 merged / 298 closed-unmerged / 136 open; merged rate **10%**, closed-unmerged rate **62%**, open rate **28%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
 - [PR #44826: fix: allow AutoImageProcessor to load from URL](https://github.com/huggingface/transformers/pull/44826) — closed
 - [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
 - [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed
 
-### `yonigozlan`
+### `eustlb`
 
-- profile: [github.com/yonigozlan](https://github.com/yonigozlan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
-- repo first seen: `2025-10-03T15:26:01Z`
-- repo last seen: `2026-03-25T15:35:09Z`
+- profile: [github.com/eustlb](https://github.com/eustlb)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
+- repo first seen: `2025-01-20T12:27:19Z`
+- repo last seen: `2026-04-03T15:54:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **18**
-- snapshot authored PRs/issues: **18 PRs / 0 issues**
-- snapshot discussion activity: **29 comments / 114 reviews / 283 review comments**
-- account age: **1955 days**
-- recent public PR activity: **15 PRs** (12 merged / 0 closed-unmerged / 3 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
-- public orgs: `huggingface`
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **16 PRs / 0 issues**
+- snapshot discussion activity: **27 comments / 108 reviews / 226 review comments**
+- account age: **1600 days**
+- recent public PR activity: **12 PRs** (9 merged / 0 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #44926: Fix backward compatibility for full path imports of Fast Image Processors](https://github.com/huggingface/transformers/pull/44926) — closed, merged
-- [PR #44903: Support SizeDict import in get_size_dict](https://github.com/huggingface/transformers/pull/44903) — closed, merged
-- [PR #44897: Add backward compatibility for direct imports from legacy `image_processing_utils_fast`](https://github.com/huggingface/transformers/pull/44897) — closed, merged
+- [PR #45221: user friendly error when loading audio from video](https://github.com/huggingface/transformers/pull/45221) — open
+- [PR #45023: Add cohere asr](https://github.com/huggingface/transformers/pull/45023) — closed, merged
+- [PR #44633: [medasr] doc update](https://github.com/huggingface/transformers/pull/44633) — closed, merged
 
 ### `weiguangli-io`
 
@@ -769,8 +831,8 @@ Example artifacts:
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **16 PRs / 0 issues**
 - snapshot discussion activity: **17 comments / 4 reviews / 4 review comments**
-- account age: **2208 days**
-- recent public PR activity: **205 PRs** (47 merged / 137 closed-unmerged / 21 open; merged rate **23%**, closed-unmerged rate **67%**, open rate **10%**)
+- account age: **2224 days**
+- recent public PR activity: **181 PRs** (42 merged / 118 closed-unmerged / 21 open; merged rate **23%**, closed-unmerged rate **65%**, open rate **12%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -780,28 +842,52 @@ Example artifacts:
 - [PR #44470: Add missing ReLU in GlmMoeDsaIndexer](https://github.com/huggingface/transformers/pull/44470) — closed
 - [PR #44463: Fix AutoTokenizer ignoring tokenizer.json for unregistered model types](https://github.com/huggingface/transformers/pull/44463) — closed
 
-### `eustlb`
+### `sywangyi`
 
-- profile: [github.com/eustlb](https://github.com/eustlb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
-- repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-03-24T16:31:03Z`
+- profile: [github.com/sywangyi](https://github.com/sywangyi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
+- repo first seen: `2025-12-16T08:22:52Z`
+- repo last seen: `2026-04-10T12:51:53Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **15 PRs / 1 issues**
+- snapshot discussion activity: **14 comments / 10 reviews / 10 review comments**
+- account age: **2990 days**
+- recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45279: add expert parallelism for gemma-4-26B-A4B-it](https://github.com/huggingface/transformers/pull/45279) — open
+- [PR #45219: Add MoE to Gemma4 TP plan](https://github.com/huggingface/transformers/pull/45219) — closed, merged
+- [PR #45040: Llama3 video fix](https://github.com/huggingface/transformers/pull/45040) — open
+- [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
+
+### `michaelbenayoun`
+
+- profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
+- repo first seen: `2024-10-24T15:39:49Z`
+- repo last seen: `2026-04-10T20:20:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **24 comments / 103 reviews / 220 review comments**
-- account age: **1584 days**
-- recent public PR activity: **14 PRs** (10 merged / 0 closed-unmerged / 4 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- snapshot discussion activity: **2 comments / 6 reviews / 6 review comments**
+- account age: **3358 days**
+- recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #44633: [medasr] doc update](https://github.com/huggingface/transformers/pull/44633) — closed, merged
-- [PR #44394: 🚨🚧 FeatureExtractor → AudioProcessor](https://github.com/huggingface/transformers/pull/44394) — open, draft
-- [PR #44386: [higgs-audio-v2] fix sampling](https://github.com/huggingface/transformers/pull/44386) — closed, merged
+- [PR #45363: Fused kernels support](https://github.com/huggingface/transformers/pull/45363) — open, draft
+- [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
+- [PR #44979: Module Fusion API](https://github.com/huggingface/transformers/pull/44979) — open
 
 ### `omkar-334`
 
@@ -815,39 +901,116 @@ Example artifacts:
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
 - snapshot discussion activity: **14 comments / 0 reviews / 0 review comments**
-- account age: **2846 days**
-- recent public PR activity: **102 PRs** (66 merged / 5 closed-unmerged / 31 open; merged rate **65%**, closed-unmerged rate **5%**, open rate **30%**)
+- account age: **2862 days**
+- recent public PR activity: **84 PRs** (48 merged / 4 closed-unmerged / 32 open; merged rate **57%**, closed-unmerged rate **5%**, open rate **38%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; broad repo spread**
+- heuristic read: **high recent PR volume; broad repo spread**
 
 Example artifacts:
 - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
 - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
 - [PR #44028: refactor output tracing for `superpoint`](https://github.com/huggingface/transformers/pull/44028) — open
 
-### `remi-or`
+### `Sai-Suraj-27`
 
-- profile: [github.com/remi-or](https://github.com/remi-or)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
-- repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-03-23T15:44:45Z`
+- profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27)
+- repo first seen: `2026-01-23T17:10:04Z`
+- repo last seen: `2026-04-07T14:43:37Z`
 - first seen in snapshot: **no**
-- repo association: **MEMBER**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **23 comments / 78 reviews / 94 review comments**
-- account age: **1790 days**
-- recent public PR activity: **14 PRs** (12 merged / 1 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
+- snapshot discussion activity: **21 comments / 25 reviews / 25 review comments**
+- account age: **1738 days**
+- recent public PR activity: **12 PRs** (11 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #44858: [CB] [Minor] Simplify test suite](https://github.com/huggingface/transformers/pull/44858) — closed, merged
-- [PR #44835: [CB] Add an option to return logprobs](https://github.com/huggingface/transformers/pull/44835) — closed, merged
-- [PR #44673: [CB] [Bug] Fix crashes when running without cuda](https://github.com/huggingface/transformers/pull/44673) — closed, merged
+- [PR #45065: Remove unused TensorFlow env var](https://github.com/huggingface/transformers/pull/45065) — closed, merged
+- [PR #45053: Fix failing `XCLIPModelIntegrationTest`](https://github.com/huggingface/transformers/pull/45053) — open
+- [PR #45048: Fix failing `SmolLM3IntegrationTest`](https://github.com/huggingface/transformers/pull/45048) — closed, merged
+
+### `tomaarsen`
+
+- profile: [github.com/tomaarsen](https://github.com/tomaarsen)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
+- repo first seen: `2025-12-02T16:00:11Z`
+- repo last seen: `2026-04-10T17:06:00Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **19**
+- snapshot authored PRs/issues: **13 PRs / 6 issues**
+- snapshot discussion activity: **42 comments / 149 reviews / 146 review comments**
+- account age: **2943 days**
+- recent public PR activity: **39 PRs** (36 merged / 3 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
+- public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45031: [`fix`] Use the correct _tied_weights_keys for CamembertForCausalLM](https://github.com/huggingface/transformers/pull/45031) — closed, merged
+- [PR #44567: [`fix`] Prevent crash with Apertus without xielu installed](https://github.com/huggingface/transformers/pull/44567) — closed, merged
+- [PR #44080: Patch `__setitem__` on `ModelOutput` even if the parameter was previously `None`](https://github.com/huggingface/transformers/pull/44080) — closed, merged
+- [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
+- [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
+- [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — open
+
+### `NielsRogge`
+
+- profile: [github.com/NielsRogge](https://github.com/NielsRogge)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge)
+- repo first seen: `2023-01-13T15:08:12Z`
+- repo last seen: `2026-03-30T12:33:41Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **13 PRs / 3 issues**
+- snapshot discussion activity: **20 comments / 29 reviews / 29 review comments**
+- account age: **2591 days**
+- recent public PR activity: **96 PRs** (66 merged / 20 closed-unmerged / 10 open; merged rate **69%**, closed-unmerged rate **21%**, open rate **10%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45110: Add SAM 3.1](https://github.com/huggingface/transformers/pull/45110) — open
+- [PR #45082: [VidEoMT] Update conversion script](https://github.com/huggingface/transformers/pull/45082) — open
+- [PR #44441: [LW-DETR] Fix training](https://github.com/huggingface/transformers/pull/44441) — closed, merged
+- [Issue #41211: Add DEIMv2](https://github.com/huggingface/transformers/issues/41211) — open
+- [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
+- [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
+
+### `hmellor`
+
+- profile: [github.com/hmellor](https://github.com/hmellor)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
+- repo first seen: `2025-08-14T10:03:14Z`
+- repo last seen: `2026-04-08T13:57:37Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **15**
+- snapshot authored PRs/issues: **13 PRs / 2 issues**
+- snapshot discussion activity: **20 comments / 47 reviews / 20 review comments**
+- account age: **3585 days**
+- recent public PR activity: **87 PRs** (80 merged / 3 closed-unmerged / 4 open; merged rate **92%**, closed-unmerged rate **3%**, open rate **5%**)
+- public orgs: `huggingface`, `vllm-project`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45169: Fix explicit local code resolution for tokenizers and image processors](https://github.com/huggingface/transformers/pull/45169) — closed, merged
+- [PR #45058: Allow advanced users to override `model_type` in `AutoConfig.from_pretrained`](https://github.com/huggingface/transformers/pull/45058) — closed, merged
+- [PR #45033: Add BC for `_further_process_kwargs`](https://github.com/huggingface/transformers/pull/45033) — closed, merged
+- [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
+- [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
 ### `IlyasMoutawwakil`
 
@@ -855,49 +1018,26 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-11-03T14:20:21Z`
-- repo last seen: `2026-03-25T19:31:09Z`
+- repo last seen: `2026-04-10T08:07:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **13 PRs / 2 issues**
-- snapshot discussion activity: **22 comments / 117 reviews / 98 review comments**
-- account age: **2331 days**
-- recent public PR activity: **18 PRs** (14 merged / 2 closed-unmerged / 2 open; merged rate **78%**, closed-unmerged rate **11%**, open rate **11%**)
+- snapshot discussion activity: **29 comments / 125 reviews / 105 review comments**
+- account age: **2348 days**
+- recent public PR activity: **20 PRs** (17 merged / 2 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **10%**, open rate **5%**)
 - public orgs: `huggingface`, `Chouafa`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
 - [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — closed, merged
-- [PR #44832: DeepGEMM](https://github.com/huggingface/transformers/pull/44832) — open
+- [PR #44832: DeepGEMM](https://github.com/huggingface/transformers/pull/44832) — closed, merged
 - [PR #44319: Support non-gated experts](https://github.com/huggingface/transformers/pull/44319) — closed, merged
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
 
-### `jp1924`
-
-- profile: [github.com/jp1924](https://github.com/jp1924)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajp1924)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajp1924)
-- repo first seen: `2024-10-22T01:33:27Z`
-- repo last seen: `2026-03-20T08:16:24Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 7 reviews / 7 review comments**
-- account age: **1611 days**
-- recent public PR activity: **8 PRs** (5 merged / 1 closed-unmerged / 2 open; merged rate **62%**, closed-unmerged rate **12%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44314: add HyperClovaX Vision](https://github.com/huggingface/transformers/pull/44314) — open
-- [PR #43969: Fix for 2D weight error in embedding layer with ZeRO3](https://github.com/huggingface/transformers/pull/43969) — closed
-- [PR #43574: Preventing initialization of siglip's lecun_normal_, default_flax_embed_init in ZeRO3](https://github.com/huggingface/transformers/pull/43574) — closed, merged
-
-### `LincolnBurrows2017`
+### `LincolnBurrows2017`
 
 - profile: [github.com/LincolnBurrows2017](https://github.com/LincolnBurrows2017)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALincolnBurrows2017)
@@ -909,8 +1049,8 @@ Example artifacts:
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3327 days**
-- recent public PR activity: **133 PRs** (9 merged / 45 closed-unmerged / 79 open; merged rate **7%**, closed-unmerged rate **34%**, open rate **59%**)
+- account age: **3344 days**
+- recent public PR activity: **134 PRs** (10 merged / 46 closed-unmerged / 78 open; merged rate **7%**, closed-unmerged rate **34%**, open rate **58%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -920,55 +1060,54 @@ Example artifacts:
 - [PR #44778: fix: correct logic error in is_tiktoken_available function](https://github.com/huggingface/transformers/pull/44778) — closed
 - [PR #44769: Fix: Handle empty lists in video_utils functions](https://github.com/huggingface/transformers/pull/44769) — closed
 
-### `tomaarsen`
+### `qgallouedec`
 
-- profile: [github.com/tomaarsen](https://github.com/tomaarsen)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
-- repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-03-20T10:19:17Z`
+- profile: [github.com/qgallouedec](https://github.com/qgallouedec)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
+- repo first seen: `2024-12-13T13:39:10Z`
+- repo last seen: `2026-04-09T16:01:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **17**
-- snapshot authored PRs/issues: **12 PRs / 5 issues**
-- snapshot discussion activity: **38 comments / 145 reviews / 141 review comments**
-- account age: **2926 days**
-- recent public PR activity: **34 PRs** (29 merged / 4 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **12%**, open rate **3%**)
-- public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
+- repo primary artifacts: **23**
+- snapshot authored PRs/issues: **12 PRs / 11 issues**
+- snapshot discussion activity: **32 comments / 36 reviews / 36 review comments**
+- account age: **2686 days**
+- recent public PR activity: **122 PRs** (96 merged / 5 closed-unmerged / 21 open; merged rate **79%**, closed-unmerged rate **4%**, open rate **17%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #44567: [`fix`] Prevent crash with Apertus without xielu installed](https://github.com/huggingface/transformers/pull/44567) — closed, merged
-- [PR #44080: Patch `__setitem__` on `ModelOutput` even if the parameter was previously `None`](https://github.com/huggingface/transformers/pull/44080) — closed, merged
-- [PR #44078: [`fix`] Set input_modalities on various architectures that aren't just text](https://github.com/huggingface/transformers/pull/44078) — closed, merged
-- [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — open
-- [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — open
-- [Issue #44479: [`bug`] v5.3.0 video input regression for `qwen2_5_vl`, `qwen3_vl`, `qwen3_5`, and `qwen3_5_moe`](https://github.com/huggingface/transformers/issues/44479) — closed
+- [PR #45348: Fix apply_chat_template crash on tool_call messages without content](https://github.com/huggingface/transformers/pull/45348) — open
+- [PR #44425: Fix conditional check for float formatting](https://github.com/huggingface/transformers/pull/44425) — open
+- [PR #44100: Fix percentage formatting in help messages for gradient checkpointing, Liger Kernel, and empty cache steps](https://github.com/huggingface/transformers/pull/44100) — closed, merged
+- [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — open
+- [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
+- [Issue #43604: Revisit the condition for scaling the loss](https://github.com/huggingface/transformers/issues/43604) — closed
 
-### `sywangyi`
+### `Abdennacer-Badaoui`
 
-- profile: [github.com/sywangyi](https://github.com/sywangyi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
-- repo first seen: `2025-12-16T08:22:52Z`
-- repo last seen: `2026-03-17T00:57:20Z`
+- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
+- repo first seen: `2026-01-08T18:13:10Z`
+- repo last seen: `2026-04-08T13:44:47Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **12 PRs / 1 issues**
-- snapshot discussion activity: **8 comments / 8 reviews / 8 review comments**
-- account age: **2974 days**
-- recent public PR activity: **18 PRs** (14 merged / 0 closed-unmerged / 4 open; merged rate **78%**, closed-unmerged rate **0%**, open rate **22%**)
-- public orgs: none visible
+- repo association: **MEMBER**
+- repo primary artifacts: **12**
+- snapshot authored PRs/issues: **12 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 33 reviews / 33 review comments**
+- account age: **1408 days**
+- recent public PR activity: **19 PRs** (17 merged / 0 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
+- public orgs: `huggingface`, `bitsandbytes-foundation`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- heuristic read: **—**
 
 Example artifacts:
-- [PR #44645: fix Image.open failure in case "tests/models/prompt_depth_anything/te…](https://github.com/huggingface/transformers/pull/44645) — open
-- [PR #44644: fix tests/quantization/fp_quant_integration/test_fp_quant.py::FPQuant…](https://github.com/huggingface/transformers/pull/44644) — open
-- [PR #43853: fix gptoss crash in tp](https://github.com/huggingface/transformers/pull/43853) — closed, merged
-- [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
+- [PR #45284: [AMD CI] Fix Qwen2 expectations](https://github.com/huggingface/transformers/pull/45284) — closed, merged
+- [PR #45282: [AMD CI] Fix torch.compile/export failures on AMD CI due to untraceable set.__contains__ ](https://github.com/huggingface/transformers/pull/45282) — open
+- [PR #45138: CI] Small T5 expectations updated](https://github.com/huggingface/transformers/pull/45138) — closed, merged
 
 ### `kashif`
 
@@ -976,97 +1115,71 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-03-22T14:04:40Z`
+- repo last seen: `2026-04-09T19:02:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **12 PRs / 0 issues**
-- snapshot discussion activity: **27 comments / 30 reviews / 27 review comments**
-- account age: **6547 days**
-- recent public PR activity: **30 PRs** (19 merged / 2 closed-unmerged / 9 open; merged rate **63%**, closed-unmerged rate **7%**, open rate **30%**)
+- snapshot discussion activity: **27 comments / 32 reviews / 29 review comments**
+- account age: **6563 days**
+- recent public PR activity: **32 PRs** (16 merged / 0 closed-unmerged / 16 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #44925: [MOE]  MoE routing capture and replay support](https://github.com/huggingface/transformers/pull/44925) — open
 - [PR #44891: [Trainer] add MoERouterHealthCallback Callback](https://github.com/huggingface/transformers/pull/44891) — open
 - [PR #44465: [timesfm2_5] fix loss scaling](https://github.com/huggingface/transformers/pull/44465) — closed, merged
 
-### `michaelbenayoun`
+### `jiqing-feng`
 
-- profile: [github.com/michaelbenayoun](https://github.com/michaelbenayoun)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
-- repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-03-24T22:33:31Z`
+- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
+- repo first seen: `2024-03-21T04:37:45Z`
+- repo last seen: `2026-04-07T08:52:09Z`
 - first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **12**
-- snapshot authored PRs/issues: **12 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
-- account age: **3342 days**
-- recent public PR activity: **19 PRs** (15 merged / 0 closed-unmerged / 4 open; merged rate **79%**, closed-unmerged rate **0%**, open rate **21%**)
-- public orgs: `huggingface`
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **15**
+- snapshot authored PRs/issues: **11 PRs / 4 issues**
+- snapshot discussion activity: **37 comments / 17 reviews / 17 review comments**
+- account age: **1390 days**
+- recent public PR activity: **25 PRs** (20 merged / 2 closed-unmerged / 3 open; merged rate **80%**, closed-unmerged rate **8%**, open rate **12%**)
+- public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #44979: Module Fusion API](https://github.com/huggingface/transformers/pull/44979) — open
-- [PR #44768: Remove unused parameters and improve add_tensor_parallel_hooks_t…](https://github.com/huggingface/transformers/pull/44768) — open
-- [PR #44640: Add register method for `ParallelInterface`](https://github.com/huggingface/transformers/pull/44640) — closed, merged
+- [PR #45108: Fix `Wav2Vec2Config.vocab_size` type to allow `None`](https://github.com/huggingface/transformers/pull/45108) — closed, merged
+- [PR #45107: Fix `text-to-speech` pipeline crash when generation config contains `None` values](https://github.com/huggingface/transformers/pull/45107) — closed, merged
+- [PR #44845: Fix Mllama torch.compile failure caused by new attention mask logic](https://github.com/huggingface/transformers/pull/44845) — open, draft
+- [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — open
+- [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
+- [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 
-### `qgallouedec`
+### `3outeille`
 
-- profile: [github.com/qgallouedec](https://github.com/qgallouedec)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
-- repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-03-18T21:32:36Z`
+- profile: [github.com/3outeille](https://github.com/3outeille)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
+- repo first seen: `2025-11-26T16:58:10Z`
+- repo last seen: `2026-04-09T16:47:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **21**
-- snapshot authored PRs/issues: **11 PRs / 10 issues**
-- snapshot discussion activity: **31 comments / 33 reviews / 34 review comments**
-- account age: **2669 days**
-- recent public PR activity: **123 PRs** (99 merged / 7 closed-unmerged / 17 open; merged rate **80%**, closed-unmerged rate **6%**, open rate **14%**)
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **11 PRs / 0 issues**
+- snapshot discussion activity: **22 comments / 61 reviews / 51 review comments**
+- account age: **2619 days**
+- recent public PR activity: **7 PRs** (2 merged / 0 closed-unmerged / 5 open; merged rate **29%**, closed-unmerged rate **0%**, open rate **71%**)
 - public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #44425: Fix conditional check for float formatting](https://github.com/huggingface/transformers/pull/44425) — open
-- [PR #44100: Fix percentage formatting in help messages for gradient checkpointing, Liger Kernel, and empty cache steps](https://github.com/huggingface/transformers/pull/44100) — closed, merged
-- [PR #44099: Bump dev version](https://github.com/huggingface/transformers/pull/44099) — closed, merged
-- [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
-- [Issue #43604: Revisit the condition for scaling the loss](https://github.com/huggingface/transformers/issues/43604) — closed
-- [Issue #43602: Revisit the condition for calling `compute_metrics`](https://github.com/huggingface/transformers/issues/43602) — open
-
-### `NielsRogge`
-
-- profile: [github.com/NielsRogge](https://github.com/NielsRogge)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge)
-- repo first seen: `2023-01-13T15:08:12Z`
-- repo last seen: `2026-03-23T09:37:27Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **14**
-- snapshot authored PRs/issues: **11 PRs / 3 issues**
-- snapshot discussion activity: **20 comments / 28 reviews / 28 review comments**
-- account age: **2575 days**
-- recent public PR activity: **97 PRs** (68 merged / 19 closed-unmerged / 10 open; merged rate **70%**, closed-unmerged rate **20%**, open rate **10%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44441: [LW-DETR] Fix training](https://github.com/huggingface/transformers/pull/44441) — closed, merged
-- [PR #44385: Fix make check-repo](https://github.com/huggingface/transformers/pull/44385) — open
-- [PR #44375: Add RF-DETR](https://github.com/huggingface/transformers/pull/44375) — open
-- [Issue #41211: Add DEIMv2](https://github.com/huggingface/transformers/issues/41211) — open
-- [Issue #30525: Support align_corners=True in image_transforms module](https://github.com/huggingface/transformers/issues/30525) — closed
-- [Issue #21110: Add support for BLIP and GIT in image-to-text and VQA pipelines](https://github.com/huggingface/transformers/issues/21110) — closed
+- [PR #45028: TP refactor for FSDP + TP integration](https://github.com/huggingface/transformers/pull/45028) — open, draft
+- [PR #44996:  from_pretrained distributed refactor (FSDP2 + TP)](https://github.com/huggingface/transformers/pull/44996) — closed, merged
+- [PR #44989: 🚨 Distributed training API](https://github.com/huggingface/transformers/pull/44989) — open, draft
 
 ### `MekkCyber`
 
@@ -1080,10 +1193,10 @@ Example artifacts:
 - repo primary artifacts: **11**
 - snapshot authored PRs/issues: **11 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 49 reviews / 49 review comments**
-- account age: **1608 days**
-- recent public PR activity: **23 PRs** (20 merged / 2 closed-unmerged / 1 open; merged rate **87%**, closed-unmerged rate **9%**, open rate **4%**)
+- account age: **1625 days**
+- recent public PR activity: **13 PRs** (12 merged / 1 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
@@ -1091,76 +1204,6 @@ Example artifacts:
 - [PR #43955: [kernels] fix kernel versions ](https://github.com/huggingface/transformers/pull/43955) — closed, merged
 - [PR #43934: [Quantization] Add metal quantization for MPS devices!](https://github.com/huggingface/transformers/pull/43934) — closed, merged
 
-### `Sai-Suraj-27`
-
-- profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27)
-- repo first seen: `2026-01-23T17:10:04Z`
-- repo last seen: `2026-03-25T17:00:28Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **13 comments / 23 reviews / 23 review comments**
-- account age: **1722 days**
-- recent public PR activity: **9 PRs** (7 merged / 0 closed-unmerged / 2 open; merged rate **78%**, closed-unmerged rate **0%**, open rate **22%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45001: Add cuda compatibility check for using `grouped_mm`](https://github.com/huggingface/transformers/pull/45001) — open
-- [PR #44934: Fix failing `T5ModelIntegrationTest`](https://github.com/huggingface/transformers/pull/44934) — closed, merged
-- [PR #44848: Fix failing `Qwen3OmniModelIntegrationTests`](https://github.com/huggingface/transformers/pull/44848) — open
-
-### `hmellor`
-
-- profile: [github.com/hmellor](https://github.com/hmellor)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
-- repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-03-25T17:40:14Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **10 PRs / 1 issues**
-- snapshot discussion activity: **14 comments / 45 reviews / 20 review comments**
-- account age: **3569 days**
-- recent public PR activity: **104 PRs** (96 merged / 3 closed-unmerged / 5 open; merged rate **92%**, closed-unmerged rate **3%**, open rate **5%**)
-- public orgs: `huggingface`, `vllm-project`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45002: Fix type hint for `attention_chunk_size` in `Llama4TextConfig`](https://github.com/huggingface/transformers/pull/45002) — open
-- [PR #44976: Fix tie_word_embedding issues with `Qwen2VL`](https://github.com/huggingface/transformers/pull/44976) — closed, merged
-- [PR #44942: Add inference time layer fusion optimisations via `PreTrainedModel.from_pretrained(fuse_layers=True)`](https://github.com/huggingface/transformers/pull/44942) — open, draft
-- [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
-
-### `3outeille`
-
-- profile: [github.com/3outeille](https://github.com/3outeille)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
-- repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-03-25T14:20:25Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **22 comments / 56 reviews / 46 review comments**
-- account age: **2603 days**
-- recent public PR activity: **7 PRs** (2 merged / 0 closed-unmerged / 5 open; merged rate **29%**, closed-unmerged rate **0%**, open rate **71%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #44996:  from_pretrained distributed refactor (FSDP2 + TP)](https://github.com/huggingface/transformers/pull/44996) — open
-- [PR #44989: 🚨 Distributed training API](https://github.com/huggingface/transformers/pull/44989) — open, draft
-- [PR #44974: Refactor core_model_loading to support FSDP shard-on-read loading](https://github.com/huggingface/transformers/pull/44974) — open
-
 ### `YangKai0616`
 
 - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
@@ -1173,8 +1216,8 @@ Example artifacts:
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
 - snapshot discussion activity: **9 comments / 23 reviews / 23 review comments**
-- account age: **1444 days**
-- recent public PR activity: **20 PRs** (11 merged / 7 closed-unmerged / 2 open; merged rate **55%**, closed-unmerged rate **35%**, open rate **10%**)
+- account age: **1460 days**
+- recent public PR activity: **17 PRs** (8 merged / 5 closed-unmerged / 4 open; merged rate **47%**, closed-unmerged rate **29%**, open rate **24%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -1184,55 +1227,6 @@ Example artifacts:
 - [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
 - [PR #43905: XPU now supports backward for the FA2 fixed path](https://github.com/huggingface/transformers/pull/43905) — closed, merged
 
-### `jiqing-feng`
-
-- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
-- repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-03-25T02:03:09Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **9 PRs / 4 issues**
-- snapshot discussion activity: **31 comments / 17 reviews / 17 review comments**
-- account age: **1374 days**
-- recent public PR activity: **20 PRs** (12 merged / 4 closed-unmerged / 4 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #44845: Fix Mllama torch.compile failure caused by new attention mask logic](https://github.com/huggingface/transformers/pull/44845) — open
-- [PR #44654: Fix AWQ tests for GPTQModel migration](https://github.com/huggingface/transformers/pull/44654) — closed, merged
-- [PR #44588: Fix llama4 bnb mode](https://github.com/huggingface/transformers/pull/44588) — open
-- [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — open
-- [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
-- [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
-
-### `Abdennacer-Badaoui`
-
-- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
-- repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-03-24T16:07:36Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 31 reviews / 31 review comments**
-- account age: **1392 days**
-- recent public PR activity: **18 PRs** (17 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
-- public orgs: `huggingface`, `bitsandbytes-foundation`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #44972: [AMD CI] Gemma3/Gemma3n Expectations](https://github.com/huggingface/transformers/pull/44972) — closed, merged
-- [PR #44632: [AMD CI] Fix test failures across important models ](https://github.com/huggingface/transformers/pull/44632) — closed, merged
-- [PR #44546: Fix AMD Docker image build timeout by pinning Flash Attention commit](https://github.com/huggingface/transformers/pull/44546) — closed, merged
-
 ### `dario-fumarola`
 
 - profile: [github.com/dario-fumarola](https://github.com/dario-fumarola)
@@ -1245,7 +1239,7 @@ Example artifacts:
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **1728 days**
+- account age: **1744 days**
 - recent public PR activity: **23 PRs** (4 merged / 14 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **61%**, open rate **22%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
@@ -1268,7 +1262,7 @@ Example artifacts:
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **728 days**
+- account age: **744 days**
 - recent public PR activity: **10 PRs** (4 merged / 5 closed-unmerged / 1 open; merged rate **40%**, closed-unmerged rate **50%**, open rate **10%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -1291,7 +1285,7 @@ Example artifacts:
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
 - snapshot discussion activity: **19 comments / 0 reviews / 0 review comments**
-- account age: **814 days**
+- account age: **830 days**
 - recent public PR activity: **12 PRs** (1 merged / 11 closed-unmerged / 0 open; merged rate **8%**, closed-unmerged rate **92%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -1314,8 +1308,8 @@ Example artifacts:
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **316 days**
-- recent public PR activity: **336 PRs** (37 merged / 296 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **88%**, open rate **1%**)
+- account age: **332 days**
+- recent public PR activity: **335 PRs** (37 merged / 296 closed-unmerged / 2 open; merged rate **11%**, closed-unmerged rate **88%**, open rate **1%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
@@ -1337,8 +1331,8 @@ Example artifacts:
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 5 reviews / 0 review comments**
-- account age: **19 days**
-- recent public PR activity: **355 PRs** (20 merged / 220 closed-unmerged / 115 open; merged rate **6%**, closed-unmerged rate **62%**, open rate **32%**)
+- account age: **35 days**
+- recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
@@ -1348,52 +1342,6 @@ Example artifacts:
 - [PR #44692: fix: handle ragged input_ids in Qwen2_5_VLProcessor.apply_chat_template](https://github.com/huggingface/transformers/pull/44692) — closed
 - [PR #44691: Fix Qwen3.5 num_labels not propagated to text_config](https://github.com/huggingface/transformers/pull/44691) — closed
 
-### `jonathan-fulton`
-
-- profile: [github.com/jonathan-fulton](https://github.com/jonathan-fulton)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajonathan-fulton)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajonathan-fulton)
-- repo first seen: `2026-01-31T18:17:25Z`
-- repo last seen: `2026-03-01T12:00:57Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **4671 days**
-- recent public PR activity: **76 PRs** (23 merged / 32 closed-unmerged / 21 open; merged rate **30%**, closed-unmerged rate **42%**, open rate **28%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #43664: Add pipeline composition DSL for multi-model workflows](https://github.com/huggingface/transformers/pull/43664) — closed
-- [PR #43661: feat: Add unified model introspection & diagnostics framework](https://github.com/huggingface/transformers/pull/43661) — closed
-- [PR #43660: Fix audio processors defaulting to 16kHz in apply_chat_template](https://github.com/huggingface/transformers/pull/43660) — closed
-
-### `raimbekovm`
-
-- profile: [github.com/raimbekovm](https://github.com/raimbekovm)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Araimbekovm)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Araimbekovm)
-- repo first seen: `2026-01-09T09:18:09Z`
-- repo last seen: `2026-01-27T18:01:57Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **933 days**
-- recent public PR activity: **44 PRs** (31 merged / 3 closed-unmerged / 10 open; merged rate **70%**, closed-unmerged rate **7%**, open rate **23%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #43484: Optimize Ernie 4.5 VL timestamp rendering with cached overlays](https://github.com/huggingface/transformers/pull/43484) — open
-- [PR #43481: Fix Llama4 vision attention scaling for TP compatibility](https://github.com/huggingface/transformers/pull/43481) — closed
-- [PR #43477: Remove stale TODO comments in UDOP tied weights](https://github.com/huggingface/transformers/pull/43477) — closed, merged
-
 ### `s-zx`
 
 - profile: [github.com/s-zx](https://github.com/s-zx)
@@ -1406,8 +1354,8 @@ Example artifacts:
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1998 days**
-- recent public PR activity: **87 PRs** (6 merged / 36 closed-unmerged / 45 open; merged rate **7%**, closed-unmerged rate **41%**, open rate **52%**)
+- account age: **2015 days**
+- recent public PR activity: **97 PRs** (6 merged / 40 closed-unmerged / 51 open; merged rate **6%**, closed-unmerged rate **41%**, open rate **53%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
@@ -1423,14 +1371,14 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-03-25T14:41:06Z`
+- repo last seen: `2026-03-31T13:04:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **47 comments / 178 reviews / 600 review comments**
-- account age: **4661 days**
-- recent public PR activity: **7 PRs** (4 merged / 1 closed-unmerged / 2 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **50 comments / 182 reviews / 618 review comments**
+- account age: **4677 days**
+- recent public PR activity: **8 PRs** (5 merged / 1 closed-unmerged / 2 open; merged rate **62%**, closed-unmerged rate **12%**, open rate **25%**)
 - public orgs: `LCAV`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -1440,28 +1388,51 @@ Example artifacts:
 - [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
 - [PR #44178: Add xcodec2 model](https://github.com/huggingface/transformers/pull/44178) — open
 
-### `Mr-Neutr0n`
+### `hkc5`
 
-- profile: [github.com/Mr-Neutr0n](https://github.com/Mr-Neutr0n)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMr-Neutr0n)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMr-Neutr0n)
-- repo first seen: `2026-02-05T16:48:34Z`
-- repo last seen: `2026-02-11T14:58:48Z`
+- profile: [github.com/hkc5](https://github.com/hkc5)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahkc5)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahkc5)
+- repo first seen: `2026-03-19T12:33:00Z`
+- repo last seen: `2026-03-29T23:26:49Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2156 days**
-- recent public PR activity: **357 PRs** (52 merged / 62 closed-unmerged / 243 open; merged rate **15%**, closed-unmerged rate **17%**, open rate **68%**)
+- repo association: **NONE**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **967 days**
+- recent public PR activity: **71 PRs** (3 merged / 68 closed-unmerged / 0 open; merged rate **4%**, closed-unmerged rate **96%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45104: Fix auto_docstring crash with from __future__ import annotations](https://github.com/huggingface/transformers/pull/45104) — closed
+- [PR #45096: Fix: Skip meta device initialization for remote code models](https://github.com/huggingface/transformers/pull/45096) — closed
+- [PR #45091: Fix _get_feat_extract_output_lengths in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45091) — closed
+
+### `Qubitium`
+
+- profile: [github.com/Qubitium](https://github.com/Qubitium)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium)
+- repo first seen: `2025-10-03T18:23:49Z`
+- repo last seen: `2026-04-10T08:47:11Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **21 comments / 10 reviews / 10 review comments**
+- account age: **5674 days**
+- recent public PR activity: **234 PRs** (225 merged / 4 closed-unmerged / 5 open; merged rate **96%**, closed-unmerged rate **2%**, open rate **2%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume**
+
 Example artifacts:
-- [PR #43842: fix(cli): Fix TypeAdapter NameError when pydantic is not installed](https://github.com/huggingface/transformers/pull/43842) — open
-- [PR #43841: fix(switch_transformers): Fix sparse layer creation when num_sparse_*_layers=0](https://github.com/huggingface/transformers/pull/43841) — closed
-- [PR #43840: fix(qwen3_vl): Use temporal_patch_size for timestamp calculation](https://github.com/huggingface/transformers/pull/43840) — closed
+- [PR #45274: Fix CB Accuracy Regression under FA2](https://github.com/huggingface/transformers/pull/45274) — open
+- [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
+- [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
 
 ### `winglian`
 
@@ -1469,69 +1440,143 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian)
 - repo first seen: `2024-10-17T15:17:05Z`
-- repo last seen: `2026-03-16T16:53:51Z`
+- repo last seen: `2026-04-10T02:54:56Z`
 - first seen in snapshot: **no**
 - repo association: **COLLABORATOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
 - snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
-- account age: **5686 days**
-- recent public PR activity: **83 PRs** (68 merged / 8 closed-unmerged / 7 open; merged rate **82%**, closed-unmerged rate **10%**, open rate **8%**)
+- account age: **5702 days**
+- recent public PR activity: **100 PRs** (84 merged / 8 closed-unmerged / 8 open; merged rate **84%**, closed-unmerged rate **8%**, open rate **8%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
 - [PR #44473: fix FSDP loading with meta devices](https://github.com/huggingface/transformers/pull/44473) — closed, merged
 - [PR #44259: Async data producer](https://github.com/huggingface/transformers/pull/44259) — open, draft
-- [PR #44257: use nanmean for aggregating loss](https://github.com/huggingface/transformers/pull/44257) — open
 
-### `ydshieh2`
+### `jashshah999`
 
-- profile: [github.com/ydshieh2](https://github.com/ydshieh2)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh2)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh2)
-- repo first seen: `2025-06-12T08:51:40Z`
-- repo last seen: `2026-03-08T18:12:54Z`
+- profile: [github.com/jashshah999](https://github.com/jashshah999)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
+- repo first seen: `2026-02-25T22:23:20Z`
+- repo last seen: `2026-04-03T16:27:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **541 days**
-- recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **2564 days**
+- recent public PR activity: **54 PRs** (18 merged / 11 closed-unmerged / 25 open; merged rate **33%**, closed-unmerged rate **20%**, open rate **46%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44529: test merge queue 1](https://github.com/huggingface/transformers/pull/44529) — closed, merged
-- [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
-- [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
+- [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — open
+- [PR #44316: Reduce tqdm verbosity during weight loading](https://github.com/huggingface/transformers/pull/44316) — closed
+- [PR #44313: Fix AddedToken duplicate 'special' kwarg for extra_special_tokens](https://github.com/huggingface/transformers/pull/44313) — closed
 
-### `molbap`
+### `JJJYmmm`
 
-- profile: [github.com/molbap](https://github.com/molbap)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
-- repo first seen: `2024-10-23T12:13:39Z`
-- repo last seen: `2026-02-23T22:27:12Z`
+- profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
+- repo first seen: `2026-01-27T10:34:17Z`
+- repo last seen: `2026-04-10T10:15:37Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **16 comments / 26 reviews / 26 review comments**
+- account age: **1641 days**
+- recent public PR activity: **12 PRs** (9 merged / 2 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **17%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
+- [PR #45041: [inference_fusion] convert conv3d patch embed to linear](https://github.com/huggingface/transformers/pull/45041) — open
+- [PR #44817: [Misc] add enable_thinking to template kwargs](https://github.com/huggingface/transformers/pull/44817) — closed
+
+### `albertvillanova`
+
+- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
+- repo first seen: `2026-01-17T10:42:01Z`
+- repo last seen: `2026-04-11T09:11:22Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **5 PRs / 3 issues**
+- snapshot discussion activity: **9 comments / 9 reviews / 6 review comments**
+- account age: **4250 days**
+- recent public PR activity: **163 PRs** (149 merged / 8 closed-unmerged / 6 open; merged rate **91%**, closed-unmerged rate **5%**, open rate **4%**)
+- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
+- [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — open
+- [PR #44256: Fix CLI NameError: name 'TypeAdapter' is not defined](https://github.com/huggingface/transformers/pull/44256) — closed, merged
+- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — open
+- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
+- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
+
+### `LysandreJik`
+
+- profile: [github.com/LysandreJik](https://github.com/LysandreJik)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
+- repo first seen: `2024-08-30T13:38:48Z`
+- repo last seen: `2026-04-09T06:39:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **5 PRs / 2 issues**
+- snapshot discussion activity: **13 comments / 25 reviews / 34 review comments**
+- account age: **3170 days**
+- recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
+- public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45218: Proposal: Agent-first CLI](https://github.com/huggingface/transformers/pull/45218) — open, draft
+- [PR #44758: Propagate the model loading from transformers serve to chat](https://github.com/huggingface/transformers/pull/44758) — closed, merged
+- [PR #44622: CB temporarily disabled on non-cuda devices](https://github.com/huggingface/transformers/pull/44622) — closed
+- [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
+- [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
+
+### `casinca`
+
+- profile: [github.com/casinca](https://github.com/casinca)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
+- repo first seen: `2025-12-10T12:31:18Z`
+- repo last seen: `2026-04-09T12:01:48Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **5 PRs / 1 issues**
-- snapshot discussion activity: **19 comments / 104 reviews / 324 review comments**
-- account age: **2850 days**
-- recent public PR activity: **3 PRs** (2 merged / 1 closed-unmerged / 0 open; merged rate **67%**, closed-unmerged rate **33%**, open rate **0%**)
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- account age: **2620 days**
+- recent public PR activity: **23 PRs** (18 merged / 1 closed-unmerged / 4 open; merged rate **78%**, closed-unmerged rate **4%**, open rate **17%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
-- [PR #43762:  Widen match condition for `_can_record_outputs`](https://github.com/huggingface/transformers/pull/43762) — closed
-- [PR #43590: Remove many output_attentions and other traced outputs on 100+ models ](https://github.com/huggingface/transformers/pull/43590) — closed, merged
-- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+- [PR #45144: Add Xiaomi MiMo-V2](https://github.com/huggingface/transformers/pull/45144) — open
+- [PR #45142: refactor(gpt-oss): rename `eager_attention_forward` to `eager_attention_forward_with_sink`](https://github.com/huggingface/transformers/pull/45142) — closed
+- [PR #43947: fix: Better weight decay exclusion in `run_*_no‑trainer.py` examples](https://github.com/huggingface/transformers/pull/43947) — closed, merged
+- [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
 
 ### `aman-coder03`
 
@@ -1545,8 +1590,8 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **763 days**
-- recent public PR activity: **36 PRs** (9 merged / 8 closed-unmerged / 19 open; merged rate **25%**, closed-unmerged rate **22%**, open rate **53%**)
+- account age: **779 days**
+- recent public PR activity: **36 PRs** (8 merged / 7 closed-unmerged / 21 open; merged rate **22%**, closed-unmerged rate **19%**, open rate **58%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share**
@@ -1556,28 +1601,28 @@ Example artifacts:
 - [PR #44098: [ViLT] Refactor output handling to align with standardized patterns](https://github.com/huggingface/transformers/pull/44098) — open
 - [PR #44074: [TextNet] Refactor output tracing using capture_outputs decorator](https://github.com/huggingface/transformers/pull/44074) — open
 
-### `jashshah999`
+### `Krishnachaitanyakc`
 
-- profile: [github.com/jashshah999](https://github.com/jashshah999)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
-- repo first seen: `2026-02-25T22:23:20Z`
-- repo last seen: `2026-03-01T06:52:06Z`
+- profile: [github.com/Krishnachaitanyakc](https://github.com/Krishnachaitanyakc)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKrishnachaitanyakc)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKrishnachaitanyakc)
+- repo first seen: `2026-03-25T02:14:38Z`
+- repo last seen: `2026-04-06T01:03:09Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2547 days**
-- recent public PR activity: **50 PRs** (15 merged / 11 closed-unmerged / 24 open; merged rate **30%**, closed-unmerged rate **22%**, open rate **48%**)
+- account age: **3492 days**
+- recent public PR activity: **170 PRs** (43 merged / 39 closed-unmerged / 88 open; merged rate **25%**, closed-unmerged rate **23%**, open rate **52%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44316: Reduce tqdm verbosity during weight loading](https://github.com/huggingface/transformers/pull/44316) — closed
-- [PR #44313: Fix AddedToken duplicate 'special' kwarg for extra_special_tokens](https://github.com/huggingface/transformers/pull/44313) — closed
-- [PR #44306: Fix ValueError crash in PretrainedConfig.update_from_string on malformed input](https://github.com/huggingface/transformers/pull/44306) — closed
+- [PR #45089: fix: use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45089) — closed
+- [PR #45007: fix: correct type annotations across config classes for @strict validation](https://github.com/huggingface/transformers/pull/45007) — closed, merged
+- [PR #45006: fix: prevent IndexError in Whisper timestamp decode on trailing replacement char](https://github.com/huggingface/transformers/pull/45006) — open
 
 ### `mariam851`
 
@@ -1591,11 +1636,11 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1153 days**
-- recent public PR activity: **8 PRs** (1 merged / 3 closed-unmerged / 4 open; merged rate **12%**, closed-unmerged rate **38%**, open rate **50%**)
+- account age: **1170 days**
+- recent public PR activity: **5 PRs** (1 merged / 3 closed-unmerged / 1 open; merged rate **20%**, closed-unmerged rate **60%**, open rate **20%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
 - [PR #44184: feat: add OpenAI CircuitGPT core architecture and sparse linear layers](https://github.com/huggingface/transformers/pull/44184) — open
@@ -1614,11 +1659,19 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **5629 days**
-- recent public PR activity: **744 PRs** (236 merged / 170 closed-unmerged / 338 open; merged rate **32%**, closed-unmerged rate **23%**, open rate **45%**)
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `graphql request failed: 502 <html>
+<head><title>502 Bad Gateway</title></head>
+<body>
+<center><h1>502 Bad Gateway</h1></center>
+<hr><center>nginx</center>
+</body>
+</html>
+`
 
 Example artifacts:
 - [PR #44586: Fix Mixtral aux_loss not computed when output_router_logits=False](https://github.com/huggingface/transformers/pull/44586) — closed
@@ -1637,7 +1690,7 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2005 days**
+- account age: **2021 days**
 - recent public PR activity: **73 PRs** (2 merged / 64 closed-unmerged / 7 open; merged rate **3%**, closed-unmerged rate **88%**, open rate **10%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -1660,11 +1713,11 @@ Example artifacts:
 - repo primary artifacts: **11**
 - snapshot authored PRs/issues: **4 PRs / 7 issues**
 - snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
-- account age: **2368 days**
-- recent public PR activity: **35 PRs** (31 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
+- account age: **2384 days**
+- recent public PR activity: **5 PRs** (4 merged / 0 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #44513: Fix: Remove references to transformers run command](https://github.com/huggingface/transformers/pull/44513) — closed, merged
@@ -1686,10 +1739,10 @@ Example artifacts:
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **4 PRs / 6 issues**
 - snapshot discussion activity: **7 comments / 4 reviews / 4 review comments**
-- account age: **5016 days**
-- recent public PR activity: **20 PRs** (11 merged / 3 closed-unmerged / 6 open; merged rate **55%**, closed-unmerged rate **15%**, open rate **30%**)
+- account age: **5032 days**
+- recent public PR activity: **19 PRs** (9 merged / 4 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **21%**, open rate **32%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
@@ -1700,53 +1753,78 @@ Example artifacts:
 - [Issue #44742: [Neuron] Static-shape generation loop for compilation-friendly inference](https://github.com/huggingface/transformers/issues/44742) — open
 - [Issue #44741: [Neuron] Improve transformers compatibility with AWS Neuron devices](https://github.com/huggingface/transformers/issues/44741) — open
 
-### `LysandreJik`
+### `KoichiYasuoka`
 
-- profile: [github.com/LysandreJik](https://github.com/LysandreJik)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
-- repo first seen: `2024-10-31T13:32:39Z`
-- repo last seen: `2026-03-25T08:07:27Z`
+- profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
+- repo first seen: `2026-01-21T06:14:39Z`
+- repo last seen: `2026-04-10T03:27:34Z`
 - first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **4 PRs / 2 issues**
-- snapshot discussion activity: **12 comments / 16 reviews / 24 review comments**
-- account age: **3154 days**
-- recent public PR activity: **7 PRs** (6 merged / 1 closed-unmerged / 0 open; merged rate **86%**, closed-unmerged rate **14%**, open rate **0%**)
-- public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **4 PRs / 3 issues**
+- snapshot discussion activity: **13 comments / 1 reviews / 1 review comments**
+- account age: **3833 days**
+- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #44758: Propagate the model loading from transformers serve to chat](https://github.com/huggingface/transformers/pull/44758) — closed, merged
-- [PR #44622: CB temporarily disabled on non-cuda devices](https://github.com/huggingface/transformers/pull/44622) — closed
-- [PR #44620: Fix transformers serve's 422 unprocessable entity](https://github.com/huggingface/transformers/pull/44620) — closed, merged
-- [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
-- [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
+- [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — open
+- [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
+- [PR #44621: pipelines do not have modelcard](https://github.com/huggingface/transformers/pull/44621) — closed, merged
+- [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — open
+- [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — open
+- [Issue #45276: [gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings](https://github.com/huggingface/transformers/issues/45276) — open
 
-### `JJJYmmm`
+### `hf-security-analysis[bot]`
 
-- profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
-- repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-03-25T04:43:43Z`
+- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
+- repo first seen: `2026-03-11T15:39:30Z`
+- repo last seen: `2026-03-27T11:16:11Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 6 reviews / 6 review comments**
-- account age: **1625 days**
-- recent public PR activity: **12 PRs** (10 merged / 2 closed-unmerged / 0 open; merged rate **83%**, closed-unmerged rate **17%**, open rate **0%**)
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
 
 Example artifacts:
-- [PR #44817: [Misc] add enable_thinking to template kwargs](https://github.com/huggingface/transformers/pull/44817) — closed
-- [PR #44474: [Bugfix] fix video inference of qwen3vl and qwen3.5 series](https://github.com/huggingface/transformers/pull/44474) — closed, merged
-- [PR #44382: [Bugfix] fix qwen3.5 no split module](https://github.com/huggingface/transformers/pull/44382) — closed, merged
+- [PR #45054: chore: update update_metdata.yml](https://github.com/huggingface/transformers/pull/45054) — closed, merged
+- [PR #45021: chore: update anti-slop.yml](https://github.com/huggingface/transformers/pull/45021) — closed
+- [PR #44813: chore: update pr-repo-consistency-bot.yml](https://github.com/huggingface/transformers/pull/44813) — closed
+
+### `JaredforReal`
+
+- profile: [github.com/JaredforReal](https://github.com/JaredforReal)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaredforReal)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaredforReal)
+- repo first seen: `2026-01-19T05:05:55Z`
+- repo last seen: `2026-03-26T10:03:21Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 31 reviews / 31 review comments**
+- account age: **971 days**
+- recent public PR activity: **27 PRs** (23 merged / 2 closed-unmerged / 2 open; merged rate **85%**, closed-unmerged rate **7%**, open rate **7%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45017: [WIP][Fix] GLM 5 set `apply_rotary_pos_emb` to `is_neox_style=False` && remove `F.relu()`](https://github.com/huggingface/transformers/pull/45017) — open
+- [PR #43912: [fix][wip] GlmMoeDsa: try implement DSA](https://github.com/huggingface/transformers/pull/43912) — closed, merged
+- [PR #43894: [fix] GlmMoeDsa model](https://github.com/huggingface/transformers/pull/43894) — closed
 
 ### `manavshrivastavagit`
 
@@ -1760,8 +1838,8 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **4677 days**
-- recent public PR activity: **5 PRs** (1 merged / 4 closed-unmerged / 0 open; merged rate **20%**, closed-unmerged rate **80%**, open rate **0%**)
+- account age: **4694 days**
+- recent public PR activity: **7 PRs** (1 merged / 4 closed-unmerged / 2 open; merged rate **14%**, closed-unmerged rate **57%**, open rate **29%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
@@ -1783,62 +1861,62 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **45 days**
-- recent public PR activity: **95 PRs** (42 merged / 36 closed-unmerged / 17 open; merged rate **44%**, closed-unmerged rate **38%**, open rate **18%**)
+- account age: **61 days**
+- recent public PR activity: **176 PRs** (62 merged / 71 closed-unmerged / 43 open; merged rate **35%**, closed-unmerged rate **40%**, open rate **24%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **very new account; high recent PR volume; very broad repo spread; targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **high**
+- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
 - [PR #44204: fix(layoutlmv2): store only_label_first_subword attribute in tokenizer](https://github.com/huggingface/transformers/pull/44204) — closed
 - [PR #44203: fix(trainer): pass optim_args to SGD, Adagrad, and RMSprop optimizers](https://github.com/huggingface/transformers/pull/44203) — closed, merged
 
-### `Qubitium`
+### `RudrenduPaul`
 
-- profile: [github.com/Qubitium](https://github.com/Qubitium)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium)
-- repo first seen: `2025-10-03T18:23:49Z`
-- repo last seen: `2026-03-25T07:46:16Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- profile: [github.com/RudrenduPaul](https://github.com/RudrenduPaul)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARudrenduPaul)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARudrenduPaul)
+- repo first seen: `2026-04-09T09:34:42Z`
+- repo last seen: `2026-04-11T06:43:33Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **13 comments / 7 reviews / 7 review comments**
-- account age: **5658 days**
-- recent public PR activity: **137 PRs** (132 merged / 2 closed-unmerged / 3 open; merged rate **96%**, closed-unmerged rate **1%**, open rate **2%**)
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **2906 days**
+- recent public PR activity: **17 PRs** (2 merged / 3 closed-unmerged / 12 open; merged rate **12%**, closed-unmerged rate **18%**, open rate **71%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44967: Fix FA kernel launch needs correct cuda device ctx in multi-gpu env](https://github.com/huggingface/transformers/pull/44967) — open
-- [PR #44940: fix tie_weights skipping logic is not tied to model thread scope](https://github.com/huggingface/transformers/pull/44940) — open
-- [PR #44924: Continuous batching thread safety](https://github.com/huggingface/transformers/pull/44924) — closed, merged
+- [PR #45370: docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)](https://github.com/huggingface/transformers/pull/45370) — open
+- [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — open
+- [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — open
 
-### `redpanda1995`
+### `RyanMullins`
 
-- profile: [github.com/redpanda1995](https://github.com/redpanda1995)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aredpanda1995)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aredpanda1995)
-- repo first seen: `2026-02-07T19:04:11Z`
-- repo last seen: `2026-03-01T22:57:56Z`
+- profile: [github.com/RyanMullins](https://github.com/RyanMullins)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
+- repo first seen: `2026-03-12T13:32:25Z`
+- repo last seen: `2026-04-10T12:17:00Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 29 reviews / 1 review comments**
-- account age: **80 days**
-- recent public PR activity: **6 PRs** (2 merged / 2 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **very new account; targets high-star repos**
+- snapshot discussion activity: **4 comments / 1 reviews / 0 review comments**
+- account age: **5406 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `google-deepmind`, `PAIR-code`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44378: Fix logging with each layer with ms-swift lora fine-tuning ](https://github.com/huggingface/transformers/pull/44378) — closed
-- [PR #44377: Implement Tensor Parallelism (TP) support for compressed tensors quantization](https://github.com/huggingface/transformers/pull/44377) — closed
-- [PR #43823: Add `facebook/MobileLLM-125M`](https://github.com/huggingface/transformers/pull/43823) — open
+- [PR #45328: Drop unused Gemma4TextAttention weights when sharing KV Cache](https://github.com/huggingface/transformers/pull/45328) — open
+- [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
+- [PR #44635: [Gemma] Modular-friendly buffers](https://github.com/huggingface/transformers/pull/44635) — open
 
 ### `Zephyr-Blessed`
 
@@ -1852,7 +1930,7 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
-- account age: **42 days**
+- account age: **58 days**
 - recent public PR activity: **10 PRs** (2 merged / 4 closed-unmerged / 4 open; merged rate **20%**, closed-unmerged rate **40%**, open rate **40%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
@@ -1863,256 +1941,74 @@ Example artifacts:
 - [PR #44086: [MGP-STR] Refactor output tracing to use capture_outputs/can_return_tuple decorators](https://github.com/huggingface/transformers/pull/44086) — open
 - [PR #44085: Refactor RemBERT to use output tracing decorators](https://github.com/huggingface/transformers/pull/44085) — open
 
-### `xenova`
-
-- profile: [github.com/xenova](https://github.com/xenova)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axenova)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axenova)
-- repo first seen: `2025-11-18T16:26:23Z`
-- repo last seen: `2026-03-17T19:29:02Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **3 PRs / 3 issues**
-- snapshot discussion activity: **7 comments / 12 reviews / 10 review comments**
-- account age: **3294 days**
-- recent public PR activity: **52 PRs** (43 merged / 0 closed-unmerged / 9 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #44763: [nemotron_h] Add support for MLP mixers](https://github.com/huggingface/transformers/pull/44763) — open
-- [PR #44729: Avoid floating point math for ceil operations](https://github.com/huggingface/transformers/pull/44729) — open
-- [PR #43473: Fix Apertus model loading (NotImplementedError: Cannot copy out of meta tensor; no data!)](https://github.com/huggingface/transformers/pull/43473) — closed, merged
-- [Issue #44779: Deepseek tokenizer produces incorrect results as of v5 (works in v4)](https://github.com/huggingface/transformers/issues/44779) — closed
-- [Issue #44496: ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.](https://github.com/huggingface/transformers/issues/44496) — closed
-- [Issue #43452: gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained](https://github.com/huggingface/transformers/issues/43452) — closed
-
-### `albertvillanova`
-
-- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
-- repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-03-16T13:41:44Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **4 comments / 3 reviews / 2 review comments**
-- account age: **4234 days**
-- recent public PR activity: **163 PRs** (157 merged / 4 closed-unmerged / 2 open; merged rate **96%**, closed-unmerged rate **2%**, open rate **1%**)
-- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #44256: Fix CLI NameError: name 'TypeAdapter' is not defined](https://github.com/huggingface/transformers/pull/44256) — closed, merged
-- [PR #44223: Fix type of TrainingArguments.logging_steps](https://github.com/huggingface/transformers/pull/44223) — closed
-- [PR #43980: Escape % in help for ArgumentParser.add_argument to fix TypeError](https://github.com/huggingface/transformers/pull/43980) — closed
-- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
-- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
-
-### `gabe-l-hart`
-
-- profile: [github.com/gabe-l-hart](https://github.com/gabe-l-hart)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabe-l-hart)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabe-l-hart)
-- repo first seen: `2026-02-04T17:55:19Z`
-- repo last seen: `2026-03-11T18:41:58Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 19 reviews / 19 review comments**
-- account age: **5219 days**
-- recent public PR activity: **23 PRs** (20 merged / 1 closed-unmerged / 2 open; merged rate **87%**, closed-unmerged rate **4%**, open rate **9%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread**
-
-Example artifacts:
-- [PR #44607: Idefics3 without cache fix](https://github.com/huggingface/transformers/pull/44607) — closed, merged
-- [PR #44445: Adding support for GraniteDoclingHybrid](https://github.com/huggingface/transformers/pull/44445) — open, draft
-- [PR #43781: fix: Load model with co-located adapter from local path (Granite Speech)](https://github.com/huggingface/transformers/pull/43781) — closed, merged
-- [Issue #43746: [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)](https://github.com/huggingface/transformers/issues/43746) — closed
-
-### `mbtariq82`
-
-- profile: [github.com/mbtariq82](https://github.com/mbtariq82)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ambtariq82)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ambtariq82)
-- repo first seen: `2026-01-26T16:18:02Z`
-- repo last seen: `2026-03-02T11:05:38Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **8 comments / 6 reviews / 6 review comments**
-- account age: **1216 days**
-- recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43838: Proposal to add Qwen3-ASR support [WIP]](https://github.com/huggingface/transformers/pull/43838) — open
-- [PR #43774: Add activation offloading to trainer](https://github.com/huggingface/transformers/pull/43774) — closed
-- [PR #43501: Added tokenizer encoder](https://github.com/huggingface/transformers/pull/43501) — closed
-- [Issue #43837: Proposal to add Qwen3-ASR support](https://github.com/huggingface/transformers/issues/43837) — open
-
-### `abigailtech`
+### `Charly21r`
 
-- profile: [github.com/abigailtech](https://github.com/abigailtech)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabigailtech)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabigailtech)
-- repo first seen: `2026-01-30T21:53:43Z`
-- repo last seen: `2026-03-13T22:22:03Z`
+- profile: [github.com/Charly21r](https://github.com/Charly21r)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
+- repo first seen: `2026-03-13T09:00:25Z`
+- repo last seen: `2026-04-10T15:33:51Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- snapshot discussion activity: **7 comments / 6 reviews / 6 review comments**
+- account age: **352 days**
+- recent public PR activity: **4 PRs** (0 merged / 2 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `graphql request failed: 502 <!DOCTYPE html>
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">
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-        <img width="32" height="32" title="" alt="" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAAGXRFWHRTb2Z0d2FyZQBBZG9iZSBJbWFnZVJlYWR5ccllPAAAAyRpVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADw/eHBhY2tldCBiZWdpbj0i77u/IiBpZD0iVzVNME1wQ2VoaUh6cmVTek5UY3prYzlkIj8+IDx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IkFkb2JlIFhNUCBDb3JlIDUuMy1jMDExIDY2LjE0NTY2MSwgMjAxMi8wMi8wNi0xNDo1NjoyNyAgICAgICAgIj4gPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4gPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIgeG1sbnM6eG1wPSJodHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvIiB4bWxuczp4bXBNTT0iaHR0cDovL25zLmFkb2JlLmNvbS94YXAvMS4wL21tLyIgeG1sbnM6c3RSZWY9Imh0dHA6Ly9ucy5hZG9iZS5jb20veGFwLzEuMC9zVHlwZS9SZXNvdXJjZVJlZiMiIHhtcDpDcmVhdG9yVG9vbD0iQWRvYmUgUGhvdG9zaG9wIENTNiAoTWFjaW50b3NoKSIgeG1wTU06SW5zdGFuY2VJRD0ieG1wLmlpZDpFMTZCRDY3REIzRjAxMUUyQUQzREIxQzRENUFFNUM5NiIgeG1wTU06RG9jdW1lbnRJRD0ieG1wLmRpZDpFMTZCRDY3RUIzRjAxMUUyQUQzREIxQzRENUFFNUM5NiI+IDx4bXBNTTpEZXJpdmVkRnJvbSBzdFJlZjppbnN0YW5jZUlEPSJ4bXAuaWlkOkUxNkJENjdCQjNGMDExRTJBRDNEQjFDNEQ1QUU1Qzk2IiBzdFJlZjpkb2N1bWVudElEPSJ4bXAuZGlkOkUxNkJENjdDQjNGMDExRTJBRDNEQjFDNEQ1QUU1Qzk2Ii8+IDwvcmRmOkRlc2NyaXB0aW9uPiA8L3JkZjpSREY+IDwveDp4bXBtZXRhPiA8P3hwYWNrZXQgZW5kPSJyIj8+SM9MCAAAA+5JREFUeNrEV11Ik1EY3s4+ddOp29Q5b0opCgKFsoKoi5Kg6CIhuwi6zLJLoYLopq4qsKKgi4i6CYIoU/q5iDAKs6syoS76IRWtyJ+p7cdt7sf1PGOD+e0c3dygAx/67ZzzPM95/877GYdHRg3ZjMXFxepQKNS6sLCwJxqNNuFpiMfjVs4ZjUa/pmmjeD6VlJS8NpvNT4QQ7mxwjSsJiEQim/1+/9lgMHgIr5ohuxG1WCw9Vqv1clFR0dCqBODElV6v90ogEDjGdYbVjXhpaendioqK07CIR7ZAqE49PT09BPL2PMgTByQGsYiZlQD4uMXtdr+JxWINhgINYhGT2MsKgMrm2dnZXgRXhaHAg5jEJodUAHxux4LudHJE9RdEdA+i3Juz7bGHe4mhE9FNrgwBCLirMFV9Okh5eflFh8PR5nK5nDabrR2BNJlKO0T35+Li4n4+/J+/JQCxhmu5h3uJoXNHPbmWZAHMshWB8l5/ipqammaAf0zPDDx1ONV3vurdidqwAQL+pEc8sLcAe1CCvQ3YHxIW8Pl85xSWNC1hADDIv0rIE/o4J0k3kww4xSlwIhcq3EFFOm7KN/hUGOQkt0CFa5WpNJlMvxBEz/IVQAxg/ZRZl9wiHA63yDYieM7DnLP5CiAGsC7I5sgtYKJGWe2A8seFqgFJrJjEPY1Cn3pJ8/9W1e5VWsFDTEmFrBcoDhZJEQkXuhICMyKpjhahqN21hRYATKfUOlDmkygrR4o4C0VOLGJKrOITKB4jijzdXygBKixyC5TDQdnk/Pz8qRw6oOWGlsTKGOQW6OH6FBWsyePxdOXLTgxiyebILZCjz+GLgMIKnXNzc49YMlcRdHXcSwxFVgTInQhC9G33UhNoJLuqq6t345p9y3eUy8OTk5PjAHuI9uo4b07FBaOhsu0A4Unc+T1TU1Nj3KsSSE5yJ65jqF2DDd8QqWYmAZrIM2VlZTdnZmb6AbpdV9V6ec9znf5Q7HjYumdRE0JOp3MjitO4SFa+cZz8Umqe3TCbSLvdfkR/kWDdNQl5InuTcysOcpFT35ZrbBxx4p3JAHlZVVW1D/634VRt+FvLBgK/v5LV9WS+10xMTEwtRw7XvqOL+e2Q8V3AYIOIAXQ26/heWVnZCVfcyKHg2CBgTpmPmjYM8l24GyaUHyaIh7XwfR9ErE8qHoDfn2LTNAVC0HX6MFcBIP8Bi+6F6cdW/DICkANRfx99fEYFQ7Nph5i/uQiA214gno7K+guhaiKg9gC62+M8eR7XsBsYJ4ilam60Fb7r7uAj8wFyuwM1oIOWgfmDy6RXEEQzJMPe23DXrVS7rtyD3Df8z/FPgAEAzWU5Ku59ZAUAAAAASUVORK5CYII=" />
-      </a>
-
-      <a href="/" class="logo logo-img-2x">
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-      </a>
-    </div>
-  </body>
-</html>
-`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43663: Add _get_signature_columns method to allow custom trainers to override column filtering](https://github.com/huggingface/transformers/pull/43663) — open
-- [PR #43651: Add _loss_is_scaled_for_ga to allow custom trainers to control gradient accumulation loss scaling](https://github.com/huggingface/transformers/pull/43651) — open
-- [PR #43636: Add _metrics dict to Trainer for custom metric logging](https://github.com/huggingface/transformers/pull/43636) — open
+- [PR #45253: Fix Gemma4 `use_cache=False` producing bad logits](https://github.com/huggingface/transformers/pull/45253) — closed
+- [PR #44949: Fix: NotebookProgressCallback crash when evaluating with the Trainer](https://github.com/huggingface/transformers/pull/44949) — open
+- [PR #44658: Fix: fix Pipeline's save_pretrained method (issue #44655)](https://github.com/huggingface/transformers/pull/44658) — closed
 
-### `antznette1`
+### `Cursx`
 
-- profile: [github.com/antznette1](https://github.com/antznette1)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aantznette1)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aantznette1)
-- repo first seen: `2026-01-24T23:36:23Z`
-- repo last seen: `2026-02-04T17:35:25Z`
+- profile: [github.com/Cursx](https://github.com/Cursx)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACursx)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACursx)
+- repo first seen: `2026-03-31T01:44:52Z`
+- repo last seen: `2026-04-01T02:36:38Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1400 days**
-- recent public PR activity: **5 PRs** (0 merged / 5 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3068 days**
+- recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #43745: Fix Trainer resume_from_checkpoint to apply checkpoint conversion mappings](https://github.com/huggingface/transformers/pull/43745) — closed
-- [PR #43471: cli: Improve serve missing dependency error](https://github.com/huggingface/transformers/pull/43471) — closed
-- [PR #43469: argparser: Allow optional bool flags without values](https://github.com/huggingface/transformers/pull/43469) — open
+- [PR #45156: Fix save_pretrained writing incorrect tie_word_embeddings=True config after PEFT merge](https://github.com/huggingface/transformers/pull/45156) — closed, draft
+- [PR #45136: Fix #45127: Auto-fix diverged tie_word_embeddings config on save to prevent silent weight corruption](https://github.com/huggingface/transformers/pull/45136) — closed
+- [PR #45135: Fix model saving corruption for dynamically untied embeddings](https://github.com/huggingface/transformers/pull/45135) — closed
 
-### `githubnemo`
+### `javierdejesusda`
 
-- profile: [github.com/githubnemo](https://github.com/githubnemo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agithubnemo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agithubnemo)
-- repo first seen: `2026-01-26T11:34:05Z`
-- repo last seen: `2026-03-17T09:47:39Z`
+- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
+- repo first seen: `2026-03-22T17:27:20Z`
+- repo last seen: `2026-03-28T00:06:03Z`
 - first seen in snapshot: **no**
-- repo association: **MEMBER**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 2 review comments**
-- account age: **5805 days**
-- recent public PR activity: **23 PRs** (17 merged / 3 closed-unmerged / 3 open; merged rate **74%**, closed-unmerged rate **13%**, open rate **13%**)
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- account age: **501 days**
+- recent public PR activity: **44 PRs** (28 merged / 5 closed-unmerged / 11 open; merged rate **64%**, closed-unmerged rate **11%**, open rate **25%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread**
 
 Example artifacts:
-- [PR #44772: bitsandbytes: Update links and docs](https://github.com/huggingface/transformers/pull/44772) — open
-- [PR #43681: Fix T5 v1.1 detection](https://github.com/huggingface/transformers/pull/43681) — closed, merged
-- [PR #43494: Fix loading of Qwen3 FP8](https://github.com/huggingface/transformers/pull/43494) — closed, merged
+- [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
+- [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
+- [PR #44930: fix: split MXFP4 dependency checks for specific error messages](https://github.com/huggingface/transformers/pull/44930) — closed, merged
 
 ### `jayakumarpujar`
 
@@ -2126,8 +2022,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2641 days**
-- recent public PR activity: **15 PRs** (11 merged / 3 closed-unmerged / 1 open; merged rate **73%**, closed-unmerged rate **20%**, open rate **7%**)
+- account age: **2658 days**
+- recent public PR activity: **17 PRs** (13 merged / 3 closed-unmerged / 1 open; merged rate **76%**, closed-unmerged rate **18%**, open rate **6%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **—**
@@ -2149,11 +2045,11 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3989 days**
-- recent public PR activity: **178 PRs** (58 merged / 53 closed-unmerged / 67 open; merged rate **33%**, closed-unmerged rate **30%**, open rate **38%**)
+- account age: **4005 days**
+- recent public PR activity: **205 PRs** (62 merged / 82 closed-unmerged / 61 open; merged rate **30%**, closed-unmerged rate **40%**, open rate **30%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44525: Fix KeyError in _parse_type_hint when Union contains Any](https://github.com/huggingface/transformers/pull/44525) — closed, merged
@@ -2166,14 +2062,14 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
 - repo first seen: `2026-03-13T10:24:11Z`
-- repo last seen: `2026-03-19T16:48:29Z`
+- repo last seen: `2026-04-07T20:42:59Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
-- account age: **2829 days**
-- recent public PR activity: **29 PRs** (20 merged / 4 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **14%**, open rate **17%**)
+- snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
+- account age: **2846 days**
+- recent public PR activity: **26 PRs** (20 merged / 4 closed-unmerged / 2 open; merged rate **77%**, closed-unmerged rate **15%**, open rate **8%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -2183,74 +2079,28 @@ Example artifacts:
 - [PR #44747: Add apply_yarn_scaling as optional key to yarn](https://github.com/huggingface/transformers/pull/44747) — closed
 - [PR #44656: [MistralCommonBackend] Upgrade mistral-common to v1.10.0](https://github.com/huggingface/transformers/pull/44656) — closed, merged
 
-### `KOKOSde`
-
-- profile: [github.com/KOKOSde](https://github.com/KOKOSde)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKOKOSde)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKOKOSde)
-- repo first seen: `2026-01-30T02:06:10Z`
-- repo last seen: `2026-03-04T18:16:55Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **742 days**
-- recent public PR activity: **20 PRs** (6 merged / 6 closed-unmerged / 8 open; merged rate **30%**, closed-unmerged rate **30%**, open rate **40%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #43641: Docs: fix SigLIP2 usage examples](https://github.com/huggingface/transformers/pull/43641) — closed, merged
-- [PR #43640: Improve error message for PEFT adapter without peft](https://github.com/huggingface/transformers/pull/43640) — closed
-- [PR #43610: Docs: fix typo in weight converter guide](https://github.com/huggingface/transformers/pull/43610) — closed, merged
-
-### `liu-jiaxuan`
-
-- profile: [github.com/liu-jiaxuan](https://github.com/liu-jiaxuan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aliu-jiaxuan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aliu-jiaxuan)
-- repo first seen: `2026-02-03T13:33:41Z`
-- repo last seen: `2026-03-20T09:06:20Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 73 reviews / 73 review comments**
-- account age: **1752 days**
-- recent public PR activity: **5 PRs** (3 merged / 2 closed-unmerged / 0 open; merged rate **60%**, closed-unmerged rate **40%**, open rate **0%**)
-- public orgs: `NKvision428`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43795: [Model] Add PP-OCRv5_server_rec Model Support](https://github.com/huggingface/transformers/pull/43795) — closed
-- [PR #43793: [Model] Add PP-OCRV5_mobile_rec Model Support](https://github.com/huggingface/transformers/pull/43793) — closed
-- [PR #43707: [Model] Add SLANeXt Model Support](https://github.com/huggingface/transformers/pull/43707) — closed, merged
-
-### `lordaarush`
+### `Lidang-Jiang`
 
-- profile: [github.com/lordaarush](https://github.com/lordaarush)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alordaarush)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alordaarush)
-- repo first seen: `2026-02-03T14:43:03Z`
-- repo last seen: `2026-02-12T21:10:20Z`
+- profile: [github.com/Lidang-Jiang](https://github.com/Lidang-Jiang)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALidang-Jiang)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALidang-Jiang)
+- repo first seen: `2026-03-27T02:44:21Z`
+- repo last seen: `2026-03-27T14:45:27Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
-- account age: **2121 days**
-- recent public PR activity: **5 PRs** (2 merged / 2 closed-unmerged / 1 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
+- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
+- account age: **1224 days**
+- recent public PR activity: **108 PRs** (38 merged / 14 closed-unmerged / 56 open; merged rate **35%**, closed-unmerged rate **13%**, open rate **52%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43951: Fix AttributeError for remote models with trust_remote_code=True](https://github.com/huggingface/transformers/pull/43951) — closed
-- [PR #43770: Remove unconditional train_batch_size assignment](https://github.com/huggingface/transformers/pull/43770) — closed, merged
-- [PR #43718: Fix resume_from_checkpoint ignoring user's batch size configuration](https://github.com/huggingface/transformers/pull/43718) — closed
+- [PR #45045: [Bugfix] Remove incorrect torchvision requirement from PIL backend image processors](https://github.com/huggingface/transformers/pull/45045) — closed, merged
+- [PR #45043: [Bugfix] Use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45043) — closed
+- [PR #45039: [Bugfix] Propagate interpolate_pos_encoding through Pixio model](https://github.com/huggingface/transformers/pull/45039) — closed
 
 ### `matisgagneux21`
 
@@ -2264,7 +2114,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **31 days**
+- account age: **47 days**
 - recent public PR activity: **5 PRs** (3 merged / 2 closed-unmerged / 0 open; merged rate **60%**, closed-unmerged rate **40%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
@@ -2287,11 +2137,11 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5028 days**
-- recent public PR activity: **23 PRs** (8 merged / 10 closed-unmerged / 5 open; merged rate **35%**, closed-unmerged rate **43%**, open rate **22%**)
+- account age: **5045 days**
+- recent public PR activity: **15 PRs** (7 merged / 6 closed-unmerged / 2 open; merged rate **47%**, closed-unmerged rate **40%**, open rate **13%**)
 - public orgs: `code4romania`, `peermetrics`
-- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread; many recent closed-unmerged PRs**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs**
 
 Example artifacts:
 - [PR #44311: Add species bias documentation to model cards and docs](https://github.com/huggingface/transformers/pull/44311) — closed
@@ -2310,8 +2160,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1770 days**
-- recent public PR activity: **55 PRs** (2 merged / 26 closed-unmerged / 27 open; merged rate **4%**, closed-unmerged rate **47%**, open rate **49%**)
+- account age: **1786 days**
+- recent public PR activity: **54 PRs** (2 merged / 29 closed-unmerged / 23 open; merged rate **4%**, closed-unmerged rate **54%**, open rate **43%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
@@ -2333,7 +2183,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **1917 days**
+- account age: **1934 days**
 - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -2356,10 +2206,10 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 1 reviews / 0 review comments**
-- account age: **1690 days**
-- recent public PR activity: **44 PRs** (27 merged / 7 closed-unmerged / 10 open; merged rate **61%**, closed-unmerged rate **16%**, open rate **23%**)
+- account age: **1706 days**
+- recent public PR activity: **59 PRs** (34 merged / 10 closed-unmerged / 15 open; merged rate **58%**, closed-unmerged rate **17%**, open rate **25%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
 - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
@@ -2367,29 +2217,6 @@ Example artifacts:
 - [PR #44706: Add position_ids to BloomForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44706) — closed
 - [PR #44705: Add position_ids to RoFormerForCausalLM forward pass](https://github.com/huggingface/transformers/pull/44705) — closed
 
-### `thecaptain789`
-
-- profile: [github.com/thecaptain789](https://github.com/thecaptain789)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athecaptain789)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athecaptain789)
-- repo first seen: `2026-02-07T03:55:02Z`
-- repo last seen: `2026-02-09T17:58:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **57 days**
-- recent public PR activity: **239 PRs** (67 merged / 71 closed-unmerged / 101 open; merged rate **28%**, closed-unmerged rate **30%**, open rate **42%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #43868: docs: correct typo 'neccessary' to 'necessary'](https://github.com/huggingface/transformers/pull/43868) — closed, merged
-- [PR #43861: fix: correct typo 'quantizatin_operations' to 'quantization_operations'](https://github.com/huggingface/transformers/pull/43861) — closed
-- [PR #43816: fix: add id and resume parameters to SwanLab integration](https://github.com/huggingface/transformers/pull/43816) — open
-
 ### `tirth8205`
 
 - profile: [github.com/tirth8205](https://github.com/tirth8205)
@@ -2402,10 +2229,10 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2073 days**
-- recent public PR activity: **27 PRs** (24 merged / 3 closed-unmerged / 0 open; merged rate **89%**, closed-unmerged rate **11%**, open rate **0%**)
+- account age: **2089 days**
+- recent public PR activity: **42 PRs** (38 merged / 3 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **7%**, open rate **2%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
@@ -2413,51 +2240,28 @@ Example artifacts:
 - [PR #44119: fix: handle None value from TOKENIZER_MAPPING_NAMES.get() in AutoTokenizer](https://github.com/huggingface/transformers/pull/44119) — closed
 - [PR #44118: fix: ModelOutput keys not updated when setting previously-None dataclass fields](https://github.com/huggingface/transformers/pull/44118) — closed
 
-### `tobyliu2004`
+### `jp1924`
 
-- profile: [github.com/tobyliu2004](https://github.com/tobyliu2004)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atobyliu2004)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atobyliu2004)
-- repo first seen: `2026-01-29T01:07:32Z`
-- repo last seen: `2026-02-06T19:53:01Z`
+- profile: [github.com/jp1924](https://github.com/jp1924)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajp1924)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajp1924)
+- repo first seen: `2024-10-22T01:33:27Z`
+- repo last seen: `2026-04-10T11:38:19Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **1322 days**
-- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #43812: Fix: Import torch.nn for type hints even when PyTorch is disabled](https://github.com/huggingface/transformers/pull/43812) — open
-- [PR #43608: Cast byte_count to int in caching_allocator_warmup for MPS compatibility](https://github.com/huggingface/transformers/pull/43608) — closed, merged
-- [PR #43573: Fix: Add missing pad_token_id to StableLmConfig](https://github.com/huggingface/transformers/pull/43573) — closed
-
-### `Deep-unlearning`
-
-- profile: [github.com/Deep-unlearning](https://github.com/Deep-unlearning)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADeep-unlearning)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADeep-unlearning)
-- repo first seen: `2024-12-11T18:43:56Z`
-- repo last seen: `2026-02-21T08:39:53Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
-- account age: **2301 days**
-- recent public PR activity: **13 PRs** (11 merged / 1 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **8%**, open rate **8%**)
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **13 PRs / 0 issues**
+- snapshot discussion activity: **26 comments / 10 reviews / 10 review comments**
+- account age: **1627 days**
+- recent public PR activity: **5 PRs** (1 merged / 1 closed-unmerged / 3 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44115: [docs] fix broken chat_templating links in tasks docs](https://github.com/huggingface/transformers/pull/44115) — closed, merged
-- [PR #43865: update somes audio models](https://github.com/huggingface/transformers/pull/43865) — closed, merged
-- [PR #43413: audio text to text task guide](https://github.com/huggingface/transformers/pull/43413) — closed, merged
+- [PR #44314: add HyperClovaX Vision](https://github.com/huggingface/transformers/pull/44314) — open
+- [PR #43969: Fix for 2D weight error in embedding layer with ZeRO3](https://github.com/huggingface/transformers/pull/43969) — closed
+- [PR #43574: Preventing initialization of siglip's lecun_normal_, default_flax_embed_init in ZeRO3](https://github.com/huggingface/transformers/pull/43574) — closed, merged
 
 ### `engmohamedsalah`
 
@@ -2471,85 +2275,112 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **4722 days**
-- recent public PR activity: **5 PRs** (1 merged / 2 closed-unmerged / 2 open; merged rate **20%**, closed-unmerged rate **40%**, open rate **40%**)
+- account age: **4739 days**
+- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44103: Fix glm_moe_dsa](https://github.com/huggingface/transformers/pull/44103) — closed
 - [PR #44058: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/pull/44058) — closed
 - [PR #43467: Fix GLM-Image integration tests to use correct model class](https://github.com/huggingface/transformers/pull/43467) — closed
 
-### `lashahub`
+### `redpanda1995`
 
-- profile: [github.com/lashahub](https://github.com/lashahub)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
-- repo first seen: `2026-01-08T16:47:50Z`
-- repo last seen: `2026-03-24T18:00:09Z`
+- profile: [github.com/redpanda1995](https://github.com/redpanda1995)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aredpanda1995)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aredpanda1995)
+- repo first seen: `2026-02-07T19:04:11Z`
+- repo last seen: `2026-03-01T22:57:56Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 7 reviews / 7 review comments**
-- account age: **3316 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- snapshot discussion activity: **3 comments / 29 reviews / 1 review comments**
+- account age: **96 days**
+- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
-- [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — open
-- [PR #43458: Add Music Flamingo support to Audio Flamingo 3](https://github.com/huggingface/transformers/pull/43458) — closed
+- [PR #44378: Fix logging with each layer with ms-swift lora fine-tuning ](https://github.com/huggingface/transformers/pull/44378) — closed
+- [PR #44377: Implement Tensor Parallelism (TP) support for compressed tensors quantization](https://github.com/huggingface/transformers/pull/44377) — closed
+- [PR #43823: Add `facebook/MobileLLM-125M`](https://github.com/huggingface/transformers/pull/43823) — open
 
-### `JaredforReal`
+### `zhang-prog`
 
-- profile: [github.com/JaredforReal](https://github.com/JaredforReal)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaredforReal)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaredforReal)
-- repo first seen: `2026-01-19T05:05:55Z`
-- repo last seen: `2026-03-10T09:58:04Z`
+- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
+- repo first seen: `2025-12-23T11:18:14Z`
+- repo last seen: `2026-04-08T15:09:07Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 31 reviews / 31 review comments**
-- account age: **955 days**
-- recent public PR activity: **44 PRs** (40 merged / 2 closed-unmerged / 2 open; merged rate **91%**, closed-unmerged rate **5%**, open rate **5%**)
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **37 comments / 296 reviews / 297 review comments**
+- account age: **2068 days**
+- recent public PR activity: **15 PRs** (12 merged / 1 closed-unmerged / 2 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **13%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #43912: [fix][wip] GlmMoeDsa: try implement DSA](https://github.com/huggingface/transformers/pull/43912) — closed, merged
-- [PR #43894: [fix] GlmMoeDsa model](https://github.com/huggingface/transformers/pull/43894) — closed
-- [PR #43342: [GLM-Image] Add batch > 1 support and fix configuration defaults](https://github.com/huggingface/transformers/pull/43342) — closed, merged
+- [PR #45281: Fix resize failure caused by zero-sized masks in PP-DocLayoutV3](https://github.com/huggingface/transformers/pull/45281) — closed, merged
+- [PR #44808: [Model] Add PP-OCRv5_server_rec and  PP-OCRv5_mobile_rec models Support](https://github.com/huggingface/transformers/pull/44808) — closed, merged
+- [PR #43098: [Model] Add PP-DocLayoutV3 Model Support](https://github.com/huggingface/transformers/pull/43098) — closed, merged
 
-### `Olexandr88`
+### `xenova`
 
-- profile: [github.com/Olexandr88](https://github.com/Olexandr88)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOlexandr88)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOlexandr88)
-- repo first seen: `2025-12-26T13:28:31Z`
-- repo last seen: `2026-03-13T11:08:13Z`
+- profile: [github.com/xenova](https://github.com/xenova)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axenova)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axenova)
+- repo first seen: `2025-11-18T16:26:23Z`
+- repo last seen: `2026-04-09T16:35:07Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **3 PRs / 3 issues**
+- snapshot discussion activity: **9 comments / 15 reviews / 13 review comments**
+- account age: **3311 days**
+- recent public PR activity: **60 PRs** (50 merged / 1 closed-unmerged / 9 open; merged rate **83%**, closed-unmerged rate **2%**, open rate **15%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #44763: [nemotron_h] Add support for MLP mixers](https://github.com/huggingface/transformers/pull/44763) — closed
+- [PR #44729: Avoid floating point math for ceil operations](https://github.com/huggingface/transformers/pull/44729) — open
+- [PR #43473: Fix Apertus model loading (NotImplementedError: Cannot copy out of meta tensor; no data!)](https://github.com/huggingface/transformers/pull/43473) — closed, merged
+- [Issue #44779: Deepseek tokenizer produces incorrect results as of v5 (works in v4)](https://github.com/huggingface/transformers/issues/44779) — closed
+- [Issue #44496: ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.](https://github.com/huggingface/transformers/issues/44496) — closed
+- [Issue #43452: gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained](https://github.com/huggingface/transformers/issues/43452) — closed
+
+### `gabe-l-hart`
+
+- profile: [github.com/gabe-l-hart](https://github.com/gabe-l-hart)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabe-l-hart)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabe-l-hart)
+- repo first seen: `2026-02-04T17:55:19Z`
+- repo last seen: `2026-03-11T18:41:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1600 days**
-- recent public PR activity: **131 PRs** (33 merged / 38 closed-unmerged / 60 open; merged rate **25%**, closed-unmerged rate **29%**, open rate **46%**)
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **3 PRs / 1 issues**
+- snapshot discussion activity: **6 comments / 19 reviews / 19 review comments**
+- account age: **5235 days**
+- recent public PR activity: **18 PRs** (14 merged / 1 closed-unmerged / 3 open; merged rate **78%**, closed-unmerged rate **6%**, open rate **17%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread**
 
 Example artifacts:
-- [PR #44659: docs: remove outdated use_diff docstring from DistributedConfig.to_js…](https://github.com/huggingface/transformers/pull/44659) — open
-- [PR #43544: Fix typos in add_new_model_like docstrings](https://github.com/huggingface/transformers/pull/43544) — closed, merged
-- [PR #43050: Fix safe _file_ access in CLIP lazy module](https://github.com/huggingface/transformers/pull/43050) — closed
+- [PR #44607: Idefics3 without cache fix](https://github.com/huggingface/transformers/pull/44607) — closed, merged
+- [PR #44445: Adding support for GraniteDoclingHybrid](https://github.com/huggingface/transformers/pull/44445) — open, draft
+- [PR #43781: fix: Load model with co-located adapter from local path (Granite Speech)](https://github.com/huggingface/transformers/pull/43781) — closed, merged
+- [Issue #43746: [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)](https://github.com/huggingface/transformers/issues/43746) — closed
 
 ### `quic-meetkuma`
 
@@ -2563,7 +2394,7 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **2 PRs / 4 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **393 days**
+- account age: **410 days**
 - recent public PR activity: **4 PRs** (3 merged / 1 closed-unmerged / 0 open; merged rate **75%**, closed-unmerged rate **25%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -2572,32 +2403,56 @@ Example artifacts:
 Example artifacts:
 - [PR #43933: Added support for qaic backend for Qualcomm's AI Accelerator](https://github.com/huggingface/transformers/pull/43933) — closed, draft
 - [PR #43932: Inclusion of process_group in the gather_full_tensor function in tensor_parallel.py](https://github.com/huggingface/transformers/pull/43932) — closed, merged
-- [Issue #44169: Need an example for FSDP + FP16 training](https://github.com/huggingface/transformers/issues/44169) — open
+- [Issue #44169: Need an example for FSDP + FP16 training](https://github.com/huggingface/transformers/issues/44169) — closed
 - [Issue #43908: What is the process of adding a new hardware backend for Trainer?](https://github.com/huggingface/transformers/issues/43908) — closed
 - [Issue #43048: Need to understand difference between TP support via transformers code v/s Pytorch's native parallelize_module API.](https://github.com/huggingface/transformers/issues/43048) — closed
 
-### `ITcarrot`
+### `w4nderlust`
 
-- profile: [github.com/ITcarrot](https://github.com/ITcarrot)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AITcarrot)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AITcarrot)
-- repo first seen: `2026-01-25T01:50:15Z`
-- repo last seen: `2026-01-28T04:38:01Z`
+- profile: [github.com/w4nderlust](https://github.com/w4nderlust)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw4nderlust)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw4nderlust)
+- repo first seen: `2026-04-03T04:55:51Z`
+- repo last seen: `2026-04-09T21:51:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- account age: **5734 days**
+- recent public PR activity: **50 PRs** (33 merged / 2 closed-unmerged / 15 open; merged rate **66%**, closed-unmerged rate **4%**, open rate **30%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #45300: Fix Nemotron-H: add mlp layer type support](https://github.com/huggingface/transformers/pull/45300) — open
+- [PR #45207: [Gemma4] Add docstrings for Per-Layer Embeddings (PLE) pipeline](https://github.com/huggingface/transformers/pull/45207) — open
+- [Issue #45206: Gemma4: PLE (Per-Layer Embeddings) implementation is underdocumented and config is misleading](https://github.com/huggingface/transformers/issues/45206) — open
+- [Issue #45205: Gemma4: chat_template missing from tokenizer_config.json, requires manual loading from separate file](https://github.com/huggingface/transformers/issues/45205) — open
+
+### `ionut-anghelina`
+
+- profile: [github.com/ionut-anghelina](https://github.com/ionut-anghelina)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aionut-anghelina)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aionut-anghelina)
+- repo first seen: `2026-03-30T08:23:07Z`
+- repo last seen: `2026-04-09T14:48:55Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2807 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **551 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43543: Fix fp16 underflow in MoE load balancing loss by enforcing fp32 softmax](https://github.com/huggingface/transformers/pull/43543) — open
-- [PR #43542: fix: output router capture wrong router logits in qwen moe models](https://github.com/huggingface/transformers/pull/43542) — open
-- [Issue #43472: Introduce standardized BatchLinear module for MoE architectures to facilitate PEFT and Quantization](https://github.com/huggingface/transformers/issues/43472) — open
+- [PR #45346: Fix Double Application of Softmax for Router Logits in MoE models](https://github.com/huggingface/transformers/pull/45346) — open
+- [PR #45111: Fix double softmax in MoE router load-balancing loss](https://github.com/huggingface/transformers/pull/45111) — closed
+- [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — open
 
 ### `jw9603`
 
@@ -2611,7 +2466,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2028 days**
+- account age: **2044 days**
 - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -2622,52 +2477,6 @@ Example artifacts:
 - [PR #44424: Fix `transformers serve --continuous-batching` for multimodal models](https://github.com/huggingface/transformers/pull/44424) — closed
 - [Issue #44423: [Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) — AttributeError: 'str' object has no attribute 'to'](https://github.com/huggingface/transformers/issues/44423) — closed
 
-### `pavel-esir`
-
-- profile: [github.com/pavel-esir](https://github.com/pavel-esir)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apavel-esir)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apavel-esir)
-- repo first seen: `2026-02-09T11:45:22Z`
-- repo last seen: `2026-02-25T08:02:29Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4543 days**
-- recent public PR activity: **14 PRs** (11 merged / 0 closed-unmerged / 3 open; merged rate **79%**, closed-unmerged rate **0%**, open rate **21%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #43911: add Llama to mapping names in tokenization_auto.py](https://github.com/huggingface/transformers/pull/43911) — open
-- [PR #43860: Update ModelType for Unigram tokenizer](https://github.com/huggingface/transformers/pull/43860) — closed, merged
-- [Issue #43975: `deepseek-ai/deepseek-coder-6.7b-instruct` incorrectly detokenizes in v5](https://github.com/huggingface/transformers/issues/43975) — closed
-
-### `yiliu30`
-
-- profile: [github.com/yiliu30](https://github.com/yiliu30)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayiliu30)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayiliu30)
-- repo first seen: `2026-01-14T12:32:00Z`
-- repo last seen: `2026-02-05T11:56:08Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **10 comments / 1 reviews / 1 review comments**
-- account age: **1403 days**
-- recent public PR activity: **52 PRs** (30 merged / 12 closed-unmerged / 10 open; merged rate **58%**, closed-unmerged rate **23%**, open rate **19%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread**
-
-Example artifacts:
-- [PR #43670: Fix FP8Expert for Qwen](https://github.com/huggingface/transformers/pull/43670) — closed, merged
-- [PR #43616: Fix `FP8Expert` for DeepSeek R1](https://github.com/huggingface/transformers/pull/43616) — closed, merged
-- [Issue #43284: Customize Quantization-Friendly Backward Compatibility](https://github.com/huggingface/transformers/issues/43284) — closed
-
 ### `23atharvaS`
 
 - profile: [github.com/23atharvaS](https://github.com/23atharvaS)
@@ -2680,7 +2489,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **139 days**
+- account age: **156 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
@@ -2690,71 +2499,247 @@ Example artifacts:
 - [PR #44114: Migrate wav2vec2, wav2vec2_conformer, and wav2vec2_bert to standardized output collection decorators](https://github.com/huggingface/transformers/pull/44114) — open
 - [PR #44067: Add `eval_on_end` argument to Trainer for final evaluation after training](https://github.com/huggingface/transformers/pull/44067) — closed
 
+### `akhilc08`
+
+- profile: [github.com/akhilc08](https://github.com/akhilc08)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakhilc08)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakhilc08)
+- repo first seen: `2026-04-03T17:43:21Z`
+- repo last seen: `2026-04-03T17:44:25Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **397 days**
+- recent public PR activity: **21 PRs** (1 merged / 20 closed-unmerged / 0 open; merged rate **5%**, closed-unmerged rate **95%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45227: fix: remove nonexistent PILImageResampling import from video_processing_utils](https://github.com/huggingface/transformers/pull/45227) — closed
+- [PR #45226: fix: handle trailing replacement character in Whisper word timestamp decoding](https://github.com/huggingface/transformers/pull/45226) — closed
+
+### `akintunero`
+
+- profile: [github.com/akintunero](https://github.com/akintunero)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakintunero)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakintunero)
+- repo first seen: `2026-03-30T13:48:47Z`
+- repo last seen: `2026-03-30T22:45:01Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3945 days**
+- recent public PR activity: **16 PRs** (1 merged / 9 closed-unmerged / 6 open; merged rate **6%**, closed-unmerged rate **56%**, open rate **38%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45132: Fix: Remove double softmax in MoE router load-balancing loss (Mixtral, Qwen2MoE, Qwen3VLMoE)](https://github.com/huggingface/transformers/pull/45132) — closed
+- [PR #45119: Fix: Preserve PreTrainedConfig __init__ signatures for type checkers (fixes #45071)](https://github.com/huggingface/transformers/pull/45119) — closed
+
+### `asuryateja`
+
+- profile: [github.com/asuryateja](https://github.com/asuryateja)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aasuryateja)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aasuryateja)
+- repo first seen: `2026-03-26T21:05:17Z`
+- repo last seen: `2026-03-26T23:48:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1710 days**
+- recent public PR activity: **5 PRs** (3 merged / 0 closed-unmerged / 2 open; merged rate **60%**, closed-unmerged rate **0%**, open rate **40%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #45037: add missing colon in custom_attention function signature in attention…](https://github.com/huggingface/transformers/pull/45037) — open
+- [PR #45035: docs: add PermuteForRope to conversion operations reverse table](https://github.com/huggingface/transformers/pull/45035) — closed, merged
+
 ### `BenjaminBossan`
 
 - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-03-23T13:54:27Z`
+- repo last seen: `2026-04-10T10:18:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 3 reviews / 4 review comments**
-- account age: **4478 days**
-- recent public PR activity: **33 PRs** (21 merged / 0 closed-unmerged / 12 open; merged rate **64%**, closed-unmerged rate **0%**, open rate **36%**)
+- snapshot discussion activity: **10 comments / 3 reviews / 4 review comments**
+- account age: **4495 days**
+- recent public PR activity: **45 PRs** (38 merged / 1 closed-unmerged / 6 open; merged rate **84%**, closed-unmerged rate **2%**, open rate **13%**)
 - public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
 - [PR #44592: FIX Multiple PEFT errors after v5 transition](https://github.com/huggingface/transformers/pull/44592) — closed, merged
 - [PR #44478: [WIP] FIX Make Mixtral LoRA loading work](https://github.com/huggingface/transformers/pull/44478) — closed, merged
 
-### `bhargav-patel-29`
+### `burtenshaw`
 
-- profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abhargav-patel-29)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abhargav-patel-29)
-- repo first seen: `2026-02-05T02:43:45Z`
-- repo last seen: `2026-02-10T11:02:13Z`
+- profile: [github.com/burtenshaw](https://github.com/burtenshaw)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aburtenshaw)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aburtenshaw)
+- repo first seen: `2026-03-03T11:35:13Z`
+- repo last seen: `2026-04-10T19:37:53Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- account age: **3605 days**
+- recent public PR activity: **62 PRs** (45 merged / 5 closed-unmerged / 12 open; merged rate **73%**, closed-unmerged rate **8%**, open rate **19%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread**
+
+Example artifacts:
+- [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
+- [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
+
+### `dagecko`
+
+- profile: [github.com/dagecko](https://github.com/dagecko)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adagecko)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adagecko)
+- repo first seen: `2026-03-26T06:19:29Z`
+- repo last seen: `2026-03-27T22:20:57Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **4473 days**
+- recent public PR activity: **301 PRs** (33 merged / 183 closed-unmerged / 85 open; merged rate **11%**, closed-unmerged rate **61%**, open rate **28%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45077: fix: pin 50 unpinned actions to commit SHA, extract 1 secret to env var](https://github.com/huggingface/transformers/pull/45077) — open
+- [PR #45010: fix: pin 69 unpinned action(s),extract 2 unsafe expression(s) to env vars](https://github.com/huggingface/transformers/pull/45010) — closed
+
+### `DatLe203`
+
+- profile: [github.com/DatLe203](https://github.com/DatLe203)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADatLe203)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADatLe203)
+- repo first seen: `2026-04-07T14:30:38Z`
+- repo last seen: `2026-04-07T19:39:50Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **197 days**
-- recent public PR activity: **4 PRs** (0 merged / 2 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- account age: **761 days**
+- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #43888: Support for BharatGen's Param2MoE model architecture](https://github.com/huggingface/transformers/pull/43888) — open
-- [PR #43752: Param2moe v4.52.3](https://github.com/huggingface/transformers/pull/43752) — closed
+- [PR #45298: Add new qwen2 5 vl](https://github.com/huggingface/transformers/pull/45298) — closed
+- [PR #45291: First pull request](https://github.com/huggingface/transformers/pull/45291) — closed
 
-### `Charly21r`
+### `eladsegal`
 
-- profile: [github.com/Charly21r](https://github.com/Charly21r)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
-- repo first seen: `2026-03-13T09:00:25Z`
-- repo last seen: `2026-03-23T16:07:50Z`
+- profile: [github.com/eladsegal](https://github.com/eladsegal)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeladsegal)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeladsegal)
+- repo first seen: `2026-04-09T05:56:31Z`
+- repo last seen: `2026-04-09T07:37:59Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3914 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45333: Add heterogeneous config support (per-layer configuration)](https://github.com/huggingface/transformers/pull/45333) — open
+- [PR #45332: Add heterogeneous model support (per-layer config and modeling)](https://github.com/huggingface/transformers/pull/45332) — open
+
+### `ErenAta16`
+
+- profile: [github.com/ErenAta16](https://github.com/ErenAta16)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AErenAta16)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AErenAta16)
+- repo first seen: `2026-03-27T13:43:38Z`
+- repo last seen: `2026-03-27T15:23:38Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **336 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **893 days**
+- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #44949: Fix: NotebookProgressCallback crash when evaluating with the Trainer](https://github.com/huggingface/transformers/pull/44949) — open
-- [PR #44658: Fix: fix Pipeline's save_pretrained method (issue #44655)](https://github.com/huggingface/transformers/pull/44658) — closed
+- [PR #45062: Add regression test for ByteLevel added-token Unicode decode corruption](https://github.com/huggingface/transformers/pull/45062) — closed
+- [PR #45060: Fix PIL backend fallback when torchvision is unavailable](https://github.com/huggingface/transformers/pull/45060) — open
+
+### `excepshenal`
+
+- profile: [github.com/excepshenal](https://github.com/excepshenal)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aexcepshenal)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aexcepshenal)
+- repo first seen: `2026-02-21T00:06:16Z`
+- repo last seen: `2026-04-06T21:11:21Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2476 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45273: fix: liger unnecessarily materializes logits in VRAM during eval, causing OOM](https://github.com/huggingface/transformers/pull/45273) — open
+- [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open
+
+### `FaizanImran-blip`
+
+- profile: [github.com/FaizanImran-blip](https://github.com/FaizanImran-blip)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AFaizanImran-blip)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AFaizanImran-blip)
+- repo first seen: `2026-03-30T19:10:48Z`
+- repo last seen: `2026-04-06T20:48:30Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **388 days**
+- recent public PR activity: **4 PRs** (1 merged / 1 closed-unmerged / 2 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45154: Pretrained-config bug(45072/huggingfacebug)](https://github.com/huggingface/transformers/pull/45154) — closed
+- [PR #45128: Fix: handle future annotations in _process_kwargs_parameters](https://github.com/huggingface/transformers/pull/45128) — open
 
 ### `guoyangzhen`
 
@@ -2768,8 +2753,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2568 days**
-- recent public PR activity: **106 PRs** (7 merged / 26 closed-unmerged / 73 open; merged rate **7%**, closed-unmerged rate **25%**, open rate **69%**)
+- account age: **2584 days**
+- recent public PR activity: **135 PRs** (10 merged / 43 closed-unmerged / 82 open; merged rate **7%**, closed-unmerged rate **32%**, open rate **61%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -2790,19 +2775,11 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- account age: **720 days**
+- recent public PR activity: **1000 PRs** (132 merged / 392 closed-unmerged / 544 open; merged rate **13%**, closed-unmerged rate **39%**, open rate **48%**)
 - public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `graphql request failed: 502 <html>
-<head><title>502 Bad Gateway</title></head>
-<body>
-<center><h1>502 Bad Gateway</h1></center>
-<hr><center>nginx</center>
-</body>
-</html>
-`
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
 
 Example artifacts:
 - [PR #44312: fix: replace 8 bare except clauses with except Exception](https://github.com/huggingface/transformers/pull/44312) — closed
@@ -2820,38 +2797,59 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
-- account age: **2847 days**
-- recent public PR activity: **86 PRs** (25 merged / 13 closed-unmerged / 48 open; merged rate **29%**, closed-unmerged rate **15%**, open rate **56%**)
+- account age: **2863 days**
+- recent public PR activity: **106 PRs** (37 merged / 16 closed-unmerged / 53 open; merged rate **35%**, closed-unmerged rate **15%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #44892: Fix AutoImageProcessor.from_pretrained failing on URL input](https://github.com/huggingface/transformers/pull/44892) — closed
 - [PR #44710: Fix AutoProcessor.from_pretrained silently dropping hub kwargs](https://github.com/huggingface/transformers/pull/44710) — closed, merged
 
-### `hf-security-analysis[bot]`
+### `jackcook`
 
-- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
-- repo first seen: `2026-03-11T15:39:30Z`
-- repo last seen: `2026-03-18T09:49:16Z`
+- profile: [github.com/jackcook](https://github.com/jackcook)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajackcook)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajackcook)
+- repo first seen: `2026-02-13T05:15:44Z`
+- repo last seen: `2026-04-11T01:47:51Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- snapshot discussion activity: **5 comments / 6 reviews / 6 review comments**
+- account age: **4651 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `HackMIT`, `mit-han-lab`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — open
+- [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
+
+### `kallewoof`
+
+- profile: [github.com/kallewoof](https://github.com/kallewoof)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akallewoof)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akallewoof)
+- repo first seen: `2026-03-24T23:50:07Z`
+- repo last seen: `2026-04-09T14:34:19Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **5832 days**
+- recent public PR activity: **6 PRs** (3 merged / 3 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #44813: chore: update pr-repo-consistency-bot.yml](https://github.com/huggingface/transformers/pull/44813) — closed
-- [PR #44599: chore: update self-comment-ci.yml](https://github.com/huggingface/transformers/pull/44599) — open
+- [PR #45235: feat/rfc/poc: Agnostic GPU](https://github.com/huggingface/transformers/pull/45235) — closed, draft
+- [PR #44980: bug-fix: do not assume torch.cuda is available when setting up norm values, even if flash linear attention is available](https://github.com/huggingface/transformers/pull/44980) — closed
 
 ### `KartikPawade`
 
@@ -2865,16 +2863,60 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **1820 days**
-- recent public PR activity: **6 PRs** (2 merged / 1 closed-unmerged / 3 open; merged rate **33%**, closed-unmerged rate **17%**, open rate **50%**)
+- account age: **1836 days**
+- recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #44518: fix: Qwen2_5_VLProcessor crashes on batched input when padding=False …](https://github.com/huggingface/transformers/pull/44518) — closed
 - [PR #44508: Fix unexpected `position_ids` keys when loading OwlViT models](https://github.com/huggingface/transformers/pull/44508) — closed, merged
 
+### `Kash6`
+
+- profile: [github.com/Kash6](https://github.com/Kash6)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKash6)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKash6)
+- repo first seen: `2026-04-01T18:07:49Z`
+- repo last seen: `2026-04-08T23:51:52Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **2220 days**
+- recent public PR activity: **6 PRs** (1 merged / 0 closed-unmerged / 5 open; merged rate **17%**, closed-unmerged rate **0%**, open rate **83%**)
+- public orgs: `CynatraDevelopers`
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
+- [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — open
+
+### `KetanP1618`
+
+- profile: [github.com/KetanP1618](https://github.com/KetanP1618)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKetanP1618)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKetanP1618)
+- repo first seen: `2026-04-06T17:41:14Z`
+- repo last seen: `2026-04-06T17:59:13Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1626 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45267: Add docstring to FFN.forward in DistilBERT](https://github.com/huggingface/transformers/pull/45267) — open
+- [PR #45266: Add docstrings to AlbertMLMHead and AlbertSOPHead forward methods](https://github.com/huggingface/transformers/pull/45266) — closed
+
 ### `kmbhattt-aws`
 
 - profile: [github.com/kmbhattt-aws](https://github.com/kmbhattt-aws)
@@ -2887,7 +2929,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **15 days**
+- account age: **31 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
@@ -2897,6 +2939,50 @@ Example artifacts:
 - [PR #44641: Conditinally passing and_mask_function arg to create_causal_mask ](https://github.com/huggingface/transformers/pull/44641) — open, draft
 - [PR #44587: Fix: Handling fused qkv result tensor slicing for tp sharded qkv weights](https://github.com/huggingface/transformers/pull/44587) — open, draft
 
+### `kmswin1`
+
+- profile: [github.com/kmswin1](https://github.com/kmswin1)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
+- repo first seen: `2026-03-09T09:03:10Z`
+- repo last seen: `2026-04-09T06:21:43Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3375 days**
+- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — open
+- [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
+
+### `knQzx`
+
+- profile: [github.com/knQzx](https://github.com/knQzx)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AknQzx)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AknQzx)
+- repo first seen: `2026-03-28T16:37:49Z`
+- repo last seen: `2026-03-28T16:40:07Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1950 days**
+- recent public PR activity: **68 PRs** (10 merged / 21 closed-unmerged / 37 open; merged rate **15%**, closed-unmerged rate **31%**, open rate **54%**)
+- public orgs: `soqa-io`
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
+
+Example artifacts:
+- [PR #45088: fix audio encoder output length formula in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45088) — closed
+- [PR #45086: fix AttributeError in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45086) — open
+
 ### `Kokonico`
 
 - profile: [github.com/Kokonico](https://github.com/Kokonico)
@@ -2909,7 +2995,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 1 review comments**
-- account age: **1545 days**
+- account age: **1561 days**
 - recent public PR activity: **4 PRs** (1 merged / 3 closed-unmerged / 0 open; merged rate **25%**, closed-unmerged rate **75%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -2919,28 +3005,6 @@ Example artifacts:
 - [PR #44400: fix: interactive terminal checks for formatting in loading_report.py](https://github.com/huggingface/transformers/pull/44400) — closed
 - [PR #44341: Fix and optimize ANSI color handling in loading report for interactive terminals](https://github.com/huggingface/transformers/pull/44341) — closed
 
-### `Krishnachaitanyakc`
-
-- profile: [github.com/Krishnachaitanyakc](https://github.com/Krishnachaitanyakc)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKrishnachaitanyakc)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKrishnachaitanyakc)
-- repo first seen: `2026-03-25T02:14:38Z`
-- repo last seen: `2026-03-25T03:18:31Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3475 days**
-- recent public PR activity: **127 PRs** (16 merged / 25 closed-unmerged / 86 open; merged rate **13%**, closed-unmerged rate **20%**, open rate **68%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #44986: fix: remove Copied from comments between @torch.jit.script and def for Python 3.13 compat](https://github.com/huggingface/transformers/pull/44986) — closed, merged
-- [PR #44985: fix: preserve rotary_pct across save/load cycle in GPTNeoX configs](https://github.com/huggingface/transformers/pull/44985) — open
-
 ### `kushalkkb`
 
 - profile: [github.com/kushalkkb](https://github.com/kushalkkb)
@@ -2953,7 +3017,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1019 days**
+- account age: **1035 days**
 - recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -2963,28 +3027,6 @@ Example artifacts:
 - [PR #44505: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44505) — closed
 - [PR #44504: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44504) — closed
 
-### `leoneperdigao`
-
-- profile: [github.com/leoneperdigao](https://github.com/leoneperdigao)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aleoneperdigao)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aleoneperdigao)
-- repo first seen: `2026-01-26T12:46:21Z`
-- repo last seen: `2026-03-24T14:10:57Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 2 reviews / 2 review comments**
-- account age: **4286 days**
-- recent public PR activity: **208 PRs** (194 merged / 6 closed-unmerged / 8 open; merged rate **93%**, closed-unmerged rate **3%**, open rate **4%**)
-- public orgs: `taoq-ai`
-- compact scores: follow-through **strong**, breadth **high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; broad repo spread**
-
-Example artifacts:
-- [PR #43771: fix: Add MXFP4 MoE/attention backward kernels](https://github.com/huggingface/transformers/pull/43771) — closed
-- [PR #43495: fix: add compatible_model_types to suppress model type mismatch warnings](https://github.com/huggingface/transformers/pull/43495) — closed, merged
-
 ### `leopold-tzafon`
 
 - profile: [github.com/leopold-tzafon](https://github.com/leopold-tzafon)
@@ -2997,8 +3039,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
-- account age: **429 days**
-- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- account age: **445 days**
+- recent public PR activity: **4 PRs** (4 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -3019,7 +3061,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **2000 days**
+- account age: **2016 days**
 - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -3029,19 +3071,41 @@ Example artifacts:
 - [PR #44294: Fix: use `TokenizersBackend` for Olmo3 to preserve custom `pre_tokenizer`](https://github.com/huggingface/transformers/pull/44294) — closed, merged
 - [PR #44254: Fix fast tokenizers overwriting custom `pre_tokenizer` from `tokenizer.json`](https://github.com/huggingface/transformers/pull/44254) — closed
 
+### `matdou`
+
+- profile: [github.com/matdou](https://github.com/matdou)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou)
+- repo first seen: `2026-03-26T23:00:35Z`
+- repo last seen: `2026-04-03T07:44:32Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1496 days**
+- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45211: [Qwen3MoE] Fix wrong return type annotation in Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45211) — closed
+- [PR #45036: [fix] BC for legacy configs with top-level rope_theta when rope_parameters is set via rope_scaling](https://github.com/huggingface/transformers/pull/45036) — closed
+
 ### `maxsloef-goodfire`
 
 - profile: [github.com/maxsloef-goodfire](https://github.com/maxsloef-goodfire)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire)
 - repo first seen: `2026-03-21T20:25:51Z`
-- repo last seen: `2026-03-23T18:45:51Z`
+- repo last seen: `2026-04-09T13:39:02Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **292 days**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **308 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -3063,8 +3127,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2093 days**
-- recent public PR activity: **7 PRs** (1 merged / 4 closed-unmerged / 2 open; merged rate **14%**, closed-unmerged rate **57%**, open rate **29%**)
+- account age: **2109 days**
+- recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
@@ -3073,28 +3137,6 @@ Example artifacts:
 - [PR #44630: Fix Qwen3.5 num_labels propagation to text_config (fix #44625)](https://github.com/huggingface/transformers/pull/44630) — closed
 - [PR #44615: Restore is_torch_fx_available for trust_remote_code backwards compatibility](https://github.com/huggingface/transformers/pull/44615) — open
 
-### `Mercury0226`
-
-- profile: [github.com/Mercury0226](https://github.com/Mercury0226)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMercury0226)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMercury0226)
-- repo first seen: `2026-02-10T11:48:59Z`
-- repo last seen: `2026-02-10T12:04:08Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **301 days**
-- recent public PR activity: **8 PRs** (0 merged / 5 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **62%**, open rate **38%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43891: tests: extend RAG retriever smoke coverage (#7715)](https://github.com/huggingface/transformers/pull/43891) — closed
-- [PR #43890: tests: add BART memory regression guard test (#6045)](https://github.com/huggingface/transformers/pull/43890) — closed
-
 ### `mmahjoub5`
 
 - profile: [github.com/mmahjoub5](https://github.com/mmahjoub5)
@@ -3107,7 +3149,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **2386 days**
+- account age: **2402 days**
 - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -3117,71 +3159,71 @@ Example artifacts:
 - [PR #44076: Refectored modeling_imagegpt.py to enable hooks to capture_outputs](https://github.com/huggingface/transformers/pull/44076) — open
 - [PR #44024: Focalnet standardized outputs](https://github.com/huggingface/transformers/pull/44024) — open
 
-### `nulone`
+### `onwp`
 
-- profile: [github.com/nulone](https://github.com/nulone)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anulone)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anulone)
-- repo first seen: `2026-02-08T07:06:47Z`
-- repo last seen: `2026-02-11T02:28:23Z`
+- profile: [github.com/onwp](https://github.com/onwp)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aonwp)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aonwp)
+- repo first seen: `2026-04-01T05:05:40Z`
+- repo last seen: `2026-04-02T12:28:44Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1261 days**
-- recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **2569 days**
+- recent public PR activity: **14 PRs** (4 merged / 1 closed-unmerged / 9 open; merged rate **29%**, closed-unmerged rate **7%**, open rate **64%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43833: fix: ensure dtype consistency in grouped_mm under autocast](https://github.com/huggingface/transformers/pull/43833) — open
-- [PR #43832: docs: remove deprecated pipeline examples from summarization and tran…](https://github.com/huggingface/transformers/pull/43832) — closed
+- [PR #45159: Add Turkish documentation: Get Started section](https://github.com/huggingface/transformers/pull/45159) — closed
+- [PR #45158: Add Turkish (tr) translation for Get Started section](https://github.com/huggingface/transformers/pull/45158) — closed, merged
 
-### `philippguevorguian`
+### `osman-akkawi`
 
-- profile: [github.com/philippguevorguian](https://github.com/philippguevorguian)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aphilippguevorguian)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aphilippguevorguian)
-- repo first seen: `2025-10-10T14:52:07Z`
-- repo last seen: `2026-03-24T22:21:36Z`
+- profile: [github.com/osman-akkawi](https://github.com/osman-akkawi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aosman-akkawi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aosman-akkawi)
+- repo first seen: `2026-03-27T17:04:14Z`
+- repo last seen: `2026-03-27T20:31:59Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 163 reviews / 163 review comments**
-- account age: **1974 days**
-- recent public PR activity: **8 PRs** (6 merged / 2 closed-unmerged / 0 open; merged rate **75%**, closed-unmerged rate **25%**, open rate **0%**)
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **820 days**
+- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #44975: fix: rebase main; clean config reads, ImageProcessor backend, misc cleanup](https://github.com/huggingface/transformers/pull/44975) — closed
-- [PR #44859: refactor: rope in model, flatten vision, rely on qwen3 backone, misc changes](https://github.com/huggingface/transformers/pull/44859) — closed
+- [PR #45076: Osman-Level Innovations: Hardware-Aware Advisor & Selective Weight Surgery CLI](https://github.com/huggingface/transformers/pull/45076) — closed
+- [PR #45066: [PR] Unique Enhancement: Transformers Model Advisor & Legacy Cleanup](https://github.com/huggingface/transformers/pull/45066) — closed
 
-### `pragnyanramtha`
+### `philippguevorguian`
 
-- profile: [github.com/pragnyanramtha](https://github.com/pragnyanramtha)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apragnyanramtha)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apragnyanramtha)
-- repo first seen: `2026-02-08T09:24:35Z`
-- repo last seen: `2026-02-21T06:24:17Z`
+- profile: [github.com/philippguevorguian](https://github.com/philippguevorguian)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aphilippguevorguian)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aphilippguevorguian)
+- repo first seen: `2025-10-10T14:52:07Z`
+- repo last seen: `2026-03-30T15:29:14Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **426 days**
-- recent public PR activity: **8 PRs** (2 merged / 2 closed-unmerged / 4 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 172 reviews / 172 review comments**
+- account age: **1990 days**
+- recent public PR activity: **8 PRs** (6 merged / 2 closed-unmerged / 0 open; merged rate **75%**, closed-unmerged rate **25%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
-- [PR #44200: fix: propagate `weights_only` param to `load_state_dict` in .bin loading path (#43782)](https://github.com/huggingface/transformers/pull/44200) — closed
-- [PR #43836: fix: wrapped TypeAdpater in string literals (for now)](https://github.com/huggingface/transformers/pull/43836) — open
+- [PR #44975: fix: rebase main; clean config reads, ImageProcessor backend, misc cleanup](https://github.com/huggingface/transformers/pull/44975) — closed
+- [PR #44859: refactor: rope in model, flatten vision, rely on qwen3 backone, misc changes](https://github.com/huggingface/transformers/pull/44859) — closed
 
 ### `r266-tech`
 
@@ -3195,8 +3237,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **184 days**
-- recent public PR activity: **139 PRs** (21 merged / 50 closed-unmerged / 68 open; merged rate **15%**, closed-unmerged rate **36%**, open rate **49%**)
+- account age: **200 days**
+- recent public PR activity: **182 PRs** (31 merged / 60 closed-unmerged / 91 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -3205,27 +3247,27 @@ Example artifacts:
 - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
 - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
 
-### `RyanMullins`
+### `sdharani91`
 
-- profile: [github.com/RyanMullins](https://github.com/RyanMullins)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
-- repo first seen: `2026-03-12T13:32:25Z`
-- repo last seen: `2026-03-12T14:47:46Z`
+- profile: [github.com/sdharani91](https://github.com/sdharani91)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
+- repo first seen: `2026-03-18T05:45:40Z`
+- repo last seen: `2026-04-03T13:00:51Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5390 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: `google-deepmind`, `PAIR-code`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- snapshot discussion activity: **13 comments / 13 reviews / 13 review comments**
+- account age: **3359 days**
+- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #44635: [Gemma] Modular-friendly buffers](https://github.com/huggingface/transformers/pull/44635) — open
-- [PR #44631: [Gemma] Update conversion scripts for Transformers v5 Comaptibility](https://github.com/huggingface/transformers/pull/44631) — closed, merged
+- [PR #45034: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels from data collator](https://github.com/huggingface/transformers/pull/45034) — open
+- [PR #44867: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels](https://github.com/huggingface/transformers/pull/44867) — closed
 
 ### `sergiopaniego`
 
@@ -3233,22 +3275,44 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
 - repo first seen: `2026-03-19T10:22:40Z`
-- repo last seen: `2026-03-20T08:38:03Z`
+- repo last seen: `2026-04-10T12:18:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3695 days**
-- recent public PR activity: **26 PRs** (18 merged / 0 closed-unmerged / 8 open; merged rate **69%**, closed-unmerged rate **0%**, open rate **31%**)
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3712 days**
+- recent public PR activity: **19 PRs** (12 merged / 0 closed-unmerged / 7 open; merged rate **63%**, closed-unmerged rate **0%**, open rate **37%**)
 - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
 - [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — open
 
+### `sharziki`
+
+- profile: [github.com/sharziki](https://github.com/sharziki)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharziki)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharziki)
+- repo first seen: `2026-04-11T02:31:44Z`
+- repo last seen: `2026-04-11T02:42:07Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **1553 days**
+- recent public PR activity: **13 PRs** (1 merged / 4 closed-unmerged / 8 open; merged rate **8%**, closed-unmerged rate **31%**, open rate **62%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45369: fix(generation): handle CUDA multinomial limit in beam search sampling](https://github.com/huggingface/transformers/pull/45369) — open
+- [PR #45368: fix(serving): resolve rust tokenizer from ProcessorMixin in streaming generation](https://github.com/huggingface/transformers/pull/45368) — open
+
 ### `shtse8`
 
 - profile: [github.com/shtse8](https://github.com/shtse8)
@@ -3261,9 +3325,9 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4287 days**
-- recent public PR activity: **162 PRs** (47 merged / 99 closed-unmerged / 16 open; merged rate **29%**, closed-unmerged rate **61%**, open rate **10%**)
-- public orgs: none visible
+- account age: **4303 days**
+- recent public PR activity: **169 PRs** (51 merged / 102 closed-unmerged / 16 open; merged rate **30%**, closed-unmerged rate **60%**, open rate **9%**)
+- public orgs: `Hypothesis-Idea`
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
 
@@ -3271,6 +3335,28 @@ Example artifacts:
 - [PR #43967: Fix AttributeError in run_classification.py when detecting multi-label data](https://github.com/huggingface/transformers/pull/43967) — open
 - [PR #43966: Fix TypeError in dot_natural_key when state_dict keys have mixed types at same position](https://github.com/huggingface/transformers/pull/43966) — closed, merged
 
+### `sirzechs66`
+
+- profile: [github.com/sirzechs66](https://github.com/sirzechs66)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asirzechs66)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asirzechs66)
+- repo first seen: `2026-03-30T12:18:41Z`
+- repo last seen: `2026-04-05T06:39:39Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
+- account age: **1240 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45118: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757)](https://github.com/huggingface/transformers/pull/45118) — open
+- [PR #45116: Add full GGUF loading support for GPT‑OSS (fixes #43366)](https://github.com/huggingface/transformers/pull/45116) — closed, draft
+
 ### `thakoreh`
 
 - profile: [github.com/thakoreh](https://github.com/thakoreh)
@@ -3283,8 +3369,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2925 days**
-- recent public PR activity: **100 PRs** (8 merged / 54 closed-unmerged / 38 open; merged rate **8%**, closed-unmerged rate **54%**, open rate **38%**)
+- account age: **2941 days**
+- recent public PR activity: **118 PRs** (10 merged / 68 closed-unmerged / 40 open; merged rate **8%**, closed-unmerged rate **58%**, open rate **34%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -3293,28 +3379,6 @@ Example artifacts:
 - [PR #44429: Fix ANSI codes emitted in loading_report when stdout is not a TTY](https://github.com/huggingface/transformers/pull/44429) — closed
 - [PR #44243: fix: add load balancing loss when output_router_logits=False](https://github.com/huggingface/transformers/pull/44243) — closed
 
-### `tohtana`
-
-- profile: [github.com/tohtana](https://github.com/tohtana)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atohtana)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atohtana)
-- repo first seen: `2026-02-08T22:04:44Z`
-- repo last seen: `2026-02-27T18:50:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
-- account age: **1827 days**
-- recent public PR activity: **35 PRs** (23 merged / 8 closed-unmerged / 4 open; merged rate **66%**, closed-unmerged rate **23%**, open rate **11%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #43964: Fix ZeRO-3 conversion-mapped checkpoint loading](https://github.com/huggingface/transformers/pull/43964) — closed
-- [PR #43847:  Fix _from_config silently skipping weight initialization under DeepSpeed ZeRO-3](https://github.com/huggingface/transformers/pull/43847) — closed
-
 ### `tonglei19961121`
 
 - profile: [github.com/tonglei19961121](https://github.com/tonglei19961121)
@@ -3327,7 +3391,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2251 days**
+- account age: **2267 days**
 - recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -3349,8 +3413,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 4 reviews / 9 review comments**
-- account age: **3456 days**
-- recent public PR activity: **37 PRs** (26 merged / 8 closed-unmerged / 3 open; merged rate **70%**, closed-unmerged rate **22%**, open rate **8%**)
+- account age: **3472 days**
+- recent public PR activity: **29 PRs** (19 merged / 7 closed-unmerged / 3 open; merged rate **66%**, closed-unmerged rate **24%**, open rate **10%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread**
@@ -3371,8 +3435,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2676 days**
-- recent public PR activity: **112 PRs** (23 merged / 50 closed-unmerged / 39 open; merged rate **21%**, closed-unmerged rate **45%**, open rate **35%**)
+- account age: **2692 days**
+- recent public PR activity: **147 PRs** (30 merged / 73 closed-unmerged / 44 open; merged rate **20%**, closed-unmerged rate **50%**, open rate **30%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
@@ -3393,7 +3457,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **1614 days**
+- account age: **1631 days**
 - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -3403,49 +3467,27 @@ Example artifacts:
 - [PR #44570: Fix missing post_processor in DebertaV2Tokenizer causing no special t…](https://github.com/huggingface/transformers/pull/44570) — closed, merged
 - [PR #44543: Fix assistant_masks for multimodal inputs in apply_chat_template](https://github.com/huggingface/transformers/pull/44543) — open
 
-### `veeceey`
-
-- profile: [github.com/veeceey](https://github.com/veeceey)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aveeceey)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aveeceey)
-- repo first seen: `2026-02-07T19:20:43Z`
-- repo last seen: `2026-02-20T08:28:05Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3034 days**
-- recent public PR activity: **603 PRs** (170 merged / 225 closed-unmerged / 208 open; merged rate **28%**, closed-unmerged rate **37%**, open rate **34%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #44170: Add GIT model support in VQA pipeline](https://github.com/huggingface/transformers/pull/44170) — closed
-- [PR #43822: Fix NameError: name 'nn' is not defined when PyTorch < 2.4](https://github.com/huggingface/transformers/pull/43822) — closed
-
-### `yousheng-chen`
+### `wilnn`
 
-- profile: [github.com/yousheng-chen](https://github.com/yousheng-chen)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayousheng-chen)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayousheng-chen)
-- repo first seen: `2026-01-27T03:43:11Z`
-- repo last seen: `2026-01-27T04:13:32Z`
+- profile: [github.com/wilnn](https://github.com/wilnn)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awilnn)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awilnn)
+- repo first seen: `2026-03-10T22:37:36Z`
+- repo last seen: `2026-04-09T23:14:20Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **703 days**
-- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **1752 days**
+- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #43516: Hub creat branch](https://github.com/huggingface/transformers/pull/43516) — closed
-- [PR #43515: New branch](https://github.com/huggingface/transformers/pull/43515) — closed
+- [PR #45353: add kwargs to all methods in the CallbackHandler class](https://github.com/huggingface/transformers/pull/45353) — closed, merged
+- [PR #44583: fix load_best_model_checkpoint_at_end do not load the best model chec…](https://github.com/huggingface/transformers/pull/44583) — closed, merged
 
 ### `yunhaoli24`
 
@@ -3459,133 +3501,224 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2203 days**
-- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
+- account age: **2220 days**
+- recent public PR activity: **6 PRs** (2 merged / 2 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #44736: fix: resolve false-positive regex warning for non-mistral models](https://github.com/huggingface/transformers/pull/44736) — closed
 - [PR #44618: fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer](https://github.com/huggingface/transformers/pull/44618) — closed
 
-### `XingweiDeng`
+### `ydshieh2`
 
-- profile: [github.com/XingweiDeng](https://github.com/XingweiDeng)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AXingweiDeng)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AXingweiDeng)
-- repo first seen: `2026-01-13T08:58:19Z`
-- repo last seen: `2026-03-20T11:23:27Z`
+- profile: [github.com/ydshieh2](https://github.com/ydshieh2)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh2)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh2)
+- repo first seen: `2025-06-12T08:51:40Z`
+- repo last seen: `2026-03-08T18:12:54Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 206 reviews / 206 review comments**
-- account age: **1821 days**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **557 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #44529: test merge queue 1](https://github.com/huggingface/transformers/pull/44529) — closed, merged
+- [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
+- [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
+
+### `molbap`
+
+- profile: [github.com/molbap](https://github.com/molbap)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
+- repo first seen: `2024-06-13T14:13:17Z`
+- repo last seen: `2026-02-23T22:27:12Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **5 PRs / 1 issues**
+- snapshot discussion activity: **19 comments / 117 reviews / 396 review comments**
+- account age: **2867 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #43767: [Model] Add PP-Chart2Table Model Support](https://github.com/huggingface/transformers/pull/43767) — closed, merged
-- [PR #43385: [Model] Add UVDoc Model Support](https://github.com/huggingface/transformers/pull/43385) — closed, merged
-- [PR #43345: [Model]  Add PP-LCNet Model Support](https://github.com/huggingface/transformers/pull/43345) — closed
+- [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
+- [PR #43762:  Widen match condition for `_can_record_outputs`](https://github.com/huggingface/transformers/pull/43762) — closed
+- [PR #43590: Remove many output_attentions and other traced outputs on 100+ models ](https://github.com/huggingface/transformers/pull/43590) — closed, merged
+- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+
+### `Deep-unlearning`
+
+- profile: [github.com/Deep-unlearning](https://github.com/Deep-unlearning)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADeep-unlearning)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADeep-unlearning)
+- repo first seen: `2024-12-11T18:43:56Z`
+- repo last seen: `2026-02-21T08:39:53Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
+- account age: **2318 days**
+- recent public PR activity: **11 PRs** (9 merged / 1 closed-unmerged / 1 open; merged rate **82%**, closed-unmerged rate **9%**, open rate **9%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #44115: [docs] fix broken chat_templating links in tasks docs](https://github.com/huggingface/transformers/pull/44115) — closed, merged
+- [PR #43865: update somes audio models](https://github.com/huggingface/transformers/pull/43865) — closed, merged
+- [PR #43413: audio text to text task guide](https://github.com/huggingface/transformers/pull/43413) — closed, merged
 
-### `vaibhav-research`
+### `lashahub`
 
-- profile: [github.com/vaibhav-research](https://github.com/vaibhav-research)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avaibhav-research)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avaibhav-research)
-- repo first seen: `2026-01-04T22:59:05Z`
-- repo last seen: `2026-01-29T17:27:09Z`
+- profile: [github.com/lashahub](https://github.com/lashahub)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
+- repo first seen: `2026-01-08T16:47:50Z`
+- repo last seen: `2026-03-24T18:00:09Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 34 reviews / 34 review comments**
-- account age: **3306 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- snapshot discussion activity: **6 comments / 7 reviews / 7 review comments**
+- account age: **3332 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #43603: Fix unintended Hub metadata calls from _patch_mistral_regex](https://github.com/huggingface/transformers/pull/43603) — open
-- [PR #43398: Fix: adding pad_token_id in Qwen3VLTextConfig](https://github.com/huggingface/transformers/pull/43398) — closed, merged
-- [PR #43314: 43125: Ensure correct checkpoint saving behavior by simplifying Trainer.save_model parallelism logic](https://github.com/huggingface/transformers/pull/43314) — closed, merged
+- [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open, draft
+- [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
+- [PR #43458: Add Music Flamingo support to Audio Flamingo 3](https://github.com/huggingface/transformers/pull/43458) — closed
 
-### `sbucaille`
+### `Aravind-11`
 
-- profile: [github.com/sbucaille](https://github.com/sbucaille)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asbucaille)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asbucaille)
-- repo first seen: `2025-03-21T22:28:16Z`
-- repo last seen: `2026-03-22T15:36:54Z`
+- profile: [github.com/Aravind-11](https://github.com/Aravind-11)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAravind-11)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAravind-11)
+- repo first seen: `2025-11-10T23:38:23Z`
+- repo last seen: `2026-04-09T15:42:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **3 PRs / 3 issues**
-- snapshot discussion activity: **9 comments / 97 reviews / 98 review comments**
-- account age: **3402 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 14 reviews / 14 review comments**
+- account age: **2798 days**
+- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
+- [PR #42497: Add `skip_post_init` flag](https://github.com/huggingface/transformers/pull/42497) — closed, draft
+- [PR #42136: Sdpa for owlvit](https://github.com/huggingface/transformers/pull/42136) — closed, merged
+
+### `githubnemo`
+
+- profile: [github.com/githubnemo](https://github.com/githubnemo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agithubnemo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agithubnemo)
+- repo first seen: `2026-01-26T11:34:05Z`
+- repo last seen: `2026-04-09T15:30:30Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 1 reviews / 2 review comments**
+- account age: **5821 days**
+- recent public PR activity: **10 PRs** (7 merged / 1 closed-unmerged / 2 open; merged rate **70%**, closed-unmerged rate **10%**, open rate **20%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #43527: fix: return labels instead of label in reduce_label method in BeitImageProcessorFast](https://github.com/huggingface/transformers/pull/43527) — closed, merged
-- [PR #42978: Add ViT NEPA](https://github.com/huggingface/transformers/pull/42978) — open
-- [PR #36895: Add RF-DETR](https://github.com/huggingface/transformers/pull/36895) — open
-- [Issue #44404: Bring Loss classes back to modeling file and leverage modular](https://github.com/huggingface/transformers/issues/44404) — open
-- [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
-- [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
+- [PR #44772: bitsandbytes: Update links and docs](https://github.com/huggingface/transformers/pull/44772) — open
+- [PR #43681: Fix T5 v1.1 detection](https://github.com/huggingface/transformers/pull/43681) — closed, merged
+- [PR #43494: Fix loading of Qwen3 FP8](https://github.com/huggingface/transformers/pull/43494) — closed, merged
 
-### `casinca`
+### `lordaarush`
 
-- profile: [github.com/casinca](https://github.com/casinca)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
-- repo first seen: `2025-12-10T12:31:18Z`
-- repo last seen: `2026-03-24T08:42:55Z`
+- profile: [github.com/lordaarush](https://github.com/lordaarush)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alordaarush)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alordaarush)
+- repo first seen: `2026-02-03T14:43:03Z`
+- repo last seen: `2026-02-12T21:10:20Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2604 days**
-- recent public PR activity: **19 PRs** (19 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
+- account age: **2138 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #43951: Fix AttributeError for remote models with trust_remote_code=True](https://github.com/huggingface/transformers/pull/43951) — closed
+- [PR #43770: Remove unconditional train_batch_size assignment](https://github.com/huggingface/transformers/pull/43770) — closed, merged
+- [PR #43718: Fix resume_from_checkpoint ignoring user's batch size configuration](https://github.com/huggingface/transformers/pull/43718) — closed
+
+### `Olexandr88`
+
+- profile: [github.com/Olexandr88](https://github.com/Olexandr88)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOlexandr88)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOlexandr88)
+- repo first seen: `2025-12-26T13:28:31Z`
+- repo last seen: `2026-03-13T11:08:13Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1616 days**
+- recent public PR activity: **62 PRs** (14 merged / 14 closed-unmerged / 34 open; merged rate **23%**, closed-unmerged rate **23%**, open rate **55%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
 
 Example artifacts:
-- [PR #43947: fix: Better weight decay exclusion in `run_*_no‑trainer.py` examples](https://github.com/huggingface/transformers/pull/43947) — closed, merged
-- [PR #42931: docs: Squared ReLU paper fix](https://github.com/huggingface/transformers/pull/42931) — closed, merged
-- [PR #42769: Fix weight decay exclusions in `run_*_no‑trainer.py` examples](https://github.com/huggingface/transformers/pull/42769) — closed, merged
+- [PR #44659: docs: remove outdated use_diff docstring from DistributedConfig.to_js…](https://github.com/huggingface/transformers/pull/44659) — open
+- [PR #43544: Fix typos in add_new_model_like docstrings](https://github.com/huggingface/transformers/pull/43544) — closed, merged
+- [PR #43050: Fix safe _file_ access in CLIP lazy module](https://github.com/huggingface/transformers/pull/43050) — closed
 
-### `zhang-prog`
+### `MHRDYN7`
 
-- profile: [github.com/zhang-prog](https://github.com/zhang-prog)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog)
-- repo first seen: `2025-12-23T11:18:14Z`
-- repo last seen: `2026-03-20T11:36:01Z`
+- profile: [github.com/MHRDYN7](https://github.com/MHRDYN7)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMHRDYN7)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMHRDYN7)
+- repo first seen: `2025-08-04T17:37:52Z`
+- repo last seen: `2026-04-10T19:51:57Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 296 reviews / 297 review comments**
-- account age: **2052 days**
-- recent public PR activity: **27 PRs** (23 merged / 1 closed-unmerged / 3 open; merged rate **85%**, closed-unmerged rate **4%**, open rate **11%**)
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
+- snapshot discussion activity: **13 comments / 44 reviews / 44 review comments**
+- account age: **1308 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44808: [Model] Add PP-OCRv5_server_rec and  PP-OCRv5_mobile_rec models Support](https://github.com/huggingface/transformers/pull/44808) — closed, merged
-- [PR #43098: [Model] Add PP-DocLayoutV3 Model Support](https://github.com/huggingface/transformers/pull/43098) — closed, merged
-- [PR #43018: [Model] Add PP-DocLayoutV2 Model Support](https://github.com/huggingface/transformers/pull/43018) — closed, merged
+- [PR #43973: Add lfm2.5 audio](https://github.com/huggingface/transformers/pull/43973) — open, draft
+- [PR #39895: Add Videoprism](https://github.com/huggingface/transformers/pull/39895) — open
+- [Issue #45341: A little bug in testing_utils.py](https://github.com/huggingface/transformers/issues/45341) — open
+- [Issue #43909: Add LFM2.5 Audio 1.5B](https://github.com/huggingface/transformers/issues/43909) — open
 
 ### `merveenoyan`
 
@@ -3599,10 +3732,10 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 3 reviews / 19 review comments**
-- account age: **2438 days**
-- recent public PR activity: **12 PRs** (9 merged / 0 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- account age: **2455 days**
+- recent public PR activity: **15 PRs** (12 merged / 2 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **13%**, open rate **7%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
@@ -3610,28 +3743,51 @@ Example artifacts:
 - [PR #43442: add trackio to training notebooks](https://github.com/huggingface/transformers/pull/43442) — closed, merged
 - [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — open
 
-### `MHRDYN7`
+### `pavel-esir`
 
-- profile: [github.com/MHRDYN7](https://github.com/MHRDYN7)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMHRDYN7)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMHRDYN7)
-- repo first seen: `2025-08-04T17:37:52Z`
-- repo last seen: `2026-03-12T10:08:48Z`
+- profile: [github.com/pavel-esir](https://github.com/pavel-esir)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apavel-esir)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apavel-esir)
+- repo first seen: `2026-02-09T11:45:22Z`
+- repo last seen: `2026-02-25T08:02:29Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **9 comments / 24 reviews / 24 review comments**
-- account age: **1291 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **4559 days**
+- recent public PR activity: **12 PRs** (8 merged / 1 closed-unmerged / 3 open; merged rate **67%**, closed-unmerged rate **8%**, open rate **25%**)
 - public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #43911: add Llama to mapping names in tokenization_auto.py](https://github.com/huggingface/transformers/pull/43911) — open
+- [PR #43860: Update ModelType for Unigram tokenizer](https://github.com/huggingface/transformers/pull/43860) — closed, merged
+- [Issue #43975: `deepseek-ai/deepseek-coder-6.7b-instruct` incorrectly detokenizes in v5](https://github.com/huggingface/transformers/issues/43975) — closed
+
+### `thisisiron`
+
+- profile: [github.com/thisisiron](https://github.com/thisisiron)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
+- repo first seen: `2025-08-20T15:17:54Z`
+- repo last seen: `2026-04-10T17:47:38Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **3 comments / 14 reviews / 14 review comments**
+- account age: **3442 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: `ai-rush-2019`, `bcaitech1`, `ml-zip`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43973: Add lfm2.5 audio](https://github.com/huggingface/transformers/pull/43973) — open, draft
-- [PR #39895: Add Videoprism](https://github.com/huggingface/transformers/pull/39895) — open
-- [Issue #43909: Add LFM2.5 Audio 1.5B](https://github.com/huggingface/transformers/issues/43909) — open
+- [PR #45075: Add Deepseek-OCR-2 model](https://github.com/huggingface/transformers/pull/45075) — open
+- [PR #40321: [WIP] Add Ovis2.5 ](https://github.com/huggingface/transformers/pull/40321) — closed
+- [Issue #45177: add DeepSeek-OCR2](https://github.com/huggingface/transformers/issues/45177) — open
 
 ### `ethanknights`
 
@@ -3645,11 +3801,11 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3034 days**
-- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
+- account age: **3050 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #44268: chore: fixes in `Trainer` class docs (`compute_loss` & `hyperparameter_search`)](https://github.com/huggingface/transformers/pull/44268) — closed, merged
@@ -3661,44 +3817,22 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
 - repo first seen: `2025-11-26T16:41:09Z`
-- repo last seen: `2026-03-25T15:02:57Z`
+- repo last seen: `2026-04-10T21:48:56Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 10 reviews / 10 review comments**
-- account age: **4187 days**
-- recent public PR activity: **8 PRs** (0 merged / 5 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **62%**, open rate **38%**)
+- snapshot discussion activity: **22 comments / 13 reviews / 13 review comments**
+- account age: **4203 days**
+- recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
 - public orgs: `systers`, `crowdresearch`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — open
+- [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
 - [PR #42428: logic to select tf32 API as per Pytorch version](https://github.com/huggingface/transformers/pull/42428) — closed, merged
 
-### `KoichiYasuoka`
-
-- profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
-- repo first seen: `2026-01-21T06:14:39Z`
-- repo last seen: `2026-03-13T04:23:11Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3817 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44621: pipelines do not have modelcard](https://github.com/huggingface/transformers/pull/44621) — closed, merged
-- [PR #43387: model_inputs should have the same dtype](https://github.com/huggingface/transformers/pull/43387) — closed
-
 ### `lmaksym`
 
 - profile: [github.com/lmaksym](https://github.com/lmaksym)
@@ -3711,7 +3845,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
-- account age: **4091 days**
+- account age: **4107 days**
 - recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -3721,49 +3855,27 @@ Example artifacts:
 - [PR #44171: Parakeet tdt](https://github.com/huggingface/transformers/pull/44171) — open
 - [PR #43357: Add Parakeet TDT model support](https://github.com/huggingface/transformers/pull/43357) — closed
 
-### `LuJunru`
-
-- profile: [github.com/LuJunru](https://github.com/LuJunru)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALuJunru)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALuJunru)
-- repo first seen: `2026-01-08T10:02:59Z`
-- repo last seen: `2026-01-29T08:11:40Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 33 reviews / 33 review comments**
-- account age: **3202 days**
-- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #43578: Update test of Youtu-LLM to pr-aligned repos](https://github.com/huggingface/transformers/pull/43578) — closed, merged
-- [PR #43166: Add Youtu-LLM model](https://github.com/huggingface/transformers/pull/43166) — closed, merged
-
-### `sherlock-488`
+### `pragnyanramtha`
 
-- profile: [github.com/sherlock-488](https://github.com/sherlock-488)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asherlock-488)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asherlock-488)
-- repo first seen: `2026-01-23T20:57:06Z`
-- repo last seen: `2026-01-24T21:37:07Z`
+- profile: [github.com/pragnyanramtha](https://github.com/pragnyanramtha)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apragnyanramtha)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apragnyanramtha)
+- repo first seen: `2026-02-08T09:24:35Z`
+- repo last seen: `2026-02-21T06:24:17Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1064 days**
-- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- account age: **443 days**
+- recent public PR activity: **8 PRs** (3 merged / 3 closed-unmerged / 2 open; merged rate **38%**, closed-unmerged rate **38%**, open rate **25%**)
 - public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #43468: RagTokenizer: add encode and patch_token(_id) forwarding](https://github.com/huggingface/transformers/pull/43468) — closed
-- [PR #43456: Fix TapasTokenizer table tokenization for empty string cells](https://github.com/huggingface/transformers/pull/43456) — closed
+- [PR #44200: fix: propagate `weights_only` param to `load_state_dict` in .bin loading path (#43782)](https://github.com/huggingface/transformers/pull/44200) — closed
+- [PR #43836: fix: wrapped TypeAdpater in string literals (for now)](https://github.com/huggingface/transformers/pull/43836) — open
 
 ### `Siddhartha7340`
 
@@ -3777,16 +3889,128 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1455 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- account age: **1472 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
 - [PR #44072: refactor efficientnet output tracing with @capture_outputs and @can_r…](https://github.com/huggingface/transformers/pull/44072) — open
 - [PR #43331: docs(yoso): fix and stabilize doctest for YOSO](https://github.com/huggingface/transformers/pull/43331) — closed
 
+### `tohtana`
+
+- profile: [github.com/tohtana](https://github.com/tohtana)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atohtana)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atohtana)
+- repo first seen: `2026-02-08T22:04:44Z`
+- repo last seen: `2026-02-27T18:50:02Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
+- account age: **1844 days**
+- recent public PR activity: **31 PRs** (22 merged / 4 closed-unmerged / 5 open; merged rate **71%**, closed-unmerged rate **13%**, open rate **16%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #43964: Fix ZeRO-3 conversion-mapped checkpoint loading](https://github.com/huggingface/transformers/pull/43964) — closed
+- [PR #43847:  Fix _from_config silently skipping weight initialization under DeepSpeed ZeRO-3](https://github.com/huggingface/transformers/pull/43847) — closed
+
+### `vasanthrpjan1-boop`
+
+- profile: [github.com/vasanthrpjan1-boop](https://github.com/vasanthrpjan1-boop)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasanthrpjan1-boop)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasanthrpjan1-boop)
+- repo first seen: `2026-02-08T14:25:35Z`
+- repo last seen: `2026-03-27T11:31:10Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **249 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
+- [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
+
+### `veeceey`
+
+- profile: [github.com/veeceey](https://github.com/veeceey)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aveeceey)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aveeceey)
+- repo first seen: `2026-02-07T19:20:43Z`
+- repo last seen: `2026-02-20T08:28:05Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3051 days**
+- recent public PR activity: **309 PRs** (88 merged / 92 closed-unmerged / 129 open; merged rate **28%**, closed-unmerged rate **30%**, open rate **42%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #44170: Add GIT model support in VQA pipeline](https://github.com/huggingface/transformers/pull/44170) — closed
+- [PR #43822: Fix NameError: name 'nn' is not defined when PyTorch < 2.4](https://github.com/huggingface/transformers/pull/43822) — closed
+
+### `baonudesifeizhai`
+
+- profile: [github.com/baonudesifeizhai](https://github.com/baonudesifeizhai)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abaonudesifeizhai)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abaonudesifeizhai)
+- repo first seen: `2026-02-10T01:32:32Z`
+- repo last seen: `2026-04-02T07:59:13Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- account age: **1776 days**
+- recent public PR activity: **14 PRs** (1 merged / 4 closed-unmerged / 9 open; merged rate **7%**, closed-unmerged rate **29%**, open rate **64%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45097: Add old InternVL2-1B/2B support to the InternVL conversion script #45092](https://github.com/huggingface/transformers/pull/45097) — open
+- [Issue #45092: [Bug] Old InternVL2 remote-code checkpoints are incompatible with Transformers v5 meta initialization](https://github.com/huggingface/transformers/issues/45092) — open
+- [Issue #43874: [GLM46V] Glm46VImageProcessorFast missing get_number_of_image_patches breaks _get_num_multimodal_tokens (AttributeError)](https://github.com/huggingface/transformers/issues/43874) — closed
+
+### `bigshanedogg`
+
+- profile: [github.com/bigshanedogg](https://github.com/bigshanedogg)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abigshanedogg)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abigshanedogg)
+- repo first seen: `2026-03-23T19:34:30Z`
+- repo last seen: `2026-04-10T08:48:31Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **14 comments / 8 reviews / 10 review comments**
+- account age: **3668 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #44956: Add HyperCLOVAX SEED Think 14B](https://github.com/huggingface/transformers/pull/44956) — open
+- [Issue #45099: add HyperCLOVA X SEED Vision Instruct 3B](https://github.com/huggingface/transformers/issues/45099) — open
+- [Issue #44957: Add HyperCLOVA X SEED Think 14B](https://github.com/huggingface/transformers/issues/44957) — open
+
 ### `ouroborosscr`
 
 - profile: [github.com/ouroborosscr](https://github.com/ouroborosscr)
@@ -3799,7 +4023,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **1945 days**
+- account age: **1962 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -3822,8 +4046,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
-- account age: **1766 days**
-- recent public PR activity: **33 PRs** (11 merged / 5 closed-unmerged / 17 open; merged rate **33%**, closed-unmerged rate **15%**, open rate **52%**)
+- account age: **1783 days**
+- recent public PR activity: **32 PRs** (11 merged / 7 closed-unmerged / 14 open; merged rate **34%**, closed-unmerged rate **22%**, open rate **44%**)
 - public orgs: `kubeflow`, `opendatahub-io`, `red-hat-data-services`, `CareerPod`, `instructlab-public`, `Kubeflow-Commons-Hub`
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; no visible non-self stars**
@@ -3844,11 +4068,11 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **854 days**
-- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
+- account age: **870 days**
+- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #44207: Fix LASR feature extractor regression from invalid center argument](https://github.com/huggingface/transformers/pull/44207) — closed, merged
@@ -3866,11 +4090,11 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1124 days**
-- recent public PR activity: **9 PRs** (4 merged / 1 closed-unmerged / 4 open; merged rate **44%**, closed-unmerged rate **11%**, open rate **44%**)
+- account age: **1140 days**
+- recent public PR activity: **9 PRs** (5 merged / 2 closed-unmerged / 2 open; merged rate **56%**, closed-unmerged rate **22%**, open rate **22%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
+- heuristic read: **—**
 
 Example artifacts:
 - [PR #44535: Fix crash in Qwen2_5_VLProcessor when using batched input with padding=False](https://github.com/huggingface/transformers/pull/44535) — open
@@ -3878,69 +4102,25 @@ Example artifacts:
 
 ### `andylizf`
 
-- profile: [github.com/andylizf](https://github.com/andylizf)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandylizf)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandylizf)
-- repo first seen: `2026-03-24T04:53:11Z`
-- repo last seen: `2026-03-24T15:46:44Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3255 days**
-- recent public PR activity: **19 PRs** (17 merged / 1 closed-unmerged / 1 open; merged rate **89%**, closed-unmerged rate **5%**, open rate **5%**)
-- public orgs: `KEEER`, `leann-ai`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44973: Fix max_seqlen type in vision attention for torch.compile + FA2](https://github.com/huggingface/transformers/pull/44973) — open
-- [Issue #44962: Qwen3VL/Qwen2.5VL VisionAttention breaks torch.compile with flash_attention_2](https://github.com/huggingface/transformers/issues/44962) — open
-
-### `ariG23498`
-
-- profile: [github.com/ariG23498](https://github.com/ariG23498)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AariG23498)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AariG23498)
-- repo first seen: `2026-01-27T07:23:19Z`
-- repo last seen: `2026-02-12T09:21:30Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2949 days**
-- recent public PR activity: **12 PRs** (12 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: `IEEE-EDS-NSEC`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #43518: [Kernels] kernel migration updates for activation kernels](https://github.com/huggingface/transformers/pull/43518) — closed, merged
-- [Issue #43939: Better regex in `build_glob_alternation` method](https://github.com/huggingface/transformers/issues/43939) — closed
-
-### `bigshanedogg`
-
-- profile: [github.com/bigshanedogg](https://github.com/bigshanedogg)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abigshanedogg)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abigshanedogg)
-- repo first seen: `2026-03-23T19:34:30Z`
-- repo last seen: `2026-03-25T15:45:28Z`
+- profile: [github.com/andylizf](https://github.com/andylizf)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandylizf)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandylizf)
+- repo first seen: `2026-03-24T04:53:11Z`
+- repo last seen: `2026-03-24T15:46:44Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **3651 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3272 days**
+- recent public PR activity: **14 PRs** (12 merged / 1 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
+- public orgs: `KEEER`, `leann-ai`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #44956: [WIP] Add HyperCLOVAX model](https://github.com/huggingface/transformers/pull/44956) — open, draft
-- [Issue #44957: Add HyperCLOVA X SEED Think 14B](https://github.com/huggingface/transformers/issues/44957) — open
+- [PR #44973: Fix max_seqlen type in vision attention for torch.compile + FA2](https://github.com/huggingface/transformers/pull/44973) — open
+- [Issue #44962: Qwen3VL/Qwen2.5VL VisionAttention breaks torch.compile with flash_attention_2](https://github.com/huggingface/transformers/issues/44962) — open
 
 ### `BSchilperoort`
 
@@ -3954,7 +4134,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **3987 days**
+- account age: **4003 days**
 - recent public PR activity: **14 PRs** (12 merged / 1 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
 - public orgs: `eWaterCycle`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -3970,14 +4150,14 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButanium)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButanium)
 - repo first seen: `2026-03-25T01:39:23Z`
-- repo last seen: `2026-03-25T17:45:02Z`
+- repo last seen: `2026-03-26T16:44:22Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2373 days**
-- recent public PR activity: **31 PRs** (18 merged / 4 closed-unmerged / 9 open; merged rate **58%**, closed-unmerged rate **13%**, open rate **29%**)
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **2389 days**
+- recent public PR activity: **29 PRs** (20 merged / 3 closed-unmerged / 6 open; merged rate **69%**, closed-unmerged rate **10%**, open rate **21%**)
 - public orgs: `ndif-team`
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread**
@@ -3986,27 +4166,27 @@ Example artifacts:
 - [PR #44984: Fix `maybe_autocast` crashing on meta device tensors](https://github.com/huggingface/transformers/pull/44984) — closed, merged
 - [Issue #44995: [Bug] GlmMoeDsa crashes on second forward pass — stale indexer cache](https://github.com/huggingface/transformers/issues/44995) — open
 
-### `charlieJ107`
+### `caiovicentino`
 
-- profile: [github.com/charlieJ107](https://github.com/charlieJ107)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AcharlieJ107)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AcharlieJ107)
-- repo first seen: `2026-01-26T01:26:15Z`
-- repo last seen: `2026-01-26T01:32:08Z`
+- profile: [github.com/caiovicentino](https://github.com/caiovicentino)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acaiovicentino)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acaiovicentino)
+- repo first seen: `2026-04-03T01:52:14Z`
+- repo last seen: `2026-04-11T12:45:36Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2780 days**
-- recent public PR activity: **8 PRs** (8 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: `Future-Scholars`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- account age: **464 days**
+- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #43480: fix(Phi4Multimodal): Fix incorrect default vision/audio config initialization in Phi4MultimodalConfig](https://github.com/huggingface/transformers/pull/43480) — closed, merged
-- [Issue #43479: Phi4MultimodalConfig incorrectly initializes default vision/audio configs when passed as None](https://github.com/huggingface/transformers/issues/43479) — closed
+- [PR #45364: Add PolarQuant backend to QuantizedCache (Hadamard-rotated Lloyd-Max)](https://github.com/huggingface/transformers/pull/45364) — closed, draft
+- [Issue #45203: Add PolarQuant quantization: Hadamard-rotated Lloyd-Max optimal weights + KV cache](https://github.com/huggingface/transformers/issues/45203) — open
 
 ### `cjkindel`
 
@@ -4014,35 +4194,57 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acjkindel)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acjkindel)
 - repo first seen: `2026-03-24T21:01:11Z`
-- repo last seen: `2026-03-25T18:27:51Z`
+- repo last seen: `2026-04-01T20:14:37Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **4167 days**
-- recent public PR activity: **92 PRs** (84 merged / 6 closed-unmerged / 2 open; merged rate **91%**, closed-unmerged rate **7%**, open rate **2%**)
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **4183 days**
+- recent public PR activity: **104 PRs** (94 merged / 8 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **8%**, open rate **2%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread**
+- heuristic read: **extremely high recent PR volume; very broad repo spread**
 
 Example artifacts:
 - [PR #44978: fix: handle absent sys.modules entry in modeling_utils](https://github.com/huggingface/transformers/pull/44978) — closed
 - [Issue #45003: modeling_utils unsafely accesses sys.modules[]](https://github.com/huggingface/transformers/issues/45003) — open
 
+### `danielquintas8`
+
+- profile: [github.com/danielquintas8](https://github.com/danielquintas8)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adanielquintas8)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adanielquintas8)
+- repo first seen: `2026-03-30T16:23:11Z`
+- repo last seen: `2026-03-30T16:33:07Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2013 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45124: [Qwen3.5 MoE] Add _tp_plan to ForConditionalGeneration](https://github.com/huggingface/transformers/pull/45124) — closed, merged
+- [Issue #45125: Qwen3_5MoeForConditionalGeneration missing _tp_plan for tensor parallelism](https://github.com/huggingface/transformers/issues/45125) — closed
+
 ### `DogWala`
 
 - profile: [github.com/DogWala](https://github.com/DogWala)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADogWala)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADogWala)
 - repo first seen: `2026-03-12T15:47:16Z`
-- repo last seen: `2026-03-13T14:50:41Z`
+- repo last seen: `2026-04-02T14:14:47Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **1310 days**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **1326 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4064,7 +4266,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **1346 days**
+- account age: **1362 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4074,27 +4276,49 @@ Example artifacts:
 - [PR #44116: [WIP] [Flaubert] Refactor output tracing to decorator-based interface](https://github.com/huggingface/transformers/pull/44116) — open
 - [Issue #44121: [Model Request] Add OpenAI Weight-Sparse Transformer (circuit-sparsity / circuitgpt)](https://github.com/huggingface/transformers/issues/44121) — open
 
-### `fschlatt`
+### `florian6973`
+
+- profile: [github.com/florian6973](https://github.com/florian6973)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aflorian6973)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aflorian6973)
+- repo first seen: `2026-04-07T23:31:43Z`
+- repo last seen: `2026-04-09T17:24:39Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **2044 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45349: Fix #45305 + add regression test GAS](https://github.com/huggingface/transformers/pull/45349) — open
+- [Issue #45305: Gradients not averaged by GAS when using DeepSpeed + model_accepts_loss_kwargs=True (Qwen3, Llama3, etc.)](https://github.com/huggingface/transformers/issues/45305) — open
+
+### `Fr0do`
 
-- profile: [github.com/fschlatt](https://github.com/fschlatt)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afschlatt)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afschlatt)
-- repo first seen: `2026-02-01T09:46:55Z`
-- repo last seen: `2026-02-03T13:52:17Z`
+- profile: [github.com/Fr0do](https://github.com/Fr0do)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AFr0do)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AFr0do)
+- repo first seen: `2026-03-27T19:19:16Z`
+- repo last seen: `2026-03-27T19:21:01Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3431 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: `webis-de`, `causenet-org`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3910 days**
+- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
-- [PR #43669: fix norm_eps dtype](https://github.com/huggingface/transformers/pull/43669) — closed, merged
-- [Issue #43668: ModernBERTConfig `norm_eps` type hint is incorrect](https://github.com/huggingface/transformers/issues/43668) — closed
+- [PR #45069: Fix TypeError in rope validation when ignore_keys is a list](https://github.com/huggingface/transformers/pull/45069) — closed, merged
+- [Issue #45068: TypeError in rope validation: set -= list when config loaded from JSON](https://github.com/huggingface/transformers/issues/45068) — closed
 
 ### `gh-wf`
 
@@ -4108,7 +4332,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1314 days**
+- account age: **1330 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4118,6 +4342,72 @@ Example artifacts:
 - [PR #44862: fix: handle list-type _tied_weights_keys in _get_tied_weight_keys](https://github.com/huggingface/transformers/pull/44862) — closed
 - [Issue #44861: _get_tied_weight_keys crashes with AttributeError when _tied_weights_keys is a list](https://github.com/huggingface/transformers/issues/44861) — closed
 
+### `HallerPatrick`
+
+- profile: [github.com/HallerPatrick](https://github.com/HallerPatrick)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHallerPatrick)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHallerPatrick)
+- repo first seen: `2026-03-31T14:44:05Z`
+- repo last seen: `2026-03-31T20:19:29Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3468 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45148: Allow for all layers in Qwen3.5 architecture to be Gated Deltanet.](https://github.com/huggingface/transformers/pull/45148) — closed
+- [Issue #45146: Allow for "pure" linear attention based Qwen3.5 models](https://github.com/huggingface/transformers/issues/45146) — closed
+
+### `HanFa`
+
+- profile: [github.com/HanFa](https://github.com/HanFa)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHanFa)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHanFa)
+- repo first seen: `2026-03-29T04:06:21Z`
+- repo last seen: `2026-03-29T04:21:29Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3531 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `kubernetes`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45094: fix: prefer registered config over remote code in AutoConfig.from_pretrained](https://github.com/huggingface/transformers/pull/45094) — closed, merged
+- [Issue #45093: AutoConfig.register() ignored when trust_remote_code=True and auto_map is present](https://github.com/huggingface/transformers/issues/45093) — closed
+
+### `inisis`
+
+- profile: [github.com/inisis](https://github.com/inisis)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ainisis)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ainisis)
+- repo first seen: `2026-03-24T02:42:32Z`
+- repo last seen: `2026-03-26T11:45:17Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **2665 days**
+- recent public PR activity: **17 PRs** (14 merged / 1 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **6%**, open rate **12%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45016: fix: glm5 inference bug](https://github.com/huggingface/transformers/pull/45016) — closed
+- [Issue #44960: GLM5](https://github.com/huggingface/transformers/issues/44960) — open
+
 ### `IvanFan-Van`
 
 - profile: [github.com/IvanFan-Van](https://github.com/IvanFan-Van)
@@ -4130,8 +4420,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1525 days**
-- recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
+- account age: **1541 days**
+- recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **—**
@@ -4140,6 +4430,28 @@ Example artifacts:
 - [PR #44872: Fix: Update outdated sampler comment in generation/utils.py](https://github.com/huggingface/transformers/pull/44872) — open
 - [Issue #44871: [Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]](https://github.com/huggingface/transformers/issues/44871) — closed
 
+### `jesperschlegel`
+
+- profile: [github.com/jesperschlegel](https://github.com/jesperschlegel)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajesperschlegel)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajesperschlegel)
+- repo first seen: `2026-04-07T17:51:38Z`
+- repo last seen: `2026-04-07T17:52:26Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3700 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45294: feat: add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45294) — open
+- [Issue #45295: Support Sequence Classification for Gemma 4 Models](https://github.com/huggingface/transformers/issues/45295) — open
+
 ### `jmriosal`
 
 - profile: [github.com/jmriosal](https://github.com/jmriosal)
@@ -4152,7 +4464,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **336 days**
+- account age: **352 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4174,7 +4486,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2825 days**
+- account age: **2841 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4184,28 +4496,6 @@ Example artifacts:
 - [PR #44958: fixed import error with PILImageResampling](https://github.com/huggingface/transformers/pull/44958) — open
 - [Issue #44933: Nonexistant import from image_utils](https://github.com/huggingface/transformers/issues/44933) — open
 
-### `kevinli573`
-
-- profile: [github.com/kevinli573](https://github.com/kevinli573)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akevinli573)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akevinli573)
-- repo first seen: `2026-02-03T17:53:47Z`
-- repo last seen: `2026-03-03T02:27:54Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
-- account age: **2343 days**
-- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #43778: Mamba-1/-2 init weights in mixer class](https://github.com/huggingface/transformers/pull/43778) — closed, merged
-- [Issue #43717: init_weights usage in Mamba and Mamba-2](https://github.com/huggingface/transformers/issues/43717) — closed
-
 ### `lhallee`
 
 - profile: [github.com/lhallee](https://github.com/lhallee)
@@ -4218,8 +4508,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1987 days**
-- recent public PR activity: **15 PRs** (14 merged / 0 closed-unmerged / 1 open; merged rate **93%**, closed-unmerged rate **0%**, open rate **7%**)
+- account age: **2004 days**
+- recent public PR activity: **11 PRs** (10 merged / 0 closed-unmerged / 1 open; merged rate **91%**, closed-unmerged rate **0%**, open rate **9%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
@@ -4240,7 +4530,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **3008 days**
+- account age: **3025 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -4262,7 +4552,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
-- account age: **3745 days**
+- account age: **3762 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -4284,16 +4574,38 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1750 days**
-- recent public PR activity: **178 PRs** (22 merged / 42 closed-unmerged / 114 open; merged rate **12%**, closed-unmerged rate **24%**, open rate **64%**)
+- account age: **1766 days**
+- recent public PR activity: **234 PRs** (36 merged / 77 closed-unmerged / 121 open; merged rate **15%**, closed-unmerged rate **33%**, open rate **52%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #44735: Fix tensor indexing crash in serve generate_response KV cache continuation](https://github.com/huggingface/transformers/pull/44735) — closed, merged
 - [Issue #44734: `transformers serve`: /v1/responses crashes on KV cache continuation due to wrong tensor indexing](https://github.com/huggingface/transformers/issues/44734) — closed
 
+### `masoudpz`
+
+- profile: [github.com/masoudpz](https://github.com/masoudpz)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amasoudpz)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amasoudpz)
+- repo first seen: `2026-04-02T00:31:07Z`
+- repo last seen: `2026-04-02T00:47:45Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **4672 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45176: added efficietvitsam model to HF](https://github.com/huggingface/transformers/pull/45176) — open
+- [Issue #45175: Feature request: Add EfficientViT-SAM (efficientvitsam) to Transformers](https://github.com/huggingface/transformers/issues/45175) — open
+
 ### `medhakimbedhief`
 
 - profile: [github.com/medhakimbedhief](https://github.com/medhakimbedhief)
@@ -4306,7 +4618,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2218 days**
+- account age: **2235 days**
 - recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -4328,7 +4640,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2120 days**
+- account age: **2137 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4350,37 +4662,37 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
-- account age: **4245 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- account age: **4261 days**
+- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: `microsoft`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44684: update flex attention to use `return_aux` instead of `return_lse` when torch verison >= 2.9](https://github.com/huggingface/transformers/pull/44684) — closed, merged
 - [Issue #44683: Compiled flex_attention fails on torch >= 2.9](https://github.com/huggingface/transformers/issues/44683) — closed
 
-### `oliverholworthy`
+### `paulinebm`
 
-- profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aoliverholworthy)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aoliverholworthy)
-- repo first seen: `2026-01-26T21:42:45Z`
-- repo last seen: `2026-01-29T17:54:37Z`
+- profile: [github.com/paulinebm](https://github.com/paulinebm)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaulinebm)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaulinebm)
+- repo first seen: `2026-03-25T14:55:10Z`
+- repo last seen: `2026-04-02T08:19:53Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5236 days**
-- recent public PR activity: **12 PRs** (9 merged / 1 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **8%**, open rate **17%**)
+- snapshot discussion activity: **0 comments / 2 reviews / 1 review comments**
+- account age: **824 days**
+- recent public PR activity: **157 PRs** (153 merged / 2 closed-unmerged / 2 open; merged rate **97%**, closed-unmerged rate **1%**, open rate **1%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
 
 Example artifacts:
-- [PR #43509: Guard torch.is_autocast_enabled(device_type) for torch<2.4](https://github.com/huggingface/transformers/pull/43509) — closed
-- [Issue #43508: Transformers 5.0.0 calls torch.is_autocast_enabled(device_type) breaking compatibility with torch<2.4](https://github.com/huggingface/transformers/issues/43508) — closed
+- [PR #45180: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/pull/45180) — closed, merged
+- [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
 
 ### `rabbierabbie`
 
@@ -4394,8 +4706,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **756 days**
-- recent public PR activity: **6 PRs** (4 merged / 1 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **17%**, open rate **17%**)
+- account age: **772 days**
+- recent public PR activity: **6 PRs** (5 merged / 1 closed-unmerged / 0 open; merged rate **83%**, closed-unmerged rate **17%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
@@ -4404,6 +4716,50 @@ Example artifacts:
 - [PR #44580: Clarify references to the Transformers library in README](https://github.com/huggingface/transformers/pull/44580) — closed
 - [Issue #44574: Title: Clarification and consistency of "Transformers" terminology in README](https://github.com/huggingface/transformers/issues/44574) — closed
 
+### `Regata3010`
+
+- profile: [github.com/Regata3010](https://github.com/Regata3010)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARegata3010)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARegata3010)
+- repo first seen: `2026-04-08T04:07:37Z`
+- repo last seen: `2026-04-10T17:46:37Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **1424 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45320: Fix AttributeError in AssistantToTargetTranslator.unmap_input_ids with cross-vocab models](https://github.com/huggingface/transformers/pull/45320) — closed, merged
+- [Issue #45307: Bug, Generation](https://github.com/huggingface/transformers/issues/45307) — closed
+
+### `rpathade`
+
+- profile: [github.com/rpathade](https://github.com/rpathade)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arpathade)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arpathade)
+- repo first seen: `2026-03-29T22:46:13Z`
+- repo last seen: `2026-03-29T23:37:13Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1999 days**
+- recent public PR activity: **9 PRs** (3 merged / 1 closed-unmerged / 5 open; merged rate **33%**, closed-unmerged rate **11%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45105: Fix @auto_docstring crash with from __future__ import annotations in _process_kwargs_parameters](https://github.com/huggingface/transformers/pull/45105) — open
+- [Issue #45103: [auto_docstring] _process_kwargs_parameters crashes with AttributeError when   module uses from __future__ import annotations](https://github.com/huggingface/transformers/issues/45103) — open
+
 ### `ShahVandit`
 
 - profile: [github.com/ShahVandit](https://github.com/ShahVandit)
@@ -4416,7 +4772,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
-- account age: **1864 days**
+- account age: **1881 days**
 - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4438,15 +4794,15 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1124 days**
-- recent public PR activity: **225 PRs** (71 merged / 135 closed-unmerged / 19 open; merged rate **32%**, closed-unmerged rate **60%**, open rate **8%**)
+- account age: **1141 days**
+- recent public PR activity: **381 PRs** (241 merged / 134 closed-unmerged / 6 open; merged rate **63%**, closed-unmerged rate **35%**, open rate **2%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread**
 
 Example artifacts:
 - [PR #44376: docs: update Flan-T5 and Flan-UL2 example to use plant-based recipe prompt](https://github.com/huggingface/transformers/pull/44376) — closed
-- [Issue #44280: Add species bias to model card templates and bias documentation](https://github.com/huggingface/transformers/issues/44280) — open
+- [Issue #44280: Add species bias to model card templates and bias documentation](https://github.com/huggingface/transformers/issues/44280) — closed
 
 ### `syncdoth`
 
@@ -4460,7 +4816,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2668 days**
+- account age: **2685 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4470,28 +4826,6 @@ Example artifacts:
 - [PR #44907: Remove unnecessary expand_as in get_placeholder_mask across VLMs](https://github.com/huggingface/transformers/pull/44907) — open
 - [Issue #44906: Remove unnecessary `expand_as` in `get_placeholder_mask` across VLMs](https://github.com/huggingface/transformers/issues/44906) — open
 
-### `Wauplin`
-
-- profile: [github.com/Wauplin](https://github.com/Wauplin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWauplin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWauplin)
-- repo first seen: `2025-12-02T12:54:40Z`
-- repo last seen: `2026-02-19T13:14:58Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 5 reviews / 17 review comments**
-- account age: **4008 days**
-- recent public PR activity: **79 PRs** (69 merged / 9 closed-unmerged / 1 open; merged rate **87%**, closed-unmerged rate **11%**, open rate **1%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #43586: Increase default ReadTimeout in tests](https://github.com/huggingface/transformers/pull/43586) — closed, merged
-- [Issue #42556: [v5] Remove `safe_serialization` parameter](https://github.com/huggingface/transformers/issues/42556) — closed
-
 ### `zhulinchng`
 
 - profile: [github.com/zhulinchng](https://github.com/zhulinchng)
@@ -4504,11 +4838,11 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3406 days**
-- recent public PR activity: **6 PRs** (5 merged / 1 closed-unmerged / 0 open; merged rate **83%**, closed-unmerged rate **17%**, open rate **0%**)
+- account age: **3423 days**
+- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44839: Correct code block formatting in weightconverter.md](https://github.com/huggingface/transformers/pull/44839) — closed, merged
@@ -4526,7 +4860,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2317 days**
+- account age: **2333 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4548,8 +4882,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1313 days**
-- recent public PR activity: **427 PRs** (59 merged / 368 closed-unmerged / 0 open; merged rate **14%**, closed-unmerged rate **86%**, open rate **0%**)
+- account age: **1329 days**
+- recent public PR activity: **433 PRs** (64 merged / 369 closed-unmerged / 0 open; merged rate **15%**, closed-unmerged rate **85%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
@@ -4569,56 +4903,35 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **319 days**
-- recent public PR activity: **20 PRs** (7 merged / 9 closed-unmerged / 4 open; merged rate **35%**, closed-unmerged rate **45%**, open rate **20%**)
+- account age: **335 days**
+- recent public PR activity: **31 PRs** (15 merged / 11 closed-unmerged / 5 open; merged rate **48%**, closed-unmerged rate **35%**, open rate **16%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **young account; broad repo spread; many recent closed-unmerged PRs**
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **young account; high recent PR volume; broad repo spread**
 
 Example artifacts:
 - [PR #44507: Fix: Conditionally import `torch.distributed.fsdp` in `trainer_seq2seq.py`](https://github.com/huggingface/transformers/pull/44507) — closed, merged
 
-### `22navyakumar`
-
-- profile: [github.com/22navyakumar](https://github.com/22navyakumar)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A22navyakumar)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A22navyakumar)
-- repo first seen: `2026-01-31T00:12:02Z`
-- repo last seen: `2026-01-31T00:13:06Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2154 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #43637: Exercise 1: MX Linear for LlamaAttention](https://github.com/huggingface/transformers/pull/43637) — closed
-
-### `Aakash0440`
+### `aarushisingh04`
 
-- profile: [github.com/Aakash0440](https://github.com/Aakash0440)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAakash0440)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAakash0440)
-- repo first seen: `2026-01-25T09:28:44Z`
-- repo last seen: `2026-01-25T09:28:44Z`
+- profile: [github.com/aarushisingh04](https://github.com/aarushisingh04)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaarushisingh04)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaarushisingh04)
+- repo first seen: `2026-03-27T18:26:03Z`
+- repo last seen: `2026-03-27T18:26:03Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **621 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- account age: **1346 days**
+- recent public PR activity: **17 PRs** (4 merged / 1 closed-unmerged / 12 open; merged rate **24%**, closed-unmerged rate **6%**, open rate **71%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; high open PR share**
 
 Example artifacts:
-- [PR #43476: Fix: AutoVideoProcessor returns incorrect shape for batched tensor inputs (#43450)](https://github.com/huggingface/transformers/pull/43476) — closed
+- [PR #45067: feat: trainer resume_from_checkpoint support hub downloads (#43375)](https://github.com/huggingface/transformers/pull/45067) — open
 
 ### `aashay-sarvam`
 
@@ -4632,7 +4945,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **862 days**
+- account age: **878 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4653,11 +4966,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **936 days**
-- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
+- account age: **952 days**
+- recent public PR activity: **7 PRs** (1 merged / 4 closed-unmerged / 2 open; merged rate **14%**, closed-unmerged rate **57%**, open rate **29%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
 - [PR #44723: Fix: propagate interpolate_pos_encoding through PixioEmbeddings and PixioModel](https://github.com/huggingface/transformers/pull/44723) — closed
@@ -4674,7 +4987,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **881 days**
+- account age: **897 days**
 - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4695,11 +5008,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1978 days**
-- recent public PR activity: **61 PRs** (4 merged / 25 closed-unmerged / 32 open; merged rate **7%**, closed-unmerged rate **41%**, open rate **52%**)
+- account age: **1994 days**
+- recent public PR activity: **68 PRs** (5 merged / 60 closed-unmerged / 3 open; merged rate **7%**, closed-unmerged rate **88%**, open rate **4%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44800: fix: handle dict vocab in CamembertTokenizer for tokenizer.json (#44488)](https://github.com/huggingface/transformers/pull/44800) — closed
@@ -4716,7 +5029,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1562 days**
+- account age: **1579 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4725,6 +5038,27 @@ Example artifacts:
 Example artifacts:
 - [PR #43989: Fix AutoVideoProcessor class lookup when torchvision is unavailable](https://github.com/huggingface/transformers/pull/43989) — open
 
+### `abidlabs`
+
+- profile: [github.com/abidlabs](https://github.com/abidlabs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabidlabs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabidlabs)
+- repo first seen: `2026-04-08T22:36:08Z`
+- repo last seen: `2026-04-10T18:19:55Z`
+- first seen in snapshot: **yes**
+- repo association: **MEMBER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
+- account age: **5069 days**
+- recent public PR activity: **60 PRs** (49 merged / 4 closed-unmerged / 7 open; merged rate **82%**, closed-unmerged rate **7%**, open rate **12%**)
+- public orgs: `huggingface`, `gradio-app`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45329: Update `trackio` integration to use Buckets and "freeze" Space after training](https://github.com/huggingface/transformers/pull/45329) — open
+
 ### `Abubakar-rashid`
 
 - profile: [github.com/Abubakar-rashid](https://github.com/Abubakar-rashid)
@@ -4737,7 +5071,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **608 days**
+- account age: **625 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
@@ -4758,8 +5092,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **2614 days**
-- recent public PR activity: **25 PRs** (22 merged / 0 closed-unmerged / 3 open; merged rate **88%**, closed-unmerged rate **0%**, open rate **12%**)
+- account age: **2630 days**
+- recent public PR activity: **30 PRs** (28 merged / 0 closed-unmerged / 2 open; merged rate **93%**, closed-unmerged rate **0%**, open rate **7%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -4779,14 +5113,35 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2803 days**
-- recent public PR activity: **11 PRs** (0 merged / 4 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **36%**, open rate **64%**)
+- account age: **2819 days**
+- recent public PR activity: **9 PRs** (0 merged / 3 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #44122: Add BnB 4-bit embedding quantization support](https://github.com/huggingface/transformers/pull/44122) — closed
+- [PR #44122: Add BnB 4-bit embedding quantization support](https://github.com/huggingface/transformers/pull/44122) — closed
+
+### `agentspan`
+
+- profile: [github.com/agentspan](https://github.com/agentspan)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aagentspan)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagentspan)
+- repo first seen: `2026-04-08T08:40:08Z`
+- repo last seen: `2026-04-08T08:40:08Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **10 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **high**
+- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45309: Fix KeyError in apply_chat_template when message has no content (#45290)](https://github.com/huggingface/transformers/pull/45309) — closed
 
 ### `ai-man-codes`
 
@@ -4800,10 +5155,10 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **538 days**
-- recent public PR activity: **8 PRs** (5 merged / 1 closed-unmerged / 2 open; merged rate **62%**, closed-unmerged rate **12%**, open rate **25%**)
+- account age: **555 days**
+- recent public PR activity: **7 PRs** (5 merged / 0 closed-unmerged / 2 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
@@ -4821,11 +5176,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3664 days**
-- recent public PR activity: **11 PRs** (4 merged / 2 closed-unmerged / 5 open; merged rate **36%**, closed-unmerged rate **18%**, open rate **45%**)
+- account age: **3680 days**
+- recent public PR activity: **19 PRs** (6 merged / 3 closed-unmerged / 10 open; merged rate **32%**, closed-unmerged rate **16%**, open rate **53%**)
 - public orgs: `dwyl`, `os-js`, `ZacharyRobotics`, `Pull-Up-Event-Planning`, `meese-enterprises`, `Delta-Cloud-Systems`, `meese-os`, `TargetPackage`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; high open PR share**
 
 Example artifacts:
 - [PR #44728: Fix float16 memory leak during 4-bit quantized model loading](https://github.com/huggingface/transformers/pull/44728) — closed
@@ -4842,7 +5197,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2166 days**
+- account age: **2182 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
@@ -4863,7 +5218,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2077 days**
+- account age: **2093 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `DUNE`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -4884,11 +5239,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
-- account age: **1570 days**
-- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- account age: **1586 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #43983: Migrate GPT2 to standardized output capture decorators](https://github.com/huggingface/transformers/pull/43983) — closed, merged
@@ -4899,13 +5254,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAkshajKashyap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAkshajKashyap)
 - repo first seen: `2026-03-25T00:11:43Z`
-- repo last seen: `2026-03-25T03:50:08Z`
+- repo last seen: `2026-04-03T03:22:23Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **852 days**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **868 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -4914,6 +5269,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44981: Trainer: set skip_logits for loss-only eval when liger enabled](https://github.com/huggingface/transformers/pull/44981) — open
 
+### `Akshay404error`
+
+- profile: [github.com/Akshay404error](https://github.com/Akshay404error)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAkshay404error)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAkshay404error)
+- repo first seen: `2026-03-27T08:33:01Z`
+- repo last seen: `2026-03-27T08:33:01Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **587 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45047: fix: restore add_special_tokens behavior for mDeBERTa tokenizer and n…](https://github.com/huggingface/transformers/pull/45047) — closed
+
 ### `alexandercarruthers`
 
 - profile: [github.com/alexandercarruthers](https://github.com/alexandercarruthers)
@@ -4926,7 +5302,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2578 days**
+- account age: **2594 days**
 - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
 - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
@@ -4947,11 +5323,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5516 days**
-- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
+- account age: **5532 days**
+- recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44165: Fix how PreTrainedModel checks annotations on Python 3.14+](https://github.com/huggingface/transformers/pull/44165) — closed
@@ -4968,8 +5344,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2952 days**
-- recent public PR activity: **42 PRs** (38 merged / 0 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
+- account age: **2969 days**
+- recent public PR activity: **36 PRs** (32 merged / 0 closed-unmerged / 4 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
 - public orgs: `huggingface`, `Hugging-Face-Helping-Hand`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -4977,6 +5353,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44229: Add missing backtick in `AnyToAnyPipeline.__call__` docstring](https://github.com/huggingface/transformers/pull/44229) — closed, merged
 
+### `andrewor14`
+
+- profile: [github.com/andrewor14](https://github.com/andrewor14)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandrewor14)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandrewor14)
+- repo first seen: `2026-04-08T15:42:16Z`
+- repo last seen: `2026-04-08T15:44:20Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **4991 days**
+- recent public PR activity: **11 PRs** (7 merged / 1 closed-unmerged / 3 open; merged rate **64%**, closed-unmerged rate **9%**, open rate **27%**)
+- public orgs: `ucb-sts`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45321: Remove references to torchao's AffineQuantizedTensor](https://github.com/huggingface/transformers/pull/45321) — open
+
 ### `anshuS1310`
 
 - profile: [github.com/anshuS1310](https://github.com/anshuS1310)
@@ -4989,15 +5386,36 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **126 days**
-- recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
+- account age: **143 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; no visible non-self stars**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
+- heuristic read: **young account; high open PR share; no visible non-self stars**
 
 Example artifacts:
 - [PR #44909: Fix: Update optimization.py](https://github.com/huggingface/transformers/pull/44909) — closed, merged
 
+### `ansley`
+
+- profile: [github.com/ansley](https://github.com/ansley)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aansley)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aansley)
+- repo first seen: `2026-04-09T14:31:40Z`
+- repo last seen: `2026-04-10T12:45:24Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **2290 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45345: Fix ByteLevel-BPE tokenizers silently breaking in `LlamaTokenizer`](https://github.com/huggingface/transformers/pull/45345) — closed
+
 ### `anuq`
 
 - profile: [github.com/anuq](https://github.com/anuq)
@@ -5010,11 +5428,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3258 days**
-- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
+- account age: **3274 days**
+- recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs**
 
 Example artifacts:
 - [PR #44711: fix: mark new lm_head params as `_is_hf_initialized` after `resize_token_embeddings`](https://github.com/huggingface/transformers/pull/44711) — closed
@@ -5031,7 +5449,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **809 days**
+- account age: **826 days**
 - recent public PR activity: **17 PRs** (9 merged / 2 closed-unmerged / 6 open; merged rate **53%**, closed-unmerged rate **12%**, open rate **35%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -5052,8 +5470,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1703 days**
-- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- account age: **1719 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **no visible non-self stars; targets high-star repos**
@@ -5061,6 +5479,48 @@ Example artifacts:
 Example artifacts:
 - [PR #44063: Update AFMoE architecture to use v5-style MoE impl](https://github.com/huggingface/transformers/pull/44063) — closed, merged
 
+### `avarga1`
+
+- profile: [github.com/avarga1](https://github.com/avarga1)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavarga1)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavarga1)
+- repo first seen: `2026-04-07T02:22:26Z`
+- repo last seen: `2026-04-09T16:57:21Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **2171 days**
+- recent public PR activity: **39 PRs** (21 merged / 4 closed-unmerged / 14 open; merged rate **54%**, closed-unmerged rate **10%**, open rate **36%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45275: fix(ernie4_5_vl_moe): resolve three config loading failures for ERNIE-4.5-VL MoE models](https://github.com/huggingface/transformers/pull/45275) — closed
+
+### `aws-zhanxun`
+
+- profile: [github.com/aws-zhanxun](https://github.com/aws-zhanxun)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaws-zhanxun)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaws-zhanxun)
+- repo first seen: `2026-03-30T07:06:19Z`
+- repo last seen: `2026-03-30T07:06:19Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1724 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45109: Fix T5Attention shape mismatch under Tensor Parallelism](https://github.com/huggingface/transformers/pull/45109) — closed, merged
+
 ### `balak4`
 
 - profile: [github.com/balak4](https://github.com/balak4)
@@ -5073,35 +5533,56 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **2748 days**
-- recent public PR activity: **4 PRs** (4 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- account age: **2764 days**
+- recent public PR activity: **5 PRs** (4 merged / 0 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
 - [PR #44271: Add GreedyLR adaptive learning rate scheduler](https://github.com/huggingface/transformers/pull/44271) — closed, merged
 
+### `balgaly`
+
+- profile: [github.com/balgaly](https://github.com/balgaly)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abalgaly)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abalgaly)
+- repo first seen: `2026-04-05T15:38:58Z`
+- repo last seen: `2026-04-07T21:44:07Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3770 days**
+- recent public PR activity: **19 PRs** (6 merged / 9 closed-unmerged / 4 open; merged rate **32%**, closed-unmerged rate **47%**, open rate **21%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; many recent closed-unmerged PRs**
+
+Example artifacts:
+- [PR #45251: fix(generation): beam sample when num_beams * vocab_size exceeds multinomial limit](https://github.com/huggingface/transformers/pull/45251) — closed
+
 ### `balvisio`
 
 - profile: [github.com/balvisio](https://github.com/balvisio)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abalvisio)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abalvisio)
 - repo first seen: `2026-02-19T02:58:50Z`
-- repo last seen: `2026-03-25T17:19:53Z`
+- repo last seen: `2026-04-09T14:40:26Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 5 reviews / 5 review comments**
-- account age: **5016 days**
-- recent public PR activity: **5 PRs** (2 merged / 1 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **20%**, open rate **40%**)
+- snapshot discussion activity: **9 comments / 5 reviews / 5 review comments**
+- account age: **5032 days**
+- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
-- [PR #44145: Add THD support in ESM](https://github.com/huggingface/transformers/pull/44145) — open
+- [PR #44145: Add THD support in ESM](https://github.com/huggingface/transformers/pull/44145) — closed, merged
 
 ### `beelapranay`
 
@@ -5115,7 +5596,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2408 days**
+- account age: **2424 days**
 - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -5136,7 +5617,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5166 days**
+- account age: **5182 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -5151,63 +5632,21 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablack-yt)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablack-yt)
 - repo first seen: `2026-03-10T01:52:18Z`
-- repo last seen: `2026-03-12T07:11:56Z`
+- repo last seen: `2026-03-28T09:55:33Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **1804 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
+- account age: **1821 days**
+- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
 - [PR #44555: Fix TypeError in RoPE validation when ignore_keys_at_rope_validation is a list](https://github.com/huggingface/transformers/pull/44555) — closed
 
-### `bozheng-hit`
-
-- profile: [github.com/bozheng-hit](https://github.com/bozheng-hit)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abozheng-hit)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abozheng-hit)
-- repo first seen: `2026-02-08T05:51:57Z`
-- repo last seen: `2026-02-08T05:51:57Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4209 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #43830: Adding Support for Qwen3.5](https://github.com/huggingface/transformers/pull/43830) — closed, merged
-
-### `burtenshaw`
-
-- profile: [github.com/burtenshaw](https://github.com/burtenshaw)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aburtenshaw)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aburtenshaw)
-- repo first seen: `2026-03-03T11:35:13Z`
-- repo last seen: `2026-03-06T13:44:03Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **3589 days**
-- recent public PR activity: **59 PRs** (45 merged / 4 closed-unmerged / 10 open; merged rate **76%**, closed-unmerged rate **7%**, open rate **17%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
-
-Example artifacts:
-- [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
-
 ### `caffeinism`
 
 - profile: [github.com/caffeinism](https://github.com/caffeinism)
@@ -5220,11 +5659,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **2873 days**
-- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
+- account age: **2890 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #43971: [Mimi] Calibrate to ensure encoder streaming performs correctly](https://github.com/huggingface/transformers/pull/43971) — closed, merged
@@ -5241,7 +5680,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2045 days**
+- account age: **2061 days**
 - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -5262,7 +5701,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **707 days**
+- account age: **723 days**
 - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -5271,27 +5710,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44722: Refactor gptj output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/44722) — open
 
-### `chry-santhemum`
-
-- profile: [github.com/chry-santhemum](https://github.com/chry-santhemum)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Achry-santhemum)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Achry-santhemum)
-- repo first seen: `2026-02-05T20:35:06Z`
-- repo last seen: `2026-02-11T22:10:15Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
-- account age: **1800 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43783: fix: ZeRO-3 crash for non-pretrained BERT in _init_weights](https://github.com/huggingface/transformers/pull/43783) — closed
-
 ### `cluster2600`
 
 - profile: [github.com/cluster2600](https://github.com/cluster2600)
@@ -5304,8 +5722,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2045 days**
-- recent public PR activity: **166 PRs** (54 merged / 68 closed-unmerged / 44 open; merged rate **33%**, closed-unmerged rate **41%**, open rate **27%**)
+- account age: **2061 days**
+- recent public PR activity: **170 PRs** (56 merged / 92 closed-unmerged / 22 open; merged rate **33%**, closed-unmerged rate **54%**, open rate **13%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
@@ -5313,68 +5731,26 @@ Example artifacts:
 Example artifacts:
 - [PR #44131: docs: fix typo 'AuoQuant' → 'AutoQuant' and clarify FINEGRAINED_FP8 library column](https://github.com/huggingface/transformers/pull/44131) — closed, merged
 
-### `cmakinet`
+### `code-runner77`
 
-- profile: [github.com/cmakinet](https://github.com/cmakinet)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acmakinet)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acmakinet)
-- repo first seen: `2026-01-27T17:39:52Z`
-- repo last seen: `2026-02-02T14:48:35Z`
+- profile: [github.com/code-runner77](https://github.com/code-runner77)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acode-runner77)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acode-runner77)
+- repo first seen: `2026-03-29T17:28:59Z`
+- repo last seen: `2026-03-29T17:28:59Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **59 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #43685: feat: Add Hugging Face Transformers Skill (closes #42971)](https://github.com/huggingface/transformers/pull/43685) — closed
-
-### `Codalorian`
-
-- profile: [github.com/Codalorian](https://github.com/Codalorian)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACodalorian)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACodalorian)
-- repo first seen: `2026-01-27T16:51:08Z`
-- repo last seen: `2026-01-27T16:51:08Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **693 days**
-- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
-- public orgs: `Aclevo`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43533: Add LBNet functionality to Llama models next](https://github.com/huggingface/transformers/pull/43533) — closed
-
-### `CodeByKodi`
-
-- profile: [github.com/CodeByKodi](https://github.com/CodeByKodi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACodeByKodi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACodeByKodi)
-- repo first seen: `2026-02-01T03:24:56Z`
-- repo last seen: `2026-02-01T03:24:56Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3493 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- account age: **189 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #43666: Docs: fix typos in Get started (index, quicktour)](https://github.com/huggingface/transformers/pull/43666) — closed, merged
+- [PR #45100: Update accelerator_selection.md](https://github.com/huggingface/transformers/pull/45100) — closed
 
 ### `cogniera`
 
@@ -5388,49 +5764,28 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **202 days**
-- recent public PR activity: **9 PRs** (7 merged / 1 closed-unmerged / 1 open; merged rate **78%**, closed-unmerged rate **11%**, open rate **11%**)
+- account age: **218 days**
+- recent public PR activity: **13 PRs** (10 merged / 1 closed-unmerged / 2 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **young account; no visible non-self stars**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **young account**
 
 Example artifacts:
 - [PR #44161: Refactor LongT5 to use @capture_outputs and @can_return_tuple decorators for unified output handling (Fixes #43979)](https://github.com/huggingface/transformers/pull/44161) — open
 
-### `colldata79`
-
-- profile: [github.com/colldata79](https://github.com/colldata79)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acolldata79)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acolldata79)
-- repo first seen: `2026-02-04T21:25:10Z`
-- repo last seen: `2026-02-05T18:29:50Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
-- account age: **508 days**
-- recent public PR activity: **5 PRs** (1 merged / 0 closed-unmerged / 4 open; merged rate **20%**, closed-unmerged rate **0%**, open rate **80%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #43747: Remove CompressedLinear support for compressed-tensors > 0.13](https://github.com/huggingface/transformers/pull/43747) — open
-
 ### `CyrilSterling`
 
 - profile: [github.com/CyrilSterling](https://github.com/CyrilSterling)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilSterling)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilSterling)
 - repo first seen: `2026-03-13T13:02:26Z`
-- repo last seen: `2026-03-18T09:19:24Z`
+- repo last seen: `2026-04-01T10:53:25Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
-- account age: **2807 days**
+- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
+- account age: **2823 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -5439,27 +5794,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44662: [model] Add PenguinVL implementation](https://github.com/huggingface/transformers/pull/44662) — open
 
-### `daniel7an`
-
-- profile: [github.com/daniel7an](https://github.com/daniel7an)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adaniel7an)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adaniel7an)
-- repo first seen: `2026-02-09T19:20:34Z`
-- repo last seen: `2026-02-09T19:20:34Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1809 days**
-- recent public PR activity: **49 PRs** (20 merged / 28 closed-unmerged / 1 open; merged rate **41%**, closed-unmerged rate **57%**, open rate **2%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
-
-Example artifacts:
-- [PR #43870: Add interpolate_pos_encoding to VitPoseBackbone](https://github.com/huggingface/transformers/pull/43870) — closed
-
 ### `Defalt-Meh`
 
 - profile: [github.com/Defalt-Meh](https://github.com/Defalt-Meh)
@@ -5472,10 +5806,10 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **641 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- account age: **657 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
@@ -5493,15 +5827,36 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4448 days**
-- recent public PR activity: **89 PRs** (62 merged / 9 closed-unmerged / 18 open; merged rate **70%**, closed-unmerged rate **10%**, open rate **20%**)
+- account age: **4465 days**
+- recent public PR activity: **104 PRs** (79 merged / 15 closed-unmerged / 10 open; merged rate **76%**, closed-unmerged rate **14%**, open rate **10%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; targets high-star repos**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; targets high-star repos**
 
 Example artifacts:
 - [PR #44596: Fix TypeError when loading float8 models by falling back to bfloat16 in local_torch_dtype](https://github.com/huggingface/transformers/pull/44596) — closed
 
+### `Dippp10`
+
+- profile: [github.com/Dippp10](https://github.com/Dippp10)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADippp10)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADippp10)
+- repo first seen: `2026-04-11T14:17:32Z`
+- repo last seen: `2026-04-11T14:17:32Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **760 days**
+- recent public PR activity: **175 PRs** (52 merged / 24 closed-unmerged / 99 open; merged rate **30%**, closed-unmerged rate **14%**, open rate **57%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45377: Enhance README documentation](https://github.com/huggingface/transformers/pull/45377) — open
+
 ### `divyanks`
 
 - profile: [github.com/divyanks](https://github.com/divyanks)
@@ -5514,7 +5869,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4306 days**
+- account age: **4322 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -5523,26 +5878,26 @@ Example artifacts:
 Example artifacts:
 - [PR #44798: Add MPS (Apple Silicon) example and documentation](https://github.com/huggingface/transformers/pull/44798) — closed
 
-### `DowellHd`
+### `douglas-reid`
 
-- profile: [github.com/DowellHd](https://github.com/DowellHd)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADowellHd)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADowellHd)
-- repo first seen: `2026-01-28T21:45:00Z`
-- repo last seen: `2026-01-28T21:45:00Z`
+- profile: [github.com/douglas-reid](https://github.com/douglas-reid)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
+- repo first seen: `2026-04-02T19:05:35Z`
+- repo last seen: `2026-04-02T20:19:13Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2233 days**
-- recent public PR activity: **47 PRs** (45 merged / 1 closed-unmerged / 1 open; merged rate **96%**, closed-unmerged rate **2%**, open rate **2%**)
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3520 days**
+- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #43571: Add GIT support to visual-question-answering pipeline](https://github.com/huggingface/transformers/pull/43571) — closed
+- [PR #45197: fix(docs): correct gemma4 docs and examples](https://github.com/huggingface/transformers/pull/45197) — closed, merged
 
 ### `echarlaix`
 
@@ -5556,98 +5911,77 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1840 days**
-- recent public PR activity: **5 PRs** (3 merged / 2 closed-unmerged / 0 open; merged rate **60%**, closed-unmerged rate **40%**, open rate **0%**)
+- account age: **1856 days**
+- recent public PR activity: **10 PRs** (9 merged / 1 closed-unmerged / 0 open; merged rate **90%**, closed-unmerged rate **10%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
 - [PR #44551: Fix zamba2 rotary embedding call when use_mem_rope is False](https://github.com/huggingface/transformers/pull/44551) — closed, merged
 
-### `eldarkurtic`
+### `EhteshamSid`
 
-- profile: [github.com/eldarkurtic](https://github.com/eldarkurtic)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeldarkurtic)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeldarkurtic)
-- repo first seen: `2026-01-26T13:53:13Z`
-- repo last seen: `2026-01-26T13:53:13Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- profile: [github.com/EhteshamSid](https://github.com/EhteshamSid)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AEhteshamSid)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AEhteshamSid)
+- repo first seen: `2026-04-07T18:40:05Z`
+- repo last seen: `2026-04-08T19:17:57Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4201 days**
-- recent public PR activity: **12 PRs** (6 merged / 2 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
-- public orgs: `IST-DASLab`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1662 days**
+- recent public PR activity: **45 PRs** (6 merged / 31 closed-unmerged / 8 open; merged rate **13%**, closed-unmerged rate **69%**, open rate **18%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars**
 
 Example artifacts:
-- [PR #43497: [Bugfix] Extract pad_token_id from text config for Llama-4](https://github.com/huggingface/transformers/pull/43497) — closed
+- [PR #45297: Fix mutable default arguments in quantization config classes](https://github.com/huggingface/transformers/pull/45297) — closed
 
-### `excepshenal`
+### `ENg-122`
 
-- profile: [github.com/excepshenal](https://github.com/excepshenal)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aexcepshenal)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aexcepshenal)
-- repo first seen: `2026-02-21T00:06:16Z`
-- repo last seen: `2026-02-21T00:06:16Z`
+- profile: [github.com/ENg-122](https://github.com/ENg-122)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AENg-122)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AENg-122)
+- repo first seen: `2026-04-03T09:08:28Z`
+- repo last seen: `2026-04-03T09:08:28Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2459 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- account age: **1758 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44189: fix: don't move model to device under other dist train backends](https://github.com/huggingface/transformers/pull/44189) — open
+- [PR #45215: [Qwen3_5]Remove unnecessary masked_fill_ in torch_chunk_gated_delta_rule attention computation: "attn = (q_i @ k_i.transpose(-1, -2) * decay_mask[:, :, i]).masked_fill_(mask, 0)"](https://github.com/huggingface/transformers/pull/45215) — closed, merged
 
-### `ExcitingFrog`
+### `ezylopx5`
 
-- profile: [github.com/ExcitingFrog](https://github.com/ExcitingFrog)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AExcitingFrog)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AExcitingFrog)
-- repo first seen: `2026-02-04T07:11:33Z`
-- repo last seen: `2026-02-04T13:37:43Z`
+- profile: [github.com/ezylopx5](https://github.com/ezylopx5)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aezylopx5)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aezylopx5)
+- repo first seen: `2026-04-01T19:25:12Z`
+- repo last seen: `2026-04-04T06:24:26Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3332 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: `YangZhouMoHa`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43727: feat: Add legacy TrainingArguments logging_dir fallback for TensorBoard](https://github.com/huggingface/transformers/pull/43727) — closed
-
-### `francesco-bertolotti`
-
-- profile: [github.com/francesco-bertolotti](https://github.com/francesco-bertolotti)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afrancesco-bertolotti)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afrancesco-bertolotti)
-- repo first seen: `2026-02-03T10:05:17Z`
-- repo last seen: `2026-02-04T07:03:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **358 days**
-- recent public PR activity: **8 PRs** (5 merged / 0 closed-unmerged / 3 open; merged rate **62%**, closed-unmerged rate **0%**, open rate **38%**)
+- account age: **601 days**
+- recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **young account**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43703: Update configuration_qwen3.py](https://github.com/huggingface/transformers/pull/43703) — closed, merged
+- [PR #45172: Add TopNSigmaLogitsWarper and top_n_sigma generation config support](https://github.com/huggingface/transformers/pull/45172) — closed
 
 ### `frogNotToad`
 
@@ -5661,7 +5995,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **565 days**
+- account age: **581 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -5682,8 +6016,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1660 days**
-- recent public PR activity: **15 PRs** (12 merged / 0 closed-unmerged / 3 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
+- account age: **1676 days**
+- recent public PR activity: **19 PRs** (14 merged / 1 closed-unmerged / 4 open; merged rate **74%**, closed-unmerged rate **5%**, open rate **21%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
@@ -5691,6 +6025,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44013: Ouptut tracing: Standardizing MobileNetv2](https://github.com/huggingface/transformers/pull/44013) — open
 
+### `gagandhakrey`
+
+- profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agagandhakrey)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agagandhakrey)
+- repo first seen: `2026-04-05T03:45:23Z`
+- repo last seen: `2026-04-05T03:45:23Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2279 days**
+- recent public PR activity: **22 PRs** (6 merged / 9 closed-unmerged / 7 open; merged rate **27%**, closed-unmerged rate **41%**, open rate **32%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45247: Fix UnboundLocalError in invert_attention_mask by adding proper shape…](https://github.com/huggingface/transformers/pull/45247) — closed
+
 ### `giulio-leone`
 
 - profile: [github.com/giulio-leone](https://github.com/giulio-leone)
@@ -5703,8 +6058,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **4401 days**
-- recent public PR activity: **855 PRs** (97 merged / 661 closed-unmerged / 97 open; merged rate **11%**, closed-unmerged rate **77%**, open rate **11%**)
+- account age: **4417 days**
+- recent public PR activity: **869 PRs** (102 merged / 672 closed-unmerged / 95 open; merged rate **12%**, closed-unmerged rate **77%**, open rate **11%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
@@ -5724,11 +6079,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **320 days**
-- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- account age: **336 days**
+- recent public PR activity: **5 PRs** (5 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **young account; no visible non-self stars; targets high-star repos**
+- heuristic read: **young account; no visible non-self stars**
 
 Example artifacts:
 - [PR #44199: Fix local dataset loading priority in run_image_classification_no_tra…](https://github.com/huggingface/transformers/pull/44199) — closed, merged
@@ -5745,7 +6100,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1726 days**
+- account age: **1743 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -5766,7 +6121,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **629 days**
+- account age: **645 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -5775,6 +6130,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44272: Fix TypeError in convert_rope_params_to_dict when ignore_keys is a list](https://github.com/huggingface/transformers/pull/44272) — closed, merged
 
+### `hanouticelina`
+
+- profile: [github.com/hanouticelina](https://github.com/hanouticelina)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahanouticelina)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahanouticelina)
+- repo first seen: `2026-04-10T11:59:37Z`
+- repo last seen: `2026-04-10T11:59:37Z`
+- first seen in snapshot: **yes**
+- repo association: **MEMBER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2968 days**
+- recent public PR activity: **61 PRs** (53 merged / 5 closed-unmerged / 3 open; merged rate **87%**, closed-unmerged rate **8%**, open rate **5%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45360: Replace deprecated `huggingface-cli` references with `hf`](https://github.com/huggingface/transformers/pull/45360) — open
+
 ### `hardikmeisheri`
 
 - profile: [github.com/hardikmeisheri](https://github.com/hardikmeisheri)
@@ -5787,7 +6163,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **3925 days**
+- account age: **3942 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -5796,68 +6172,47 @@ Example artifacts:
 Example artifacts:
 - [PR #44358: Fix ShieldGemma2 non-reproducible outputs by adding _tied_weights_keys](https://github.com/huggingface/transformers/pull/44358) — closed, merged
 
-### `harshang03`
+### `HelloAnner`
 
-- profile: [github.com/harshang03](https://github.com/harshang03)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshang03)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshang03)
-- repo first seen: `2026-02-06T13:07:32Z`
-- repo last seen: `2026-02-06T13:07:32Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
+- profile: [github.com/HelloAnner](https://github.com/HelloAnner)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHelloAnner)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHelloAnner)
+- repo first seen: `2026-04-11T06:22:52Z`
+- repo last seen: `2026-04-11T06:22:52Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2290 days**
-- recent public PR activity: **106 PRs** (0 merged / 66 closed-unmerged / 40 open; merged rate **0%**, closed-unmerged rate **62%**, open rate **38%**)
+- account age: **1653 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43800: Add new Trainer utilities and documentation](https://github.com/huggingface/transformers/pull/43800) — closed, draft
-
-### `heathdutton`
-
-- profile: [github.com/heathdutton](https://github.com/heathdutton)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aheathdutton)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aheathdutton)
-- repo first seen: `2026-01-27T02:30:53Z`
-- repo last seen: `2026-01-27T02:30:53Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5767 days**
-- recent public PR activity: **19 PRs** (4 merged / 6 closed-unmerged / 9 open; merged rate **21%**, closed-unmerged rate **32%**, open rate **47%**)
-- public orgs: `Ocurly`, `mautic`, `stamp-ideas`, `TheDMSGroup`, `drupal-bakery`, `thisisfine`, `fixchristmas`, `clockcrew`, `TraverseData`, `leadlava`, `engagetools`, `zipcodes`, `nim-ai`, `mautibox`, `installid`, `formdock`, `WithCandor`, `scrubtool`, `ciflow`, `inyourwindow`, `life-coin`, `Design-and-Code`, `nix-chat`, `tcpa-id`, `stockcroc`, `afterfund`, `deha-sh`, `creekside-life`, `sonora-audio`, `reapportion`
-- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread; high open PR share**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #43513: Fix cardinality error for DETR models without explicit background class](https://github.com/huggingface/transformers/pull/43513) — closed, merged
+- [PR #45371: fix: check CUDA availability before calling get_device_capability](https://github.com/huggingface/transformers/pull/45371) — open
 
-### `hemanth678901-stack`
+### `HemanthSai7`
 
-- profile: [github.com/hemanth678901-stack](https://github.com/hemanth678901-stack)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahemanth678901-stack)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahemanth678901-stack)
-- repo first seen: `2026-02-06T11:55:33Z`
-- repo last seen: `2026-02-06T11:55:33Z`
+- profile: [github.com/HemanthSai7](https://github.com/HemanthSai7)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHemanthSai7)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHemanthSai7)
+- repo first seen: `2026-03-29T20:35:56Z`
+- repo last seen: `2026-04-05T09:53:35Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **218 days**
-- recent public PR activity: **4 PRs** (2 merged / 1 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **young account; no visible non-self stars; targets high-star repos**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **2001 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: `GDGCVITBHOPAL`, `Math-behind-AI`, `Heritians`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43796: Clarify GPU memory expectations when using Adafactor with DeepSpeed](https://github.com/huggingface/transformers/pull/43796) — closed
+- [PR #45101: Adding support for Nandi Models](https://github.com/huggingface/transformers/pull/45101) — open
 
 ### `hemantmm`
 
@@ -5871,11 +6226,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1624 days**
-- recent public PR activity: **19 PRs** (3 merged / 6 closed-unmerged / 10 open; merged rate **16%**, closed-unmerged rate **32%**, open rate **53%**)
+- account age: **1641 days**
+- recent public PR activity: **12 PRs** (2 merged / 6 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **50%**, open rate **33%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44951: feat: Add router_logits override to enable Routing Replay for MoE models](https://github.com/huggingface/transformers/pull/44951) — open
@@ -5892,7 +6247,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1493 days**
+- account age: **1510 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -5913,36 +6268,15 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **86 days**
+- account age: **102 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
 - [PR #44550: Improve clarity and grammar in Auto Classes documentation](https://github.com/huggingface/transformers/pull/44550) — open
 
-### `hkc5`
-
-- profile: [github.com/hkc5](https://github.com/hkc5)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahkc5)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahkc5)
-- repo first seen: `2026-03-19T12:33:00Z`
-- repo last seen: `2026-03-19T12:33:00Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **951 days**
-- recent public PR activity: **46 PRs** (3 merged / 33 closed-unmerged / 10 open; merged rate **7%**, closed-unmerged rate **72%**, open rate **22%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44856: fix: move comments before @torch.jit.script decorator for Python 3.13 compatibility](https://github.com/huggingface/transformers/pull/44856) — closed
-
 ### `hongping-zh`
 
 - profile: [github.com/hongping-zh](https://github.com/hongping-zh)
@@ -5955,11 +6289,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **1050 days**
-- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
+- account age: **1066 days**
+- recent public PR activity: **5 PRs** (1 merged / 1 closed-unmerged / 3 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
 
 Example artifacts:
 - [PR #44407: docs: add energy efficiency considerations to bitsandbytes quantization guide](https://github.com/huggingface/transformers/pull/44407) — open
@@ -5976,7 +6310,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **691 days**
+- account age: **707 days**
 - recent public PR activity: **5 PRs** (4 merged / 1 closed-unmerged / 0 open; merged rate **80%**, closed-unmerged rate **20%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -5991,41 +6325,20 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHyungkeun-Park-Nota)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHyungkeun-Park-Nota)
 - repo first seen: `2026-03-25T01:19:59Z`
-- repo last seen: `2026-03-25T01:19:59Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **399 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #44983: fix: implement Mxfp4Dequantize.reverse_op for save_pretrained support](https://github.com/huggingface/transformers/pull/44983) — open
-
-### `i-pj`
-
-- profile: [github.com/i-pj](https://github.com/i-pj)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ai-pj)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ai-pj)
-- repo first seen: `2026-02-03T18:59:54Z`
-- repo last seen: `2026-02-03T18:59:54Z`
+- repo last seen: `2026-03-26T16:44:54Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1622 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
+- account age: **415 days**
+- recent public PR activity: **4 PRs** (2 merged / 1 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
-- [PR #43719: Add id and resume support to SwanLab integration](https://github.com/huggingface/transformers/pull/43719) — closed, merged
+- [PR #44983: fix: add identity reverse_op to dequantize ops for save_pretrained](https://github.com/huggingface/transformers/pull/44983) — closed, merged
 
 ### `iamaber`
 
@@ -6039,29 +6352,50 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2022 days**
-- recent public PR activity: **3 PRs** (2 merged / 1 closed-unmerged / 0 open; merged rate **67%**, closed-unmerged rate **33%**, open rate **0%**)
+- account age: **2038 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44356: fix: avoid redundant fp16/bf16 model casts in evaluation_loop](https://github.com/huggingface/transformers/pull/44356) — closed
 
+### `IgnazioDS`
+
+- profile: [github.com/IgnazioDS](https://github.com/IgnazioDS)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIgnazioDS)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIgnazioDS)
+- repo first seen: `2026-03-30T19:13:52Z`
+- repo last seen: `2026-03-30T19:13:52Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1073 days**
+- recent public PR activity: **100 PRs** (51 merged / 19 closed-unmerged / 30 open; merged rate **51%**, closed-unmerged rate **19%**, open rate **30%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread**
+
+Example artifacts:
+- [PR #45129: fix(config): annotate PreTrainedConfig.dtype as Any to fix pydantic schema generation (#45070)](https://github.com/huggingface/transformers/pull/45129) — closed
+
 ### `imstevenpmwork`
 
 - profile: [github.com/imstevenpmwork](https://github.com/imstevenpmwork)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aimstevenpmwork)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aimstevenpmwork)
 - repo first seen: `2026-02-26T20:09:20Z`
-- repo last seen: `2026-02-26T21:20:53Z`
+- repo last seen: `2026-03-27T15:57:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
-- account age: **2297 days**
-- recent public PR activity: **47 PRs** (42 merged / 4 closed-unmerged / 1 open; merged rate **89%**, closed-unmerged rate **9%**, open rate **2%**)
+- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
+- account age: **2314 days**
+- recent public PR activity: **64 PRs** (56 merged / 6 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **9%**, open rate **3%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -6081,7 +6415,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **43 days**
+- account age: **59 days**
 - recent public PR activity: **20 PRs** (0 merged / 19 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **95%**, open rate **5%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -6090,26 +6424,26 @@ Example artifacts:
 Example artifacts:
 - [PR #44039: AI Fix for #43979](https://github.com/huggingface/transformers/pull/44039) — closed
 
-### `jackcook`
+### `jagwar`
 
-- profile: [github.com/jackcook](https://github.com/jackcook)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajackcook)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajackcook)
-- repo first seen: `2026-02-13T05:15:44Z`
-- repo last seen: `2026-02-21T01:04:46Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- profile: [github.com/jagwar](https://github.com/jagwar)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajagwar)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajagwar)
+- repo first seen: `2026-04-07T21:35:38Z`
+- repo last seen: `2026-04-07T21:35:38Z`
+- first seen in snapshot: **yes**
+- repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 6 reviews / 6 review comments**
-- account age: **4635 days**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3685 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: `HackMIT`, `mit-han-lab`
+- public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
+- [PR #45302: fix(security): prevent untrusted users from triggering TRL CI dispatch](https://github.com/huggingface/transformers/pull/45302) — closed, merged
 
 ### `Jaredw2289-svg`
 
@@ -6123,11 +6457,12 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **139 days**
-- recent public PR activity: **45 PRs** (5 merged / 36 closed-unmerged / 4 open; merged rate **11%**, closed-unmerged rate **80%**, open rate **9%**)
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'Jaredw2289-svg'."}]`
 
 Example artifacts:
 - [PR #44427: fix(tokenization): preserve original tokenizer_class in save_pretrained](https://github.com/huggingface/transformers/pull/44427) — closed
@@ -6137,147 +6472,64 @@ Example artifacts:
 - profile: [github.com/JasonCZMeng](https://github.com/JasonCZMeng)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJasonCZMeng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJasonCZMeng)
-- repo first seen: `2026-03-07T18:33:40Z`
-- repo last seen: `2026-03-07T18:33:40Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3577 days**
-- recent public PR activity: **20 PRs** (4 merged / 10 closed-unmerged / 6 open; merged rate **20%**, closed-unmerged rate **50%**, open rate **30%**)
-- public orgs: `plumenetwork`
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44516: fix(qwen2_5_vl): handle ragged batched input in apply_chat_template](https://github.com/huggingface/transformers/pull/44516) — closed
-
-### `javierdejesusda`
-
-- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
-- repo first seen: `2026-03-22T17:27:20Z`
-- repo last seen: `2026-03-23T16:25:59Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **485 days**
-- recent public PR activity: **14 PRs** (3 merged / 4 closed-unmerged / 7 open; merged rate **21%**, closed-unmerged rate **29%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #44930: fix: split MXFP4 dependency checks for specific error messages](https://github.com/huggingface/transformers/pull/44930) — closed, merged
-
-### `Jay-IIT`
-
-- profile: [github.com/Jay-IIT](https://github.com/Jay-IIT)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJay-IIT)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJay-IIT)
-- repo first seen: `2026-02-17T05:12:11Z`
-- repo last seen: `2026-02-18T18:29:33Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2906 days**
-- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #44066: Refactor GPT-J to use standardized output tracing (#43979)](https://github.com/huggingface/transformers/pull/44066) — open
-
-### `jayzuccarelli`
-
-- profile: [github.com/jayzuccarelli](https://github.com/jayzuccarelli)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajayzuccarelli)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajayzuccarelli)
-- repo first seen: `2026-02-08T05:10:32Z`
-- repo last seen: `2026-02-08T05:10:32Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4047 days**
-- recent public PR activity: **8 PRs** (3 merged / 3 closed-unmerged / 2 open; merged rate **38%**, closed-unmerged rate **38%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #43829: chore(tests): add set_seed pytest fixture for determinism](https://github.com/huggingface/transformers/pull/43829) — closed
-
-### `jblox26`
-
-- profile: [github.com/jblox26](https://github.com/jblox26)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajblox26)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajblox26)
-- repo first seen: `2026-03-05T14:50:06Z`
-- repo last seen: `2026-03-05T14:51:37Z`
+- repo first seen: `2026-03-07T18:33:40Z`
+- repo last seen: `2026-03-07T18:33:40Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **54 days**
-- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3593 days**
+- recent public PR activity: **22 PRs** (5 merged / 12 closed-unmerged / 5 open; merged rate **23%**, closed-unmerged rate **55%**, open rate **23%**)
+- public orgs: `plumenetwork`
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #44472: Fix Qwen3VL get_rope_index StopIteration with per-frame video tokens](https://github.com/huggingface/transformers/pull/44472) — closed
+- [PR #44516: fix(qwen2_5_vl): handle ragged batched input in apply_chat_template](https://github.com/huggingface/transformers/pull/44516) — closed
 
-### `jeeth-kataria`
+### `Jay-IIT`
 
-- profile: [github.com/jeeth-kataria](https://github.com/jeeth-kataria)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajeeth-kataria)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajeeth-kataria)
-- repo first seen: `2026-01-30T13:59:35Z`
-- repo last seen: `2026-01-30T13:59:35Z`
+- profile: [github.com/Jay-IIT](https://github.com/Jay-IIT)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJay-IIT)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJay-IIT)
+- repo first seen: `2026-02-17T05:12:11Z`
+- repo last seen: `2026-02-18T18:29:33Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **648 days**
-- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'Jay-IIT'."}]`
 
 Example artifacts:
-- [PR #43624: Add Claude Skill for PEFT/LoRA fine-tuning guidance](https://github.com/huggingface/transformers/pull/43624) — closed
+- [PR #44066: Refactor GPT-J to use standardized output tracing (#43979)](https://github.com/huggingface/transformers/pull/44066) — open
 
-### `Jereshea`
+### `jblox26`
 
-- profile: [github.com/Jereshea](https://github.com/Jereshea)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJereshea)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJereshea)
-- repo first seen: `2026-02-06T07:04:37Z`
-- repo last seen: `2026-02-06T07:04:37Z`
+- profile: [github.com/jblox26](https://github.com/jblox26)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajblox26)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajblox26)
+- repo first seen: `2026-03-05T14:50:06Z`
+- repo last seen: `2026-03-05T14:51:37Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1773 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **70 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #43789: Support to measure TTFT & TPOT](https://github.com/huggingface/transformers/pull/43789) — closed
+- [PR #44472: Fix Qwen3VL get_rope_index StopIteration with per-frame video tokens](https://github.com/huggingface/transformers/pull/44472) — closed
 
 ### `Jess-Co-Del`
 
@@ -6291,7 +6543,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2180 days**
+- account age: **2196 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6300,26 +6552,26 @@ Example artifacts:
 Example artifacts:
 - [PR #44952: Fix: Add correct return behaviour when output_hidden_states=True for CLIP and SIGLIP vision models](https://github.com/huggingface/transformers/pull/44952) — open
 
-### `jianchang512`
+### `jIab-b`
 
-- profile: [github.com/jianchang512](https://github.com/jianchang512)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajianchang512)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajianchang512)
-- repo first seen: `2026-02-02T15:14:36Z`
-- repo last seen: `2026-02-02T15:14:36Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
+- profile: [github.com/jIab-b](https://github.com/jIab-b)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AjIab-b)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AjIab-b)
+- repo first seen: `2026-04-07T09:11:14Z`
+- repo last seen: `2026-04-07T09:11:14Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4808 days**
-- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- account age: **575 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43686: Fix variable referencing error during word segmentation](https://github.com/huggingface/transformers/pull/43686) — closed
+- [PR #45283: Add Qwen3.5 GGUF loading support](https://github.com/huggingface/transformers/pull/45283) — open
 
 ### `JiwaniZakir`
 
@@ -6333,15 +6585,36 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1363 days**
-- recent public PR activity: **151 PRs** (25 merged / 69 closed-unmerged / 57 open; merged rate **17%**, closed-unmerged rate **46%**, open rate **38%**)
+- account age: **1379 days**
+- recent public PR activity: **262 PRs** (53 merged / 92 closed-unmerged / 117 open; merged rate **20%**, closed-unmerged rate **35%**, open rate **45%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
 
 Example artifacts:
 - [PR #44782: fix: XLNet: relative_positional_encoding computes on CPU every forward](https://github.com/huggingface/transformers/pull/44782) — closed, merged
 
+### `joaquinhuigomez`
+
+- profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoaquinhuigomez)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoaquinhuigomez)
+- repo first seen: `2026-03-28T12:13:57Z`
+- repo last seen: `2026-03-29T19:36:23Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1077 days**
+- recent public PR activity: **130 PRs** (21 merged / 49 closed-unmerged / 60 open; merged rate **16%**, closed-unmerged rate **38%**, open rate **46%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
+
 ### `JokeYoonic`
 
 - profile: [github.com/JokeYoonic](https://github.com/JokeYoonic)
@@ -6354,7 +6627,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **749 days**
+- account age: **765 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6375,7 +6648,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1343 days**
+- account age: **1360 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `Academics-Hub`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6396,8 +6669,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2407 days**
-- recent public PR activity: **11 PRs** (1 merged / 1 closed-unmerged / 9 open; merged rate **9%**, closed-unmerged rate **9%**, open rate **82%**)
+- account age: **2423 days**
+- recent public PR activity: **12 PRs** (1 merged / 1 closed-unmerged / 10 open; merged rate **8%**, closed-unmerged rate **8%**, open rate **83%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
 - heuristic read: **broad repo spread; high open PR share; no visible non-self stars**
@@ -6417,11 +6690,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3475 days**
-- recent public PR activity: **35 PRs** (10 merged / 7 closed-unmerged / 18 open; merged rate **29%**, closed-unmerged rate **20%**, open rate **51%**)
+- account age: **3491 days**
+- recent public PR activity: **45 PRs** (12 merged / 17 closed-unmerged / 16 open; merged rate **27%**, closed-unmerged rate **38%**, open rate **36%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **low**
+- heuristic read: **high recent PR volume; very broad repo spread**
 
 Example artifacts:
 - [PR #44642: Clarify that causal LM labels are shifted internally](https://github.com/huggingface/transformers/pull/44642) — open
@@ -6438,56 +6711,56 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3471 days**
-- recent public PR activity: **11 PRs** (2 merged / 4 closed-unmerged / 5 open; merged rate **18%**, closed-unmerged rate **36%**, open rate **45%**)
+- account age: **3487 days**
+- recent public PR activity: **12 PRs** (4 merged / 4 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #44526: Add GGUF support for MiniMax-M2.1 model](https://github.com/huggingface/transformers/pull/44526) — closed, merged
 
-### `Justynita`
+### `juliabush`
 
-- profile: [github.com/Justynita](https://github.com/Justynita)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJustynita)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJustynita)
-- repo first seen: `2026-01-31T04:47:25Z`
-- repo last seen: `2026-01-31T04:47:25Z`
-- first seen in snapshot: **no**
+- profile: [github.com/juliabush](https://github.com/juliabush)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliabush)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliabush)
+- repo first seen: `2026-04-07T21:37:00Z`
+- repo last seen: `2026-04-07T21:37:00Z`
+- first seen in snapshot: **yes**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1354 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- account age: **520 days**
+- recent public PR activity: **18 PRs** (2 merged / 3 closed-unmerged / 13 open; merged rate **11%**, closed-unmerged rate **17%**, open rate **72%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43639: Fix Quickstart Colab dependency mismatch](https://github.com/huggingface/transformers/pull/43639) — closed
+- [PR #45303: Fix FA2 inference equivalence failures for Whisper (closes #29942)](https://github.com/huggingface/transformers/pull/45303) — closed
 
-### `kallewoof`
+### `kamalrajkannan78`
 
-- profile: [github.com/kallewoof](https://github.com/kallewoof)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akallewoof)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akallewoof)
-- repo first seen: `2026-03-24T23:50:07Z`
-- repo last seen: `2026-03-24T23:50:07Z`
+- profile: [github.com/kamalrajkannan78](https://github.com/kamalrajkannan78)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akamalrajkannan78)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akamalrajkannan78)
+- repo first seen: `2026-04-07T05:24:43Z`
+- repo last seen: `2026-04-08T17:11:43Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5816 days**
-- recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **808 days**
+- recent public PR activity: **27 PRs** (22 merged / 2 closed-unmerged / 3 open; merged rate **81%**, closed-unmerged rate **7%**, open rate **11%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; no visible non-self stars**
 
 Example artifacts:
-- [PR #44980: bug-fix: do not assume torch.cuda is available when setting up norm values, even if flash linear attention is available](https://github.com/huggingface/transformers/pull/44980) — open
+- [PR #45277: Fix AttributeError in Gemma3ForConditionalGeneration and Gemma3ForSequenceClassification when config.return_dict=False](https://github.com/huggingface/transformers/pull/45277) — closed, merged
 
 ### `karthiksuki`
 
@@ -6501,7 +6774,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2035 days**
+- account age: **2051 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6510,27 +6783,6 @@ Example artifacts:
 Example artifacts:
 - [PR #43997: Migrate RegNet to standardized output tracing](https://github.com/huggingface/transformers/pull/43997) — open
 
-### `karthikthota-03`
-
-- profile: [github.com/karthikthota-03](https://github.com/karthikthota-03)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akarthikthota-03)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akarthikthota-03)
-- repo first seen: `2026-01-25T16:15:17Z`
-- repo last seen: `2026-01-25T16:26:24Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **59 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #43478: refactor: use BatchLinear in Qwen2Moe to enable PEFT/LoRA support](https://github.com/huggingface/transformers/pull/43478) — closed
-
 ### `kathrynle20`
 
 - profile: [github.com/kathrynle20](https://github.com/kathrynle20)
@@ -6543,7 +6795,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 6 reviews / 6 review comments**
-- account age: **2301 days**
+- account age: **2318 days**
 - recent public PR activity: **4 PRs** (4 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -6564,36 +6816,15 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **189 days**
-- recent public PR activity: **23 PRs** (14 merged / 5 closed-unmerged / 4 open; merged rate **61%**, closed-unmerged rate **22%**, open rate **17%**)
+- account age: **206 days**
+- recent public PR activity: **26 PRs** (16 merged / 5 closed-unmerged / 5 open; merged rate **62%**, closed-unmerged rate **19%**, open rate **19%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **young account**
+- heuristic read: **young account; high recent PR volume**
 
 Example artifacts:
 - [PR #44663: fix: restore missing `tokenizer_class` attribute in `ModelInfos.__init__`](https://github.com/huggingface/transformers/pull/44663) — closed
 
-### `kmswin1`
-
-- profile: [github.com/kmswin1](https://github.com/kmswin1)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
-- repo first seen: `2026-03-09T09:03:10Z`
-- repo last seen: `2026-03-09T09:03:10Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3359 days**
-- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
-
 ### `kulkarni-rohan`
 
 - profile: [github.com/kulkarni-rohan](https://github.com/kulkarni-rohan)
@@ -6606,7 +6837,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3140 days**
+- account age: **3156 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6627,7 +6858,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4735 days**
+- account age: **4751 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6636,6 +6867,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44059: [GPT2] Refactor output tracing to use capture_outputs/can_return_tuple decorators](https://github.com/huggingface/transformers/pull/44059) — open
 
+### `layla1824`
+
+- profile: [github.com/layla1824](https://github.com/layla1824)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alayla1824)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alayla1824)
+- repo first seen: `2026-03-26T16:48:53Z`
+- repo last seen: `2026-03-26T16:48:53Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2235 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45025: Update configuration_Clarify rotary_pct reset behavior in GPTNeoXConfiggpt_neox.py](https://github.com/huggingface/transformers/pull/45025) — closed
+
 ### `leaderofARS`
 
 - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
@@ -6648,10 +6900,10 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **588 days**
-- recent public PR activity: **27 PRs** (25 merged / 1 closed-unmerged / 1 open; merged rate **93%**, closed-unmerged rate **4%**, open rate **4%**)
+- account age: **604 days**
+- recent public PR activity: **32 PRs** (30 merged / 1 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **3%**, open rate **3%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
@@ -6663,14 +6915,14 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aliding-nv)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aliding-nv)
 - repo first seen: `2026-03-02T13:22:21Z`
-- repo last seen: `2026-03-02T17:14:44Z`
+- repo last seen: `2026-03-29T03:06:06Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 2 reviews / 2 review comments**
-- account age: **205 days**
-- recent public PR activity: **9 PRs** (7 merged / 1 closed-unmerged / 1 open; merged rate **78%**, closed-unmerged rate **11%**, open rate **11%**)
+- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
+- account age: **221 days**
+- recent public PR activity: **8 PRs** (6 merged / 1 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **12%**, open rate **12%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **young account; no visible non-self stars**
@@ -6690,15 +6942,36 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5221 days**
+- account age: **5237 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: `dnotitia`
+- public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44301: Fix: Qwen3 `<think>` blocks not written during fine-tuning (TRL)](https://github.com/huggingface/transformers/pull/44301) — closed
 
+### `lowzhao`
+
+- profile: [github.com/lowzhao](https://github.com/lowzhao)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alowzhao)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alowzhao)
+- repo first seen: `2026-04-06T08:41:40Z`
+- repo last seen: `2026-04-06T08:41:40Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3238 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45262: doc: fix TokenizersBackend.convert_to_native_format docstring](https://github.com/huggingface/transformers/pull/45262) — closed, merged
+
 ### `LucasMa2025`
 
 - profile: [github.com/LucasMa2025](https://github.com/LucasMa2025)
@@ -6711,7 +6984,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **58 days**
+- account age: **74 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
@@ -6720,47 +6993,89 @@ Example artifacts:
 Example artifacts:
 - [PR #44708: Add Configurable Generation Scheduler and State Machine for `generate()`](https://github.com/huggingface/transformers/pull/44708) — closed, draft
 
-### `LynchXLQ`
+### `lucianommartins`
 
-- profile: [github.com/LynchXLQ](https://github.com/LynchXLQ)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALynchXLQ)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALynchXLQ)
-- repo first seen: `2026-02-06T02:29:19Z`
-- repo last seen: `2026-02-09T16:18:39Z`
+- profile: [github.com/lucianommartins](https://github.com/lucianommartins)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alucianommartins)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alucianommartins)
+- repo first seen: `2026-04-05T22:07:53Z`
+- repo last seen: `2026-04-09T00:14:28Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **1981 days**
-- recent public PR activity: **10 PRs** (2 merged / 2 closed-unmerged / 6 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3498 days**
+- recent public PR activity: **5 PRs** (1 merged / 2 closed-unmerged / 2 open; merged rate **20%**, closed-unmerged rate **40%**, open rate **40%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #43788: Add id and resume support for SwanLab integration](https://github.com/huggingface/transformers/pull/43788) — closed
+- [PR #45257: [Gemma4] Fix chat template and stop tokens for OpenAI tool calling compatibility](https://github.com/huggingface/transformers/pull/45257) — closed, draft
 
-### `marcndo`
+### `maanas1234`
 
-- profile: [github.com/marcndo](https://github.com/marcndo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amarcndo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amarcndo)
-- repo first seen: `2026-01-26T14:17:56Z`
-- repo last seen: `2026-01-26T14:21:23Z`
+- profile: [github.com/maanas1234](https://github.com/maanas1234)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaanas1234)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaanas1234)
+- repo first seen: `2026-03-31T17:31:37Z`
+- repo last seen: `2026-03-31T17:31:37Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **577 days**
+- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45150: Fix incorrect TrainingArguments example in training.md](https://github.com/huggingface/transformers/pull/45150) — closed, merged
+
+### `madhav1k`
+
+- profile: [github.com/madhav1k](https://github.com/madhav1k)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amadhav1k)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amadhav1k)
+- repo first seen: `2026-04-06T17:47:07Z`
+- repo last seen: `2026-04-06T18:38:51Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **589 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- account age: **2053 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43498: fix/backward compatibility for tie_weights](https://github.com/huggingface/transformers/pull/43498) — open, draft
+- [PR #45270: [Trainer] Support multi-loss component logging](https://github.com/huggingface/transformers/pull/45270) — open, draft
+
+### `marvinzh`
+
+- profile: [github.com/marvinzh](https://github.com/marvinzh)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amarvinzh)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amarvinzh)
+- repo first seen: `2026-04-07T06:49:34Z`
+- repo last seen: `2026-04-09T15:25:12Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
+- account age: **4423 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #45280: add Qianfan-OCR model definition](https://github.com/huggingface/transformers/pull/45280) — open
 
 ### `materight`
 
@@ -6774,7 +7089,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3293 days**
+- account age: **3310 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `cerrion`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -6783,47 +7098,26 @@ Example artifacts:
 Example artifacts:
 - [PR #43984: Remove unused squeeze from VJEPA2 embeddings rotation](https://github.com/huggingface/transformers/pull/43984) — closed, merged
 
-### `MengAiDev`
+### `milesial`
 
-- profile: [github.com/MengAiDev](https://github.com/MengAiDev)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMengAiDev)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMengAiDev)
-- repo first seen: `2026-02-06T00:46:08Z`
-- repo last seen: `2026-02-06T00:46:08Z`
+- profile: [github.com/milesial](https://github.com/milesial)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amilesial)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amilesial)
+- repo first seen: `2026-03-31T01:59:28Z`
+- repo last seen: `2026-04-07T14:56:51Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **383 days**
-- recent public PR activity: **4 PRs** (1 merged / 1 closed-unmerged / 2 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3191 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `utcoupe`, `dataventureutc`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43785: Fix FSDP_CPU_RAM_EFFICIENT_LOADING (#43749)](https://github.com/huggingface/transformers/pull/43785) — open
-
-### `michaelfeil`
-
-- profile: [github.com/michaelfeil](https://github.com/michaelfeil)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelfeil)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelfeil)
-- repo first seen: `2026-02-06T18:24:13Z`
-- repo last seen: `2026-02-07T17:40:29Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **2173 days**
-- recent public PR activity: **32 PRs** (17 merged / 3 closed-unmerged / 12 open; merged rate **53%**, closed-unmerged rate **9%**, open rate **38%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread**
-
-Example artifacts:
-- [PR #43810: add bidirectional attention to qwen and llama configs](https://github.com/huggingface/transformers/pull/43810) — closed
+- [PR #45134: Optimize Parakeet feature extraction on CUDA](https://github.com/huggingface/transformers/pull/45134) — open
 
 ### `mitre88`
 
@@ -6837,8 +7131,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3180 days**
-- recent public PR activity: **121 PRs** (28 merged / 26 closed-unmerged / 67 open; merged rate **23%**, closed-unmerged rate **21%**, open rate **55%**)
+- account age: **3196 days**
+- recent public PR activity: **113 PRs** (35 merged / 27 closed-unmerged / 51 open; merged rate **31%**, closed-unmerged rate **24%**, open rate **45%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
@@ -6846,6 +7140,69 @@ Example artifacts:
 Example artifacts:
 - [PR #44422: docs: add Spanish translation for conversations.md (chat basics)](https://github.com/huggingface/transformers/pull/44422) — closed, merged
 
+### `mobicham`
+
+- profile: [github.com/mobicham](https://github.com/mobicham)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amobicham)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amobicham)
+- repo first seen: `2026-03-18T20:18:41Z`
+- repo last seen: `2026-04-07T07:34:00Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **2956 days**
+- recent public PR activity: **7 PRs** (5 merged / 0 closed-unmerged / 2 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45147: Fix broken HQQ support](https://github.com/huggingface/transformers/pull/45147) — open
+
+### `mohamad-tohidi`
+
+- profile: [github.com/mohamad-tohidi](https://github.com/mohamad-tohidi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amohamad-tohidi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amohamad-tohidi)
+- repo first seen: `2026-04-11T10:00:07Z`
+- repo last seen: `2026-04-11T10:00:07Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1008 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45374: Adding hierarchical classification example](https://github.com/huggingface/transformers/pull/45374) — open
+
+### `mohdfaour03`
+
+- profile: [github.com/mohdfaour03](https://github.com/mohdfaour03)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amohdfaour03)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amohdfaour03)
+- repo first seen: `2026-04-08T13:38:46Z`
+- repo last seen: `2026-04-09T12:53:44Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1146 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45317: Fix AttributeError in _patch_mistral_regex when fix_mistral_regex=True  ](https://github.com/huggingface/transformers/pull/45317) — open
+
 ### `moktamd`
 
 - profile: [github.com/moktamd](https://github.com/moktamd)
@@ -6857,15 +7214,36 @@ Example artifacts:
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1352 days**
-- recent public PR activity: **37 PRs** (9 merged / 7 closed-unmerged / 21 open; merged rate **24%**, closed-unmerged rate **19%**, open rate **57%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1368 days**
+- recent public PR activity: **46 PRs** (17 merged / 9 closed-unmerged / 20 open; merged rate **37%**, closed-unmerged rate **20%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #44591: Add MPS SDPA workarounds for value head dim and bidirectional attention](https://github.com/huggingface/transformers/pull/44591) — closed
+
+### `mrutkows`
+
+- profile: [github.com/mrutkows](https://github.com/mrutkows)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amrutkows)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amrutkows)
+- repo first seen: `2026-04-09T17:46:37Z`
+- repo last seen: `2026-04-09T17:46:37Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **4327 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: `IBM`, `openwhisk`, `tektoncd`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #44591: Add MPS SDPA workarounds for value head dim and bidirectional attention](https://github.com/huggingface/transformers/pull/44591) — closed
+- [PR #45350: WIP: Add support for Granite4VisionForConditionalGeneration](https://github.com/huggingface/transformers/pull/45350) — open, draft
 
 ### `mtthw13`
 
@@ -6879,7 +7257,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2805 days**
+- account age: **2822 days**
 - recent public PR activity: **4 PRs** (0 merged / 3 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **75%**, open rate **25%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6900,7 +7278,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **3724 days**
+- account age: **3740 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6921,7 +7299,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2340 days**
+- account age: **2356 days**
 - recent public PR activity: **8 PRs** (0 merged / 6 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **75%**, open rate **25%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -6942,7 +7320,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2316 days**
+- account age: **2332 days**
 - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -6963,7 +7341,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2938 days**
+- account age: **2954 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -6972,26 +7350,26 @@ Example artifacts:
 Example artifacts:
 - [PR #44520: test(cli): add unit tests for env and model utility commands](https://github.com/huggingface/transformers/pull/44520) — closed
 
-### `ndeybach`
+### `NathanHB`
 
-- profile: [github.com/ndeybach](https://github.com/ndeybach)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Andeybach)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Andeybach)
-- repo first seen: `2026-01-28T15:45:54Z`
-- repo last seen: `2026-01-28T15:45:54Z`
+- profile: [github.com/NathanHB](https://github.com/NathanHB)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANathanHB)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANathanHB)
+- repo first seen: `2026-03-27T13:02:59Z`
+- repo last seen: `2026-03-27T15:17:14Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- repo association: **MEMBER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2070 days**
-- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3175 days**
+- recent public PR activity: **13 PRs** (11 merged / 0 closed-unmerged / 2 open; merged rate **85%**, closed-unmerged rate **0%**, open rate **15%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #43564: add an option to disable Sam3VideoModel progress bar](https://github.com/huggingface/transformers/pull/43564) — closed, merged
+- [PR #45057: [serving] Fix continuous batching JSON response serialization](https://github.com/huggingface/transformers/pull/45057) — closed, merged
 
 ### `neo`
 
@@ -7005,7 +7383,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4189 days**
+- account age: **4205 days**
 - recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: `Experience-Monks`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -7014,27 +7392,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44672: Fix annotations reader for python 3.14 in `PreTrainedModel`](https://github.com/huggingface/transformers/pull/44672) — closed, merged
 
-### `nesjett`
-
-- profile: [github.com/nesjett](https://github.com/nesjett)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anesjett)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anesjett)
-- repo first seen: `2026-02-04T10:28:20Z`
-- repo last seen: `2026-02-04T15:56:31Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
-- account age: **4384 days**
-- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #43733: Docs: fix Training step by removing tokenizer from trainer initialization](https://github.com/huggingface/transformers/pull/43733) — closed, merged
-
 ### `nexiouscaliver`
 
 - profile: [github.com/nexiouscaliver](https://github.com/nexiouscaliver)
@@ -7047,10 +7404,10 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2126 days**
-- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
+- account age: **2142 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
@@ -7068,7 +7425,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4074 days**
+- account age: **4090 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -7089,7 +7446,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2204 days**
+- account age: **2220 days**
 - recent public PR activity: **3 PRs** (1 merged / 2 closed-unmerged / 0 open; merged rate **33%**, closed-unmerged rate **67%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7110,36 +7467,15 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3995 days**
-- recent public PR activity: **39 PRs** (36 merged / 2 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **5%**, open rate **3%**)
+- account age: **4012 days**
+- recent public PR activity: **38 PRs** (35 merged / 2 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **5%**, open rate **3%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
 - [PR #44216: Fix #44016: Syntax error in Transformer section 3 (Transformers, what can they do?) notebook](https://github.com/huggingface/transformers/pull/44216) — closed
 
-### `Nitin75408`
-
-- profile: [github.com/Nitin75408](https://github.com/Nitin75408)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANitin75408)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANitin75408)
-- repo first seen: `2026-02-05T09:31:54Z`
-- repo last seen: `2026-02-05T09:31:54Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1211 days**
-- recent public PR activity: **105 PRs** (1 merged / 53 closed-unmerged / 51 open; merged rate **1%**, closed-unmerged rate **50%**, open rate **49%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #43760: Fixed Models with PEFT adapters won't load from local checkpoints issue](https://github.com/huggingface/transformers/pull/43760) — closed
-
 ### `omyaaa1`
 
 - profile: [github.com/omyaaa1](https://github.com/omyaaa1)
@@ -7152,15 +7488,36 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **497 days**
-- recent public PR activity: **3 PRs** (2 merged / 1 closed-unmerged / 0 open; merged rate **67%**, closed-unmerged rate **33%**, open rate **0%**)
+- account age: **514 days**
+- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44842: Fix AutoImageProcessor URL loading regression](https://github.com/huggingface/transformers/pull/44842) — closed
 
+### `orbisai0security`
+
+- profile: [github.com/orbisai0security](https://github.com/orbisai0security)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aorbisai0security)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aorbisai0security)
+- repo first seen: `2026-03-30T15:02:06Z`
+- repo last seen: `2026-03-30T15:02:06Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **155 days**
+- recent public PR activity: **211 PRs** (21 merged / 102 closed-unmerged / 88 open; merged rate **10%**, closed-unmerged rate **48%**, open rate **42%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
+
 ### `overcastbulb`
 
 - profile: [github.com/overcastbulb](https://github.com/overcastbulb)
@@ -7173,15 +7530,57 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1508 days**
-- recent public PR activity: **6 PRs** (1 merged / 5 closed-unmerged / 0 open; merged rate **17%**, closed-unmerged rate **83%**, open rate **0%**)
+- account age: **1525 days**
+- recent public PR activity: **7 PRs** (2 merged / 5 closed-unmerged / 0 open; merged rate **29%**, closed-unmerged rate **71%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+- heuristic read: **many recent closed-unmerged PRs**
 
 Example artifacts:
 - [PR #44326: docs: Add zero-shot-classification example to pipeline tutorial](https://github.com/huggingface/transformers/pull/44326) — closed
 
+### `owwll`
+
+- profile: [github.com/owwll](https://github.com/owwll)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aowwll)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aowwll)
+- repo first seen: `2026-04-10T21:13:32Z`
+- repo last seen: `2026-04-10T21:13:32Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **631 days**
+- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45366: Fix OLMoE routing and Mistral4 RoPE dimensions](https://github.com/huggingface/transformers/pull/45366) — closed
+
+### `partacc`
+
+- profile: [github.com/partacc](https://github.com/partacc)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apartacc)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apartacc)
+- repo first seen: `2026-04-07T20:07:02Z`
+- repo last seen: `2026-04-07T20:07:29Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **276 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **young account; no visible non-self stars**
+
+Example artifacts:
+- [PR #45299: [Please ignore] CI Test PR](https://github.com/huggingface/transformers/pull/45299) — closed
+
 ### `parthchopra07`
 
 - profile: [github.com/parthchopra07](https://github.com/parthchopra07)
@@ -7194,7 +7593,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1524 days**
+- account age: **1540 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7203,6 +7602,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44213: Update BEiT model card](https://github.com/huggingface/transformers/pull/44213) — closed
 
+### `pdufour`
+
+- profile: [github.com/pdufour](https://github.com/pdufour)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apdufour)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apdufour)
+- repo first seen: `2026-04-04T00:15:04Z`
+- repo last seen: `2026-04-10T23:19:19Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
+- account age: **5242 days**
+- recent public PR activity: **5 PRs** (0 merged / 0 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #45233: feat: make timesfm2_5 onnx export compatible](https://github.com/huggingface/transformers/pull/45233) — open
+
 ### `pdwi2020`
 
 - profile: [github.com/pdwi2020](https://github.com/pdwi2020)
@@ -7215,7 +7635,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1974 days**
+- account age: **1991 days**
 - recent public PR activity: **15 PRs** (0 merged / 10 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
@@ -7224,26 +7644,47 @@ Example artifacts:
 Example artifacts:
 - [PR #44007: [ResNet] Refactor output tracing to decorator-based interface](https://github.com/huggingface/transformers/pull/44007) — open
 
-### `prachigurav1203`
+### `pnehete23`
 
-- profile: [github.com/prachigurav1203](https://github.com/prachigurav1203)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aprachigurav1203)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aprachigurav1203)
-- repo first seen: `2026-01-31T07:02:11Z`
-- repo last seen: `2026-01-31T07:02:11Z`
+- profile: [github.com/pnehete23](https://github.com/pnehete23)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apnehete23)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apnehete23)
+- repo first seen: `2026-03-26T08:52:10Z`
+- repo last seen: `2026-03-26T08:52:10Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **533 days**
+- account age: **862 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #43642: Improve benchmark_config documentation](https://github.com/huggingface/transformers/pull/43642) — closed
+- [PR #45015: fix: guard sys.modules access in _can_set_attn/experts_implementation](https://github.com/huggingface/transformers/pull/45015) — closed
+
+### `popotest`
+
+- profile: [github.com/popotest](https://github.com/popotest)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apopotest)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apopotest)
+- repo first seen: `2026-03-26T15:33:19Z`
+- repo last seen: `2026-03-26T15:33:19Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **73 days**
+- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45022: Update _config.py](https://github.com/huggingface/transformers/pull/45022) — closed
 
 ### `prakhar-agarwal`
 
@@ -7257,7 +7698,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **4754 days**
+- account age: **4770 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7278,11 +7719,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **3021 days**
-- recent public PR activity: **5 PRs** (2 merged / 1 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **20%**, open rate **40%**)
+- account age: **3037 days**
+- recent public PR activity: **6 PRs** (4 merged / 1 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **17%**, open rate **17%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
+- heuristic read: **—**
 
 Example artifacts:
 - [PR #44966: Fix backward compatibility for CommonKwargs in processing_utils (brea…](https://github.com/huggingface/transformers/pull/44966) — closed
@@ -7299,7 +7740,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **328 days**
+- account age: **345 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
@@ -7308,90 +7749,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44590: Fix incorrect docstring for position_ids](https://github.com/huggingface/transformers/pull/44590) — closed
 
-### `pstjohn`
-
-- profile: [github.com/pstjohn](https://github.com/pstjohn)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apstjohn)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apstjohn)
-- repo first seen: `2026-01-26T23:57:17Z`
-- repo last seen: `2026-03-03T16:31:56Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
-- account age: **4908 days**
-- recent public PR activity: **57 PRs** (43 merged / 4 closed-unmerged / 10 open; merged rate **75%**, closed-unmerged rate **7%**, open rate **18%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #43510: Fix and re-enable extra_state tests](https://github.com/huggingface/transformers/pull/43510) — closed, merged
-
 ### `rain-1`
 
 - profile: [github.com/rain-1](https://github.com/rain-1)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arain-1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arain-1)
 - repo first seen: `2026-03-10T07:09:07Z`
-- repo last seen: `2026-03-22T07:19:13Z`
+- repo last seen: `2026-04-06T09:23:17Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **3685 days**
-- recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **3701 days**
+- recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
 - [PR #44558: Add /v1/completions endpoint (OpenAI legacy completions API) to `transformers serve`](https://github.com/huggingface/transformers/pull/44558) — open
 
-### `Rayyan-Oumlil`
-
-- profile: [github.com/Rayyan-Oumlil](https://github.com/Rayyan-Oumlil)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARayyan-Oumlil)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARayyan-Oumlil)
-- repo first seen: `2026-02-04T15:11:22Z`
-- repo last seen: `2026-02-04T15:11:22Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **560 days**
-- recent public PR activity: **7 PRs** (1 merged / 6 closed-unmerged / 0 open; merged rate **14%**, closed-unmerged rate **86%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43739: SwanLab: add id and resume support for resuming runs (fixes #43698)](https://github.com/huggingface/transformers/pull/43739) — closed
-
-### `reach-Harishapc`
-
-- profile: [github.com/reach-Harishapc](https://github.com/reach-Harishapc)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Areach-Harishapc)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Areach-Harishapc)
-- repo first seen: `2026-01-26T19:38:43Z`
-- repo last seen: `2026-01-27T12:34:03Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **631 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #43506: Add RishAI model with full transformers integration](https://github.com/huggingface/transformers/pull/43506) — open
-
 ### `RicardoLee510520`
 
 - profile: [github.com/RicardoLee510520](https://github.com/RicardoLee510520)
@@ -7404,7 +7782,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **146 days**
+- account age: **163 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
@@ -7413,27 +7791,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44846: [Docs] Update DeiT model card to new format](https://github.com/huggingface/transformers/pull/44846) — closed
 
-### `riccardofelluga`
-
-- profile: [github.com/riccardofelluga](https://github.com/riccardofelluga)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ariccardofelluga)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ariccardofelluga)
-- repo first seen: `2026-02-04T15:06:43Z`
-- repo last seen: `2026-02-25T16:42:20Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
-- account age: **4011 days**
-- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #43737: Use associative scan HOP mamba recurrentgemma](https://github.com/huggingface/transformers/pull/43737) — closed, merged
-
 ### `RishabhMehra`
 
 - profile: [github.com/RishabhMehra](https://github.com/RishabhMehra)
@@ -7446,7 +7803,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3338 days**
+- account age: **3354 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7455,27 +7812,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44278: [FEAT] Pipelines - Faster group_entities](https://github.com/huggingface/transformers/pull/44278) — closed
 
-### `robell`
-
-- profile: [github.com/robell](https://github.com/robell)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arobell)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arobell)
-- repo first seen: `2026-02-06T13:26:58Z`
-- repo last seen: `2026-02-12T09:16:25Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **4758 days**
-- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #43801: Fix lifted_tensor in Gemma3n export which dynamo can't reason about](https://github.com/huggingface/transformers/pull/43801) — closed, merged
-
 ### `Rohang2005`
 
 - profile: [github.com/Rohang2005](https://github.com/Rohang2005)
@@ -7488,11 +7824,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **795 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- account age: **811 days**
+- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
 - [PR #44430: Fix inconsistent past_key_value/past_key_values usage in AFMoE modeling](https://github.com/huggingface/transformers/pull/44430) — closed
@@ -7509,8 +7845,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2139 days**
-- recent public PR activity: **7 PRs** (3 merged / 0 closed-unmerged / 4 open; merged rate **43%**, closed-unmerged rate **0%**, open rate **57%**)
+- account age: **2155 days**
+- recent public PR activity: **11 PRs** (6 merged / 0 closed-unmerged / 5 open; merged rate **55%**, closed-unmerged rate **0%**, open rate **45%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high open PR share**
@@ -7530,7 +7866,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1300 days**
+- account age: **1316 days**
 - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -7551,11 +7887,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5005 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- account age: **5021 days**
+- recent public PR activity: **6 PRs** (1 merged / 1 closed-unmerged / 4 open; merged rate **17%**, closed-unmerged rate **17%**, open rate **67%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
 
 Example artifacts:
 - [PR #44070: Add GGUF loading support for Qwen3-Next (qwen3_next) architecture](https://github.com/huggingface/transformers/pull/44070) — open
@@ -7572,11 +7908,11 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **570 days**
-- recent public PR activity: **6 PRs** (4 merged / 0 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
+- account age: **587 days**
+- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #44044: Refactor DeBERTa's output tracing interface](https://github.com/huggingface/transformers/pull/44044) — open
@@ -7593,7 +7929,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1855 days**
+- account age: **1871 days**
 - recent public PR activity: **4 PRs** (0 merged / 4 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -7602,6 +7938,48 @@ Example artifacts:
 Example artifacts:
 - [PR #44249: fix: add backward compatibility for grouped_entities parameter](https://github.com/huggingface/transformers/pull/44249) — closed
 
+### `ryota-komatsu`
+
+- profile: [github.com/ryota-komatsu](https://github.com/ryota-komatsu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aryota-komatsu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aryota-komatsu)
+- repo first seen: `2026-04-06T18:01:42Z`
+- repo last seen: `2026-04-06T18:01:42Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1790 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: `tttslab`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — open
+
+### `sahildando`
+
+- profile: [github.com/sahildando](https://github.com/sahildando)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asahildando)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asahildando)
+- repo first seen: `2026-04-07T21:12:29Z`
+- repo last seen: `2026-04-09T13:28:26Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1236 days**
+- recent public PR activity: **15 PRs** (6 merged / 7 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **47%**, open rate **13%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45301:  docs maintenance for transformers repository 979e8](https://github.com/huggingface/transformers/pull/45301) — closed
+
 ### `sahilleth`
 
 - profile: [github.com/sahilleth](https://github.com/sahilleth)
@@ -7614,8 +7992,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **36 days**
-- recent public PR activity: **20 PRs** (3 merged / 6 closed-unmerged / 11 open; merged rate **15%**, closed-unmerged rate **30%**, open rate **55%**)
+- account age: **52 days**
+- recent public PR activity: **20 PRs** (4 merged / 6 closed-unmerged / 10 open; merged rate **20%**, closed-unmerged rate **30%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
 - heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars**
@@ -7635,7 +8013,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **805 days**
+- account age: **821 days**
 - recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7656,10 +8034,10 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **15 days**
+- account age: **32 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **high**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
 - heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
@@ -7677,7 +8055,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2166 days**
+- account age: **2182 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7698,35 +8076,35 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **29 days**
-- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- account age: **45 days**
+- recent public PR activity: **5 PRs** (1 merged / 4 closed-unmerged / 0 open; merged rate **20%**, closed-unmerged rate **80%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **low**, automation risk **medium**
-- heuristic read: **very new account; no visible non-self stars**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **very new account; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44449: fix: 3 bugs : MoE aux loss, ANSI TTY leak, pipeline removed and also task error](https://github.com/huggingface/transformers/pull/44449) — closed
 
-### `Sankalpkumarsingh1234`
+### `saslifat-gif`
 
-- profile: [github.com/Sankalpkumarsingh1234](https://github.com/Sankalpkumarsingh1234)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASankalpkumarsingh1234)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASankalpkumarsingh1234)
-- repo first seen: `2026-02-06T13:41:03Z`
-- repo last seen: `2026-02-06T13:41:03Z`
+- profile: [github.com/saslifat-gif](https://github.com/saslifat-gif)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaslifat-gif)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaslifat-gif)
+- repo first seen: `2026-04-02T14:08:15Z`
+- repo last seen: `2026-04-02T14:08:15Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **959 days**
-- recent public PR activity: **5 PRs** (2 merged / 2 closed-unmerged / 1 open; merged rate **40%**, closed-unmerged rate **40%**, open rate **20%**)
+- account age: **223 days**
+- recent public PR activity: **7 PRs** (1 merged / 2 closed-unmerged / 4 open; merged rate **14%**, closed-unmerged rate **29%**, open rate **57%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **young account; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43802: Add real-world use case section for text summarization](https://github.com/huggingface/transformers/pull/43802) — closed
+- [PR #45191: Add edge case tests for out-of-range token id decoding in Qwen2 tokenizer](https://github.com/huggingface/transformers/pull/45191) — closed
 
 ### `saurav0369`
 
@@ -7739,36 +8117,15 @@ Example artifacts:
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **328 days**
-- recent public PR activity: **7 PRs** (3 merged / 2 closed-unmerged / 2 open; merged rate **43%**, closed-unmerged rate **29%**, open rate **29%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **young account; targets high-star repos**
-
-Example artifacts:
-- [PR #43993: docs: fix typos across documentation files](https://github.com/huggingface/transformers/pull/43993) — closed, merged
-
-### `sdharani91`
-
-- profile: [github.com/sdharani91](https://github.com/sdharani91)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
-- repo first seen: `2026-03-18T05:45:40Z`
-- repo last seen: `2026-03-25T16:23:28Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **3343 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **344 days**
+- recent public PR activity: **7 PRs** (3 merged / 2 closed-unmerged / 2 open; merged rate **43%**, closed-unmerged rate **29%**, open rate **29%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **young account; targets high-star repos**
 
 Example artifacts:
-- [PR #44867: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels](https://github.com/huggingface/transformers/pull/44867) — closed
+- [PR #43993: docs: fix typos across documentation files](https://github.com/huggingface/transformers/pull/43993) — closed, merged
 
 ### `shaealh`
 
@@ -7776,21 +8133,63 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ashaealh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashaealh)
 - repo first seen: `2026-03-13T05:05:01Z`
-- repo last seen: `2026-03-13T05:42:12Z`
+- repo last seen: `2026-04-02T21:23:53Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **49 days**
-- recent public PR activity: **5 PRs** (1 merged / 0 closed-unmerged / 4 open; merged rate **20%**, closed-unmerged rate **0%**, open rate **80%**)
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **65 days**
+- recent public PR activity: **5 PRs** (2 merged / 1 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **20%**, open rate **40%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **medium**
 - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
 - [PR #44650: Fix Seq2SeqTrainer generation path for decoder-only models](https://github.com/huggingface/transformers/pull/44650) — open
 
+### `shhKnight30`
+
+- profile: [github.com/shhKnight30](https://github.com/shhKnight30)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AshhKnight30)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AshhKnight30)
+- repo first seen: `2026-04-04T10:29:57Z`
+- repo last seen: `2026-04-10T10:21:30Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **925 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45240: fix: restore mypy type checking for PreTrainedConfig subclasses (#45071)](https://github.com/huggingface/transformers/pull/45240) — closed, merged
+
+### `Shikhar-S`
+
+- profile: [github.com/Shikhar-S](https://github.com/Shikhar-S)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShikhar-S)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShikhar-S)
+- repo first seen: `2026-04-10T04:26:05Z`
+- repo last seen: `2026-04-11T02:43:17Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3758 days**
+- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #45355: Add universal phone recognition model - PhoneticXeus](https://github.com/huggingface/transformers/pull/45355) — open
+
 ### `Sid-V5`
 
 - profile: [github.com/Sid-V5](https://github.com/Sid-V5)
@@ -7803,8 +8202,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **998 days**
-- recent public PR activity: **8 PRs** (2 merged / 1 closed-unmerged / 5 open; merged rate **25%**, closed-unmerged rate **12%**, open rate **62%**)
+- account age: **1014 days**
+- recent public PR activity: **8 PRs** (2 merged / 2 closed-unmerged / 4 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
@@ -7824,7 +8223,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3151 days**
+- account age: **3167 days**
 - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7845,7 +8244,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2913 days**
+- account age: **2930 days**
 - recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -7854,69 +8253,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44533: docs: Remove references to removed 'transformers run' CLI command](https://github.com/huggingface/transformers/pull/44533) — closed
 
-### `stromfee`
-
-- profile: [github.com/stromfee](https://github.com/stromfee)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astromfee)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astromfee)
-- repo first seen: `2026-02-03T17:31:54Z`
-- repo last seen: `2026-02-03T17:31:54Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1221 days**
-- recent public PR activity: **74 PRs** (2 merged / 30 closed-unmerged / 42 open; merged rate **3%**, closed-unmerged rate **41%**, open rate **57%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #43715: Add AgentMarket - Real Energy Data for AI Agents](https://github.com/huggingface/transformers/pull/43715) — closed
-
-### `Suraj1199`
-
-- profile: [github.com/Suraj1199](https://github.com/Suraj1199)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASuraj1199)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASuraj1199)
-- repo first seen: `2026-01-30T14:22:03Z`
-- repo last seen: `2026-01-30T14:22:03Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2752 days**
-- recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43627: Add New Scratch Implementation for Transformers](https://github.com/huggingface/transformers/pull/43627) — closed
-
-### `surya10602`
-
-- profile: [github.com/surya10602](https://github.com/surya10602)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asurya10602)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asurya10602)
-- repo first seen: `2026-02-05T20:57:14Z`
-- repo last seen: `2026-02-05T20:57:14Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **381 days**
-- recent public PR activity: **4 PRs** (2 merged / 1 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #43779: SwanLab: Add support for id and resume arguments in SwanLabCallback](https://github.com/huggingface/transformers/pull/43779) — open
-
 ### `svlandeg`
 
 - profile: [github.com/svlandeg](https://github.com/svlandeg)
@@ -7929,35 +8265,35 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **4208 days**
-- recent public PR activity: **59 PRs** (42 merged / 3 closed-unmerged / 14 open; merged rate **71%**, closed-unmerged rate **5%**, open rate **24%**)
+- account age: **4224 days**
+- recent public PR activity: **52 PRs** (36 merged / 3 closed-unmerged / 13 open; merged rate **69%**, closed-unmerged rate **6%**, open rate **25%**)
 - public orgs: `fastapicloud`, `fastapi`
-- compact scores: follow-through **strong**, breadth **high**, automation risk **medium**
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
 - heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
 - [PR #43921: Depend on `typer` instead of `typer-slim`](https://github.com/huggingface/transformers/pull/43921) — closed, merged
 
-### `Tanmaygangurde20`
+### `Talhax55z`
 
-- profile: [github.com/Tanmaygangurde20](https://github.com/Tanmaygangurde20)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATanmaygangurde20)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATanmaygangurde20)
-- repo first seen: `2026-02-09T20:19:43Z`
-- repo last seen: `2026-02-09T20:19:43Z`
+- profile: [github.com/Talhax55z](https://github.com/Talhax55z)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATalhax55z)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATalhax55z)
+- repo first seen: `2026-04-03T16:36:25Z`
+- repo last seen: `2026-04-11T08:38:42Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **943 days**
-- recent public PR activity: **5 PRs** (4 merged / 1 closed-unmerged / 0 open; merged rate **80%**, closed-unmerged rate **20%**, open rate **0%**)
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **74 days**
+- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **very new account; high open PR share; no visible non-self stars**
 
 Example artifacts:
-- [PR #43871: Fix TypeError in dot_natural_key when sorting mixed structure keys](https://github.com/huggingface/transformers/pull/43871) — closed
+- [PR #45223: Fix: ObjectDetectionPipeline batch inference only returns first image results](https://github.com/huggingface/transformers/pull/45223) — open
 
 ### `taovinci0`
 
@@ -7971,7 +8307,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **426 days**
+- account age: **442 days**
 - recent public PR activity: **19 PRs** (4 merged / 13 closed-unmerged / 2 open; merged rate **21%**, closed-unmerged rate **68%**, open rate **11%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -7992,8 +8328,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **386 days**
-- recent public PR activity: **104 PRs** (10 merged / 71 closed-unmerged / 23 open; merged rate **10%**, closed-unmerged rate **68%**, open rate **22%**)
+- account age: **402 days**
+- recent public PR activity: **151 PRs** (29 merged / 116 closed-unmerged / 6 open; merged rate **19%**, closed-unmerged rate **77%**, open rate **4%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
@@ -8001,27 +8337,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44686: Use safe_load in convert marian to pytorch](https://github.com/huggingface/transformers/pull/44686) — closed
 
-### `TheSanjBot`
-
-- profile: [github.com/TheSanjBot](https://github.com/TheSanjBot)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATheSanjBot)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATheSanjBot)
-- repo first seen: `2026-02-04T15:36:30Z`
-- repo last seen: `2026-02-05T09:27:08Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **2060 days**
-- recent public PR activity: **4 PRs** (2 merged / 1 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #43757: Avoid hard failure for gpt-oss GGUF architecture by falling back to g…](https://github.com/huggingface/transformers/pull/43757) — open
-
 ### `TinderZ`
 
 - profile: [github.com/TinderZ](https://github.com/TinderZ)
@@ -8034,7 +8349,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **727 days**
+- account age: **744 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -8043,47 +8358,26 @@ Example artifacts:
 Example artifacts:
 - [PR #44144: [docs] Add Chinese translations for common NLP task tutorials](https://github.com/huggingface/transformers/pull/44144) — closed, merged
 
-### `tomaszcichy98`
-
-- profile: [github.com/tomaszcichy98](https://github.com/tomaszcichy98)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaszcichy98)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaszcichy98)
-- repo first seen: `2026-01-28T10:35:52Z`
-- repo last seen: `2026-01-29T16:17:49Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1374 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: `PolyAI-LDN`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43548: [Qwen2VL] Fix missing min_pixels/max_pixels attributes in fast image processor](https://github.com/huggingface/transformers/pull/43548) — closed
-
-### `Vallabh-1504`
+### `UsamaKenway`
 
-- profile: [github.com/Vallabh-1504](https://github.com/Vallabh-1504)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVallabh-1504)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVallabh-1504)
-- repo first seen: `2026-01-29T13:01:01Z`
-- repo last seen: `2026-02-03T16:55:39Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- profile: [github.com/UsamaKenway](https://github.com/UsamaKenway)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AUsamaKenway)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AUsamaKenway)
+- repo first seen: `2026-04-07T18:39:33Z`
+- repo last seen: `2026-04-07T18:39:33Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **696 days**
-- recent public PR activity: **7 PRs** (1 merged / 1 closed-unmerged / 5 open; merged rate **14%**, closed-unmerged rate **14%**, open rate **71%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2379 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `AICU-HEALTH`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #43593: fix: AttributeError for Qwen3_omni_moe](https://github.com/huggingface/transformers/pull/43593) — closed, merged
+- [PR #45296: Add GGUF support to Gemma4 (31B & 26B-A4B) text ](https://github.com/huggingface/transformers/pull/45296) — open
 
 ### `VanshikaSohal`
 
@@ -8097,7 +8391,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **541 days**
+- account age: **558 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -8106,27 +8400,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44935: Fix variable shadowing in pipeline example and typo in BART docs (BERT → BART)](https://github.com/huggingface/transformers/pull/44935) — closed, merged
 
-### `vasanthrpjan1-boop`
-
-- profile: [github.com/vasanthrpjan1-boop](https://github.com/vasanthrpjan1-boop)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasanthrpjan1-boop)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasanthrpjan1-boop)
-- repo first seen: `2026-02-08T14:25:35Z`
-- repo last seen: `2026-02-08T14:29:51Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **232 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
-
 ### `vimal-crypto`
 
 - profile: [github.com/vimal-crypto](https://github.com/vimal-crypto)
@@ -8139,7 +8412,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **960 days**
+- account age: **976 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -8160,8 +8433,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **408 days**
-- recent public PR activity: **9 PRs** (1 merged / 7 closed-unmerged / 1 open; merged rate **11%**, closed-unmerged rate **78%**, open rate **11%**)
+- account age: **424 days**
+- recent public PR activity: **9 PRs** (1 merged / 8 closed-unmerged / 0 open; merged rate **11%**, closed-unmerged rate **89%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars**
@@ -8181,8 +8454,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2051 days**
-- recent public PR activity: **26 PRs** (3 merged / 10 closed-unmerged / 13 open; merged rate **12%**, closed-unmerged rate **38%**, open rate **50%**)
+- account age: **2067 days**
+- recent public PR activity: **28 PRs** (4 merged / 11 closed-unmerged / 13 open; merged rate **14%**, closed-unmerged rate **39%**, open rate **46%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
@@ -8190,27 +8463,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44904: fix(granite_speech): convert int to float for multiplier fields in text_config](https://github.com/huggingface/transformers/pull/44904) — closed
 
-### `vkuzo`
-
-- profile: [github.com/vkuzo](https://github.com/vkuzo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avkuzo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avkuzo)
-- repo first seen: `2026-01-28T15:04:44Z`
-- repo last seen: `2026-01-28T15:04:44Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **5100 days**
-- recent public PR activity: **114 PRs** (95 merged / 9 closed-unmerged / 10 open; merged rate **83%**, closed-unmerged rate **8%**, open rate **9%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume**
-
-Example artifacts:
-- [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
-
 ### `vxa8502`
 
 - profile: [github.com/vxa8502](https://github.com/vxa8502)
@@ -8223,7 +8475,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **409 days**
+- account age: **426 days**
 - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -8232,68 +8484,26 @@ Example artifacts:
 Example artifacts:
 - [PR #44687: Add explicit position_ids to GPT-Neo attention layers](https://github.com/huggingface/transformers/pull/44687) — closed
 
-### `WilliamRoyNelson`
-
-- profile: [github.com/WilliamRoyNelson](https://github.com/WilliamRoyNelson)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWilliamRoyNelson)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWilliamRoyNelson)
-- repo first seen: `2026-02-03T01:06:06Z`
-- repo last seen: `2026-02-03T17:23:59Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **4300 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: `americanexpress`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #43693: Update doc preprocessing regex to prevent ReDoS](https://github.com/huggingface/transformers/pull/43693) — closed
-
-### `wilnn`
+### `w601sxs`
 
-- profile: [github.com/wilnn](https://github.com/wilnn)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awilnn)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awilnn)
-- repo first seen: `2026-03-10T22:37:36Z`
-- repo last seen: `2026-03-21T21:18:13Z`
+- profile: [github.com/w601sxs](https://github.com/w601sxs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aw601sxs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aw601sxs)
+- repo first seen: `2026-04-01T15:02:15Z`
+- repo last seen: `2026-04-06T18:46:50Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1735 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #44583: fix load_best_model_checkpoint_at_end do not load the best model chec…](https://github.com/huggingface/transformers/pull/44583) — closed, merged
-
-### `xander1421`
-
-- profile: [github.com/xander1421](https://github.com/xander1421)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axander1421)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axander1421)
-- repo first seen: `2026-01-25T00:29:47Z`
-- repo last seen: `2026-01-25T00:29:47Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2950 days**
-- recent public PR activity: **6 PRs** (0 merged / 1 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **17%**, open rate **83%**)
+- account age: **4831 days**
+- recent public PR activity: **7 PRs** (4 merged / 2 closed-unmerged / 1 open; merged rate **57%**, closed-unmerged rate **29%**, open rate **14%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
-- [PR #43470: Fix MusicgenForConditionalGeneration config_class inheritance](https://github.com/huggingface/transformers/pull/43470) — closed
+- [PR #45168: Update min_lr and max_lr default values to better defaults](https://github.com/huggingface/transformers/pull/45168) — open
 
 ### `XingyuHu109`
 
@@ -8307,7 +8517,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1496 days**
+- account age: **1512 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -8328,8 +8538,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1011 days**
-- recent public PR activity: **192 PRs** (121 merged / 55 closed-unmerged / 16 open; merged rate **63%**, closed-unmerged rate **29%**, open rate **8%**)
+- account age: **1027 days**
+- recent public PR activity: **473 PRs** (370 merged / 88 closed-unmerged / 15 open; merged rate **78%**, closed-unmerged rate **19%**, open rate **3%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
 - heuristic read: **extremely high recent PR volume; very broad repo spread**
@@ -8337,6 +8547,48 @@ Example artifacts:
 Example artifacts:
 - [PR #44838: Fix AutoImageProcessor.from_pretrained failing with URL input](https://github.com/huggingface/transformers/pull/44838) — closed
 
+### `xu-song`
+
+- profile: [github.com/xu-song](https://github.com/xu-song)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axu-song)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axu-song)
+- repo first seen: `2026-04-01T14:50:33Z`
+- repo last seen: `2026-04-03T05:36:58Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3890 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45167: Add anthropic style of function schema](https://github.com/huggingface/transformers/pull/45167) — open
+
+### `yacinemebarki`
+
+- profile: [github.com/yacinemebarki](https://github.com/yacinemebarki)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayacinemebarki)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayacinemebarki)
+- repo first seen: `2026-03-30T21:18:47Z`
+- repo last seen: `2026-03-30T21:18:47Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **476 days**
+- recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45131: Fix MoE routers returning probabilities instead of logits](https://github.com/huggingface/transformers/pull/45131) — open
+
 ### `yashbora9`
 
 - profile: [github.com/yashbora9](https://github.com/yashbora9)
@@ -8349,7 +8601,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2158 days**
+- account age: **2174 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -8370,8 +8622,8 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **203 days**
-- recent public PR activity: **5 PRs** (0 merged / 1 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
+- account age: **220 days**
+- recent public PR activity: **6 PRs** (0 merged / 1 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **17%**, open rate **83%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
 - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
@@ -8391,7 +8643,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1850 days**
+- account age: **1867 days**
 - recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -8400,6 +8652,48 @@ Example artifacts:
 Example artifacts:
 - [PR #44241: fix: add missing return type annotations to type-checking utilities in generic.py](https://github.com/huggingface/transformers/pull/44241) — closed, merged
 
+### `zendy199x`
+
+- profile: [github.com/zendy199x](https://github.com/zendy199x)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azendy199x)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azendy199x)
+- repo first seen: `2026-03-29T15:50:04Z`
+- repo last seen: `2026-03-29T15:50:04Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2538 days**
+- recent public PR activity: **41 PRs** (3 merged / 27 closed-unmerged / 11 open; merged rate **7%**, closed-unmerged rate **66%**, open rate **27%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
+
+Example artifacts:
+- [PR #45098: fix: incomplete string literal causes syntax error in config docstring checker](https://github.com/huggingface/transformers/pull/45098) — closed
+
+### `zozo123`
+
+- profile: [github.com/zozo123](https://github.com/zozo123)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azozo123)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azozo123)
+- repo first seen: `2026-04-05T19:00:26Z`
+- repo last seen: `2026-04-05T19:00:26Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **5572 days**
+- recent public PR activity: **86 PRs** (13 merged / 46 closed-unmerged / 27 open; merged rate **15%**, closed-unmerged rate **53%**, open rate **31%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45256: fix: skip qwen3_5_text checkpoint remap for nested VL language_model](https://github.com/huggingface/transformers/pull/45256) — closed
+
 ### `zvik`
 
 - profile: [github.com/zvik](https://github.com/zvik)
@@ -8412,7 +8706,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
-- account age: **4362 days**
+- account age: **4378 days**
 - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
 - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
@@ -8420,24 +8714,3 @@ Example artifacts:
 
 Example artifacts:
 - [PR #44408: Add option to export  encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
-
-### `zyoraclub`
-
-- profile: [github.com/zyoraclub](https://github.com/zyoraclub)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azyoraclub)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azyoraclub)
-- repo first seen: `2026-02-07T03:24:08Z`
-- repo last seen: `2026-02-07T03:33:03Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **253 days**
-- recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **young account; high open PR share; no visible non-self stars**
-
-Example artifacts:
-- [PR #43815: Add missing import statement for os module](https://github.com/huggingface/transformers/pull/43815) — closed