diff --git "a/new-contributors-report.md" "b/new-contributors-report.md"
--- "a/new-contributors-report.md"
+++ "b/new-contributors-report.md"
@@ -1,397 +1,392 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260413T094825Z`
-- Generated: `2026-04-13T10:28:57Z`
+- Snapshot: `20260414T200457Z`
+- Generated: `2026-04-14T22:19:42Z`
 - Activity window: `60d`
-- Contributors: `383`
+- Contributors: `378`
 
 ## 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 | 2031d | `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 | 4933d | `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 | 5834d | `2026-01-21T16:52:29Z` | 68 | 5 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1503d | `2024-09-26T09:23:39Z` | 61 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3930d | `2025-06-20T09:58:55Z` | 54 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2585d | `2023-10-25T14:56:56Z` | 41 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2356d | `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 | 3957d | `2023-11-20T15:51:09Z` | 36 | 0 | strong | low | low | targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2292d | `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 | 1986d | `2025-08-26T12:13:50Z` | 33 | 1 | mixed | low | low | targets high-star repos |
-| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1956d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | moderate | low | targets high-star repos |
-| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3134d | `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 | 3692d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
-| `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2484d | `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 | 1974d | `2025-10-03T15:26:01Z` | 21 | 0 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1808d | `2026-01-13T09:15:18Z` | 19 | 0 | strong | low | low | targets high-star repos |
-| `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 31d | `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 | 1602d | `2025-01-20T12:27:19Z` | 16 | 0 | strong | low | low | targets high-star repos |
-| `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2226d | `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 | 2992d | `2025-12-16T08:22:52Z` | 15 | 1 | strong | moderate | low | targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2349d | `2025-07-04T08:41:29Z` | 14 | 2 | strong | low | low | — |
-| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3360d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
-| `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2864d | `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 | 1740d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
-| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2944d | `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 | 2593d | `2023-01-13T15:08:12Z` | 13 | 3 | mixed | moderate | low | high recent PR volume |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3587d | `2025-08-14T10:03:14Z` | 13 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
-| `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3345d | `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 | 2688d | `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 | 1410d | `2026-01-08T18:13:10Z` | 12 | 0 | strong | moderate | low | — |
-| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6565d | `2025-09-08T13:05:54Z` | 12 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share |
-| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1392d | `2024-03-21T04:37:45Z` | 11 | 4 | strong | moderate | low | high recent PR volume |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2621d | `2025-11-26T16:58:10Z` | 11 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `dario-fumarola` | [profile](https://github.com/dario-fumarola) | no | NONE | 1746d | `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 | 746d | `2026-02-11T16:22:54Z` | 9 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4679d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
-| `fumadari` | [profile](https://github.com/fumadari) | no | NONE | 832d | `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 | 334d | `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 | 37d | `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 | 2016d | `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 |
-| `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 969d | `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 | 5676d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
-| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5704d | `2024-10-17T15:17:05Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2565d | `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 | 1643d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
-| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4252d | `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 | 3172d | `2024-08-30T13:38:48Z` | 5 | 2 | mixed | low | low | targets high-star repos |
-| `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2622d | `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 | 781d | `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 | 3493d | `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 | 1171d | `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 | 5647d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
-| `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2023d | `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 |
-| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5034d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
-| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3835d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2033d | `2025-03-19T10:58:02Z` | 73 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5836d | `2026-01-21T16:52:29Z` | 71 | 5 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4935d | `2025-03-31T13:54:54Z` | 70 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1505d | `2024-09-26T09:23:39Z` | 62 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3931d | `2025-06-20T09:58:55Z` | 57 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2587d | `2023-10-25T14:56:56Z` | 42 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2358d | `2024-11-15T13:51:28Z` | 37 | 1 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3958d | `2023-11-20T15:51:09Z` | 37 | 0 | strong | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1988d | `2025-08-26T12:13:50Z` | 35 | 1 | mixed | low | low | targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2293d | `2025-01-06T17:52:26Z` | 33 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1958d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | low | low | targets high-star repos |
+| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3136d | `2024-10-21T07:08:47Z` | 27 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3694d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
+| `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2485d | `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 | 1975d | `2025-10-03T15:26:01Z` | 22 | 0 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1810d | `2026-01-13T09:15:18Z` | 19 | 0 | strong | low | low | targets high-star repos |
+| `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 32d | `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 |
+| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2946d | `2025-12-02T16:00:11Z` | 16 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1604d | `2025-01-20T12:27:19Z` | 16 | 0 | strong | low | low | targets high-star repos |
+| `weiguangli-io` | [profile](https://github.com/weiguangli-io) | no | CONTRIBUTOR | 2227d | `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 |
+| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2689d | `2024-12-13T13:39:10Z` | 15 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2351d | `2025-07-04T08:41:29Z` | 15 | 2 | mixed | low | low | — |
+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2993d | `2025-12-16T08:22:52Z` | 15 | 1 | strong | moderate | low | targets high-star repos |
+| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3362d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
+| `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2866d | `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 | 1742d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
+| `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2595d | `2023-01-13T15:08:12Z` | 13 | 3 | mixed | moderate | low | high recent PR volume |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3589d | `2025-08-14T10:03:14Z` | 13 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2622d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3347d | `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 |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1411d | `2026-01-08T18:13:10Z` | 12 | 0 | strong | moderate | low | — |
+| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6567d | `2025-09-08T13:05:54Z` | 12 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1393d | `2024-03-21T04:37:45Z` | 11 | 4 | strong | moderate | low | high recent PR volume |
+| `dario-fumarola` | [profile](https://github.com/dario-fumarola) | no | NONE | 1748d | `2026-02-18T21:12:22Z` | 9 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4680d | `2025-07-25T12:59:52Z` | 9 | 0 | mixed | low | low | — |
+| `fumadari` | [profile](https://github.com/fumadari) | no | NONE | 834d | `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 | 336d | `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 | 38d | `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 | 2018d | `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 |
+| `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 970d | `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 | 5678d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
+| `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5706d | `2024-10-17T15:17:05Z` | 7 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2624d | `2025-12-10T12:31:18Z` | 6 | 2 | strong | moderate | low | targets high-star repos |
+| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2567d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | 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 | 1645d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
+| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4254d | `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 | 3174d | `2024-08-30T13:38:48Z` | 5 | 2 | mixed | low | low | targets high-star repos |
+| `aman-coder03` | [profile](https://github.com/aman-coder03) | no | FIRST_TIME_CONTRIBUTOR | 783d | `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 | 3495d | `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 | 1173d | `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 | 5649d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
+| `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2024d | `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 |
+| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5035d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
+| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3836d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
+| `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 356d | `2026-03-13T09:00:25Z` | 4 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; 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 |
-| `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4695d | `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 | 63d | `2026-02-18T23:07:23Z` | 4 | 0 | mixed | very high | medium | very new account; extremely high recent PR volume; very broad repo spread; targets high-star repos |
-| `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | FIRST_TIME_CONTRIBUTOR | 2908d | `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 | 5408d | `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 | 60d | `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 | 354d | `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 | 3069d | `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 | 503d | `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 | 2660d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
-| `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4007d | `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 | 2847d | `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 | 1226d | `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 | 49d | `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 | 5046d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
-| `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1788d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `preetam1407` | [profile](https://github.com/preetam1407) | no | CONTRIBUTOR | 1935d | `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 | 1708d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
-| `tirth8205` | [profile](https://github.com/tirth8205) | no | NONE | 2091d | `2026-02-17T23:31:31Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
-| `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1629d | `2024-10-22T01:33:27Z` | 13 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `MekkCyber` | [profile](https://github.com/MekkCyber) | no | CONTRIBUTOR | 1626d | `2024-12-04T15:49:05Z` | 11 | 0 | strong | low | low | — |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1462d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
-| `engmohamedsalah` | [profile](https://github.com/engmohamedsalah) | no | NONE | 4740d | `2026-01-10T13:15:19Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2386d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
-| `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 98d | `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 | 2070d | `2025-12-23T11:18:14Z` | 4 | 0 | strong | moderate | low | targets high-star repos |
-| `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3312d | `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 | 5237d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
-| `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5735d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 553d | `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 | 2046d | `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 | 157d | `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 | 399d | `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 | 3946d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 695d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
-| `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1712d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
-| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4496d | `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 | 3607d | `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 | 4475d | `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) | no | NONE | 763d | `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) | no | CONTRIBUTOR | 3915d | `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 | 895d | `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 | 2477d | `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 | 389d | `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 | 2586d | `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 | 722d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
-| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2865d | `2026-03-14T18:33:53Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 21d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4653d | `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 | 5834d | `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 | 1838d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
-| `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2221d | `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 | 1628d | `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 | 33d | `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 | 3377d | `2026-03-09T09:03:10Z` | 2 | 0 | weak | low | low | targets high-star repos |
-| `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1952d | `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 | 1563d | `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 | 1037d | `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 | 447d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `mario-sanz` | [profile](https://github.com/mario-sanz) | no | CONTRIBUTOR | 2018d | `2026-02-24T13:54:30Z` | 2 | 0 | weak | low | low | targets high-star repos |
-| `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1498d | `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 | 310d | `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 | 2111d | `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 | 2404d | `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 | 2571d | `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 | 822d | `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 | 1992d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
-| `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 202d | `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 | 3361d | `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 | 3713d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
-| `sharziki` | [profile](https://github.com/sharziki) | no | FIRST_TIME_CONTRIBUTOR | 1555d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `shtse8` | [profile](https://github.com/shtse8) | no | CONTRIBUTOR | 4305d | `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 | 1242d | `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 | 2943d | `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 | 2269d | `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 | 3474d | `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 | 2694d | `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 | 1632d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | FIRST_TIME_CONTRIBUTOR | 2381d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1753d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2221d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
-| `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 559d | `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 | 2868d | `2024-06-13T14:13:17Z` | 5 | 1 | strong | low | low | targets high-star repos |
-| `Deep-unlearning` | [profile](https://github.com/Deep-unlearning) | no | MEMBER | 2319d | `2024-12-11T18:43:56Z` | 5 | 0 | strong | low | low | — |
-| `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 973d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
-| `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3334d | `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 | 2799d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
-| `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5823d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
-| `lordaarush` | [profile](https://github.com/lordaarush) | no | CONTRIBUTOR | 2139d | `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 | 1618d | `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 | 1309d | `2025-08-04T17:37:52Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
-| `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3444d | `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 | 3052d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4205d | `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 | 4109d | `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 | 444d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
-| `Siddhartha7340` | [profile](https://github.com/Siddhartha7340) | no | FIRST_TIME_CONTRIBUTOR | 1473d | `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 | 1845d | `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 | 251d | `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 | 3052d | `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 | 1778d | `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 | 3669d | `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 | 1963d | `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 | 1784d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | 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 | 872d | `2026-02-21T20:56:04Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1142d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
-| `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3273d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
-| `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4005d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
-| `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2391d | `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 | 466d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
-| `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4185d | `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 | 2015d | `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 | 1328d | `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 | 1364d | `2026-02-17T18:52:49Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `florian6973` | [profile](https://github.com/florian6973) | no | FIRST_TIME_CONTRIBUTOR | 2046d | `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 | 3912d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
-| `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1332d | `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 | 3470d | `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 | 3532d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
-| `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2666d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
-| `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1543d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
-| `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3701d | `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 | 354d | `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 | 2843d | `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 | 2005d | `2026-02-19T21:33:16Z` | 1 | 1 | strong | moderate | low | — |
-| `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3026d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3763d | `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 | 1768d | `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 | 4674d | `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 | 2236d | `2026-03-03T03:19:25Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2138d | `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 | 4263d | `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 | 825d | `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 | 774d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
-| `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1426d | `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 | 2001d | `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 | 1882d | `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 | 1142d | `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 | 2686d | `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 | 3424d | `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 | 2335d | `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 | 1331d | `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 | 337d | `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 | 1347d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `aashay-sarvam` | [profile](https://github.com/aashay-sarvam) | no | FIRST_TIME_CONTRIBUTOR | 880d | `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 | 954d | `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 | 899d | `2026-02-14T03:19:57Z` | 1 | 0 | weak | low | low | high open PR share |
-| `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1996d | `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 | 1581d | `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) | no | MEMBER | 5070d | `2026-04-08T22:36:08Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `Abubakar-rashid` | [profile](https://github.com/Abubakar-rashid) | no | NONE | 626d | `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 | 2632d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `adityuhkapoor` | [profile](https://github.com/adityuhkapoor) | no | NONE | 2821d | `2026-02-18T06:35:09Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1315d | `2026-04-12T08:48:26Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 12d | `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 | 556d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
-| `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3682d | `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 | 2184d | `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 | 2095d | `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 | 1588d | `2026-02-13T17:02:41Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 870d | `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 | 589d | `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 | 2596d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `alexmalyshev` | [profile](https://github.com/alexmalyshev) | no | CONTRIBUTOR | 5534d | `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 | 2971d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4993d | `2026-04-08T15:42:16Z` | 1 | 0 | mixed | moderate | low | — |
-| `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 144d | `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) | no | NONE | 2292d | `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 | 3276d | `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 | 828d | `2026-02-17T07:18:00Z` | 1 | 0 | mixed | moderate | low | no visible non-self stars |
-| `AutumnAurelium` | [profile](https://github.com/AutumnAurelium) | no | CONTRIBUTOR | 1721d | `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 | 2173d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
-| `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1726d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `balak4` | [profile](https://github.com/balak4) | no | CONTRIBUTOR | 2766d | `2026-02-25T01:40:57Z` | 1 | 0 | strong | moderate | low | — |
-| `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3772d | `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 | 5034d | `2026-02-19T02:58:50Z` | 1 | 0 | mixed | moderate | low | — |
-| `beelapranay` | [profile](https://github.com/beelapranay) | no | FIRST_TIME_CONTRIBUTOR | 2426d | `2026-02-14T01:12:07Z` | 1 | 0 | strong | moderate | low | — |
-| `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5184d | `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 | 1822d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
-| `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | NONE | 3167d | `2026-04-11T21:41:32Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `caffeinism` | [profile](https://github.com/caffeinism) | no | CONTRIBUTOR | 2891d | `2026-02-13T09:28:32Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2063d | `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 | 725d | `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 | 2063d | `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 | 191d | `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 | 220d | `2026-02-17T22:29:44Z` | 1 | 0 | strong | moderate | low | young account |
-| `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2825d | `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 | 659d | `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 | 4466d | `2026-03-11T13:03:19Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; targets high-star repos |
+| `manavshrivastavagit` | [profile](https://github.com/manavshrivastavagit) | no | NONE | 4697d | `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 | 64d | `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) | no | CONTRIBUTOR | 2909d | `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 | 5410d | `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 | 61d | `2026-02-17T11:04:52Z` | 4 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3071d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 505d | `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 | 2661d | `2026-03-01T01:47:44Z` | 3 | 0 | mixed | low | low | — |
+| `jnMetaCode` | [profile](https://github.com/jnMetaCode) | no | CONTRIBUTOR | 4008d | `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 | 2849d | `2026-03-13T10:24:11Z` | 3 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3378d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1227d | `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 | 50d | `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 | 5048d | `2026-02-26T22:44:41Z` | 3 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
+| `paipeline` | [profile](https://github.com/paipeline) | no | NONE | 1789d | `2026-02-22T14:37:25Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `preetam1407` | [profile](https://github.com/preetam1407) | no | CONTRIBUTOR | 1937d | `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 | 1710d | `2026-03-14T16:47:42Z` | 3 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
+| `tirth8205` | [profile](https://github.com/tirth8205) | no | NONE | 2093d | `2026-02-17T23:31:31Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1463d | `2025-12-24T11:54:53Z` | 10 | 0 | mixed | moderate | low | targets high-star repos |
+| `engmohamedsalah` | [profile](https://github.com/engmohamedsalah) | no | NONE | 4742d | `2026-01-10T13:15:19Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `math-hiyoko` | [profile](https://github.com/math-hiyoko) | no | CONTRIBUTOR | 2387d | `2026-02-08T01:31:10Z` | 4 | 7 | strong | low | low | targets high-star repos |
+| `redpanda1995` | [profile](https://github.com/redpanda1995) | no | FIRST_TIME_CONTRIBUTOR | 99d | `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 | 2071d | `2025-12-23T11:18:14Z` | 4 | 0 | mixed | moderate | low | targets high-star repos |
+| `xenova` | [profile](https://github.com/xenova) | no | MEMBER | 3314d | `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 | 5239d | `2026-02-04T17:55:19Z` | 3 | 1 | strong | high | low | broad repo spread |
+| `w4nderlust` | [profile](https://github.com/w4nderlust) | no | CONTRIBUTOR | 5737d | `2026-04-03T04:55:51Z` | 2 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `ionut-anghelina` | [profile](https://github.com/ionut-anghelina) | no | FIRST_TIME_CONTRIBUTOR | 554d | `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 | 2047d | `2026-03-04T00:51:26Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 827d | `2026-03-25T14:55:10Z` | 2 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `23atharvaS` | [profile](https://github.com/23atharvaS) | no | FIRST_TIME_CONTRIBUTOR | 159d | `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 |
+| `Aftabbs` | [profile](https://github.com/Aftabbs) | no | FIRST_TIME_CONTRIBUTOR | 1316d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `akhilc08` | [profile](https://github.com/akhilc08) | no | NONE | 401d | `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 | 3948d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 696d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
+| `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1713d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
+| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4498d | `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 | 3608d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4477d | `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) | no | NONE | 764d | `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) | no | CONTRIBUTOR | 3917d | `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 | 897d | `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 | 2479d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 604d | `2026-04-01T19:25:12Z` | 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 | 391d | `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 | 2587d | `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 | 723d | `2026-02-26T00:58:35Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
+| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2866d | `2026-03-14T18:33:53Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 22d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5836d | `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 | 1840d | `2026-03-06T18:49:59Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
+| `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2223d | `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 | 1630d | `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 | 35d | `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 |
+| `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1954d | `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 | 1564d | `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 | 1039d | `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 | 449d | `2026-02-19T15:45:13Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `mario-sanz` | [profile](https://github.com/mario-sanz) | no | CONTRIBUTOR | 2019d | `2026-02-24T13:54:30Z` | 2 | 0 | weak | low | low | targets high-star repos |
+| `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1500d | `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 | 312d | `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 | 2112d | `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 | 2405d | `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 | 2573d | `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 | 823d | `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 | 1994d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
+| `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 203d | `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 |
+| `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | FIRST_TIME_CONTRIBUTOR | 226d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3363d | `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 | 3715d | `2026-03-19T10:22:40Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
+| `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1557d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `sirzechs66` | [profile](https://github.com/sirzechs66) | no | FIRST_TIME_CONTRIBUTOR | 1244d | `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 | 2945d | `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 | 2270d | `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 | 3476d | `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 | 2695d | `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 | 1634d | `2026-03-08T19:38:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | FIRST_TIME_CONTRIBUTOR | 2382d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1755d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2223d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
+| `jp1924` | [profile](https://github.com/jp1924) | no | CONTRIBUTOR | 1630d | `2024-10-22T01:33:27Z` | 13 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 560d | `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 | 2870d | `2024-06-13T14:13:17Z` | 5 | 1 | strong | low | low | targets high-star repos |
+| `Deep-unlearning` | [profile](https://github.com/Deep-unlearning) | no | MEMBER | 2321d | `2024-12-11T18:43:56Z` | 5 | 0 | strong | low | low | — |
+| `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 974d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
+| `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3336d | `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 | 2801d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
+| `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5824d | `2026-01-26T11:34:05Z` | 3 | 0 | mixed | moderate | low | targets high-star repos |
+| `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1619d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
+| `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3445d | `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 | 3054d | `2025-06-27T22:12:42Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4655d | `2026-02-13T05:15:44Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4206d | `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 | 4111d | `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 | 446d | `2026-02-08T09:24:35Z` | 2 | 0 | mixed | moderate | low | — |
+| `Siddhartha7340` | [profile](https://github.com/Siddhartha7340) | no | FIRST_TIME_CONTRIBUTOR | 1475d | `2026-01-17T05:16:36Z` | 2 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 252d | `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 | 3054d | `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 | 1779d | `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 | 3671d | `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 | 1965d | `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 | 1786d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | 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 | 874d | `2026-02-21T20:56:04Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2178d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1144d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
+| `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3275d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
+| `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4007d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
+| `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2393d | `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 | 468d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
+| `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4187d | `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 | 2017d | `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 | 1329d | `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 | 1365d | `2026-02-17T18:52:49Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `florian6973` | [profile](https://github.com/florian6973) | no | CONTRIBUTOR | 2048d | `2026-04-07T23:31:43Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `Fr0do` | [profile](https://github.com/Fr0do) | no | CONTRIBUTOR | 3914d | `2026-03-27T19:19:16Z` | 1 | 1 | mixed | low | low | — |
+| `gh-wf` | [profile](https://github.com/gh-wf) | no | NONE | 1333d | `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 | 3472d | `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 | 3534d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
+| `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2668d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
+| `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1544d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
+| `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3703d | `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 | 355d | `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 | 2845d | `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 | 2007d | `2026-02-19T21:33:16Z` | 1 | 1 | strong | moderate | low | — |
+| `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3028d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3765d | `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 | 1769d | `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 | 4676d | `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 | 2238d | `2026-03-03T03:19:25Z` | 1 | 1 | strong | low | low | targets high-star repos |
+| `michalrzak` | [profile](https://github.com/michalrzak) | no | FIRST_TIME_CONTRIBUTOR | 2140d | `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 | 4264d | `2026-03-13T20:09:58Z` | 1 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `rabbierabbie` | [profile](https://github.com/rabbierabbie) | no | NONE | 776d | `2026-03-10T14:40:08Z` | 1 | 1 | mixed | moderate | low | — |
+| `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1428d | `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 | 2003d | `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 | 1884d | `2026-02-02T02:33:32Z` | 1 | 1 | mixed | low | low | no visible non-self stars |
+| `stuckvgn` | [profile](https://github.com/stuckvgn) | no | NONE | 1144d | `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 | 2688d | `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 | 3426d | `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 | 2336d | `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 | 1332d | `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 | 339d | `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 | 1349d | `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 | 881d | `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 | 955d | `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 | 901d | `2026-02-14T03:19:57Z` | 1 | 0 | weak | low | low | high open PR share |
+| `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1997d | `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 | 1582d | `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) | no | MEMBER | 5072d | `2026-04-08T22:36:08Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2634d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
+| `adityuhkapoor` | [profile](https://github.com/adityuhkapoor) | no | NONE | 2823d | `2026-02-18T06:35:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 13d | `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 | 558d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
+| `ajmeese7` | [profile](https://github.com/ajmeese7) | no | NONE | 3684d | `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 | 2186d | `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 | 2097d | `2026-02-13T18:33:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 871d | `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 | 590d | `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 | 2598d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `alexmalyshev` | [profile](https://github.com/alexmalyshev) | no | CONTRIBUTOR | 5536d | `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 | 2972d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `AmineDiro` | [profile](https://github.com/AmineDiro) | yes | MEMBER | 3863d | `2026-04-14T15:35:56Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4994d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
+| `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 146d | `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) | no | NONE | 2294d | `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 | 3278d | `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 | 829d | `2026-02-17T07:18:00Z` | 1 | 0 | mixed | moderate | low | no visible non-self stars |
+| `AutumnAurelium` | [profile](https://github.com/AutumnAurelium) | no | CONTRIBUTOR | 1722d | `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 | 2174d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
+| `aws-zhanxun` | [profile](https://github.com/aws-zhanxun) | no | CONTRIBUTOR | 1727d | `2026-03-30T07:06:19Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `balak4` | [profile](https://github.com/balak4) | no | CONTRIBUTOR | 2767d | `2026-02-25T01:40:57Z` | 1 | 0 | strong | moderate | low | — |
+| `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3773d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | broad repo spread; many recent closed-unmerged PRs |
+| `balvisio` | [profile](https://github.com/balvisio) | no | CONTRIBUTOR | 5036d | `2026-02-19T02:58:50Z` | 1 | 0 | mixed | moderate | low | — |
+| `beelapranay` | [profile](https://github.com/beelapranay) | no | FIRST_TIME_CONTRIBUTOR | 2427d | `2026-02-14T01:12:07Z` | 1 | 0 | mixed | low | low | — |
+| `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5186d | `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 | 1824d | `2026-03-10T01:52:18Z` | 1 | 0 | weak | low | low | — |
+| `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | NONE | 3168d | `2026-04-11T21:41:32Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `carcel-yu` | [profile](https://github.com/carcel-yu) | no | CONTRIBUTOR | 2064d | `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 | 726d | `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 | 2064d | `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 | 192d | `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 | 221d | `2026-02-17T22:29:44Z` | 1 | 0 | strong | moderate | low | young account |
+| `CyrilSterling` | [profile](https://github.com/CyrilSterling) | no | FIRST_TIME_CONTRIBUTOR | 2826d | `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 | 660d | `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 | 4468d | `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) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4324d | `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 | 3522d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
-| `echarlaix` | [profile](https://github.com/echarlaix) | no | MEMBER | 1858d | `2026-03-09T18:15:17Z` | 1 | 0 | strong | moderate | low | — |
-| `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1664d | `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 | 1760d | `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 | 603d | `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 | 583d | `2026-03-06T16:58:14Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `gabrielfruet` | [profile](https://github.com/gabrielfruet) | no | FIRST_TIME_CONTRIBUTOR | 1678d | `2026-02-15T13:27:44Z` | 1 | 0 | strong | moderate | low | — |
-| `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2281d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | FIRST_TIME_CONTRIBUTOR | 2d | `2026-04-12T10:14:58Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4419d | `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 | 338d | `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 | 1744d | `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 | 647d | `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) | no | MEMBER | 2970d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3943d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1655d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
-| `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2003d | `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 | 1642d | `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 | 1511d | `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 | 104d | `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 | 1068d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `huyxdang` | [profile](https://github.com/huyxdang) | no | NONE | 709d | `2026-02-16T13:31:17Z` | 1 | 0 | mixed | low | low | — |
-| `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 417d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
-| `iamaber` | [profile](https://github.com/iamaber) | no | NONE | 2040d | `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 | 1075d | `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 | 2315d | `2026-02-26T20:09:20Z` | 1 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
-| `itzyesse99-lgtm` | [profile](https://github.com/itzyesse99-lgtm) | no | NONE | 61d | `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) | no | MEMBER | 3686d | `2026-04-07T21:35:38Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4325d | `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 | 3524d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
+| `echarlaix` | [profile](https://github.com/echarlaix) | no | MEMBER | 1860d | `2026-03-09T18:15:17Z` | 1 | 0 | strong | moderate | low | — |
+| `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1666d | `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 | 1761d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 585d | `2026-03-06T16:58:14Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `gabrielfruet` | [profile](https://github.com/gabrielfruet) | no | FIRST_TIME_CONTRIBUTOR | 1680d | `2026-02-15T13:27:44Z` | 1 | 0 | mixed | moderate | low | — |
+| `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2283d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-04-12T10:14:58Z` | 1 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `giulio-leone` | [profile](https://github.com/giulio-leone) | no | NONE | 4421d | `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 | 339d | `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 | 1746d | `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 | 649d | `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) | no | MEMBER | 2972d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3945d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1656d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
+| `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `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 | 1644d | `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 | 1513d | `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 | 106d | `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 | 1069d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `huyxdang` | [profile](https://github.com/huyxdang) | no | NONE | 711d | `2026-02-16T13:31:17Z` | 1 | 0 | mixed | low | low | — |
+| `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 418d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
+| `iamaber` | [profile](https://github.com/iamaber) | no | NONE | 2042d | `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 | 1076d | `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 | 2317d | `2026-02-26T20:09:20Z` | 1 | 0 | mixed | low | low | high recent PR volume; targets high-star repos |
+| `itzyesse99-lgtm` | [profile](https://github.com/itzyesse99-lgtm) | no | NONE | 62d | `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) | no | MEMBER | 3688d | `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 | 3595d | `2026-03-07T18:33:40Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `JasonCZMeng` | [profile](https://github.com/JasonCZMeng) | no | NONE | 3596d | `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 | 72d | `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 | 2198d | `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) | no | FIRST_TIME_CONTRIBUTOR | 577d | `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 | 1381d | `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 | 1079d | `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 | 767d | `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 | 1361d | `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 | 2425d | `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 | 3493d | `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 | 3489d | `2026-03-08T09:57:38Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 522d | `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 | 809d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
-| `karthiksuki` | [profile](https://github.com/karthiksuki) | no | FIRST_TIMER | 2053d | `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 | 2319d | `2026-02-25T22:15:15Z` | 1 | 0 | strong | low | low | — |
-| `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 207d | `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 | 3158d | `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 | 4753d | `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 | 2237d | `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 | 606d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 223d | `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 | 5239d | `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 | 3240d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 76d | `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 | 3500d | `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 | 579d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2055d | `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 | 4425d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `materight` | [profile](https://github.com/materight) | no | CONTRIBUTOR | 3311d | `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 | 3193d | `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 | 3198d | `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 | 2957d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
-| `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | FIRST_TIME_CONTRIBUTOR | 1010d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1148d | `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 | 1370d | `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) | no | FIRST_TIME_CONTRIBUTOR | 4328d | `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 | 2823d | `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 | 3742d | `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 | 2358d | `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 | 2334d | `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 | 2956d | `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 | 3177d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
-| `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4207d | `2026-03-12T19:59:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `nexiouscaliver` | [profile](https://github.com/nexiouscaliver) | no | FIRST_TIME_CONTRIBUTOR | 2144d | `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 | 4092d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `NicoSimo` | [profile](https://github.com/NicoSimo) | no | NONE | 2222d | `2026-02-13T14:40:54Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs |
-| `nikste` | [profile](https://github.com/nikste) | no | NONE | 4013d | `2026-02-22T23:40:56Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 515d | `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 | 157d | `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; targets high-star repos |
-| `overcastbulb` | [profile](https://github.com/overcastbulb) | no | NONE | 1526d | `2026-02-27T14:37:19Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
-| `owwll` | [profile](https://github.com/owwll) | no | NONE | 632d | `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) | no | NONE | 278d | `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 | 1542d | `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 | 5244d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `pdwi2020` | [profile](https://github.com/pdwi2020) | no | FIRST_TIME_CONTRIBUTOR | 1993d | `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 | 864d | `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 | 74d | `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 | 4772d | `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 | 3039d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
-| `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 346d | `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 | 3703d | `2026-03-10T07:09:07Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 164d | `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 | 3356d | `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 | 813d | `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 | 2157d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1318d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3212d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `rudybear` | [profile](https://github.com/rudybear) | no | FIRST_TIME_CONTRIBUTOR | 5023d | `2026-02-17T07:18:13Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `rwtarpit` | [profile](https://github.com/rwtarpit) | no | FIRST_TIME_CONTRIBUTOR | 588d | `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 | 1873d | `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 | 1792d | `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) | no | NONE | 1237d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | low | broad repo spread; targets high-star repos |
-| `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 54d | `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 | 823d | `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 | 34d | `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 | 2184d | `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 | 47d | `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 | 225d | `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 | 346d | `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 | 67d | `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 | 926d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3760d | `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 | 1016d | `2026-02-15T19:51:35Z` | 1 | 0 | weak | moderate | low | high open PR share |
-| `somAzzz` | [profile](https://github.com/somAzzz) | no | FIRST_TIMER | 3169d | `2026-02-25T22:43:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `songyuc` | [profile](https://github.com/songyuc) | no | FIRST_TIME_CONTRIBUTOR | 3288d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2931d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Talhax55z` | [profile](https://github.com/Talhax55z) | no | FIRST_TIME_CONTRIBUTOR | 75d | `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 | 444d | `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 | 404d | `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 | 745d | `2026-02-19T02:35:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 559d | `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 | 978d | `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 | 426d | `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 | 2069d | `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 | 427d | `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 | 4833d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
-| `XingyuHu109` | [profile](https://github.com/XingyuHu109) | no | FIRST_TIME_CONTRIBUTOR | 1514d | `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 | 1029d | `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 | 3892d | `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 | 478d | `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 | 2176d | `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 | 221d | `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 | 1868d | `2026-02-23T19:50:05Z` | 1 | 0 | mixed | moderate | low | — |
-| `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2540d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4237d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5574d | `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 | 4380d | `2026-03-03T07:50:39Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `jblox26` | [profile](https://github.com/jblox26) | no | NONE | 73d | `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 | 2199d | `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) | no | FIRST_TIME_CONTRIBUTOR | 578d | `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 | 1383d | `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 | 1080d | `2026-03-28T12:13:57Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 768d | `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 | 1363d | `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 | 2426d | `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 | 3494d | `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 | 3490d | `2026-03-08T09:57:38Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 524d | `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 | 811d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
+| `karthiksuki` | [profile](https://github.com/karthiksuki) | no | FIRST_TIMER | 2054d | `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 | 2321d | `2026-02-25T22:15:15Z` | 1 | 0 | strong | low | low | — |
+| `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 209d | `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 | 3159d | `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 | 4754d | `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 | 2239d | `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 | 608d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 224d | `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 | 5241d | `2026-02-26T14:30:24Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `louzongzhi` | [profile](https://github.com/louzongzhi) | no | FIRST_TIME_CONTRIBUTOR | 1323d | `2026-04-14T05:14:08Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3241d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 77d | `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 | 3501d | `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 | 581d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `madhav1k` | [profile](https://github.com/madhav1k) | no | FIRST_TIME_CONTRIBUTOR | 2057d | `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 | 4426d | `2026-04-07T06:49:34Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `McPatate` | [profile](https://github.com/McPatate) | yes | MEMBER | 4205d | `2025-11-10T16:50:33Z` | 1 | 0 | mixed | moderate | low | — |
+| `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3194d | `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 | 3199d | `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 | 2959d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
+| `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1011d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1149d | `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 | 1372d | `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) | no | FIRST_TIME_CONTRIBUTOR | 4330d | `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 | 2825d | `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 | 3744d | `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 | 2360d | `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 | 2336d | `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 | 2958d | `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 | 3179d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
+| `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4209d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `nexiouscaliver` | [profile](https://github.com/nexiouscaliver) | no | FIRST_TIME_CONTRIBUTOR | 2146d | `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 | 4093d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `nikste` | [profile](https://github.com/nikste) | no | NONE | 4015d | `2026-02-22T23:40:56Z` | 1 | 0 | strong | low | low | high recent PR volume |
+| `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 517d | `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 | 158d | `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 | 1528d | `2026-02-27T14:37:19Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs |
+| `owwll` | [profile](https://github.com/owwll) | no | NONE | 634d | `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) | no | NONE | 280d | `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 | 1543d | `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 | 5245d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `pdwi2020` | [profile](https://github.com/pdwi2020) | no | FIRST_TIME_CONTRIBUTOR | 1994d | `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 | 865d | `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 | 76d | `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 | 4774d | `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 | 3041d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
+| `pranay-3108` | [profile](https://github.com/pranay-3108) | no | NONE | 348d | `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 | 3704d | `2026-03-10T07:09:07Z` | 1 | 0 | mixed | moderate | low | high open PR share |
+| `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 166d | `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 | 3357d | `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 | 815d | `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 | 2158d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
+| `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1319d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3214d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `rudybear` | [profile](https://github.com/rudybear) | no | FIRST_TIME_CONTRIBUTOR | 5025d | `2026-02-17T07:18:13Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `rwtarpit` | [profile](https://github.com/rwtarpit) | no | FIRST_TIME_CONTRIBUTOR | 590d | `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 | 1874d | `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 | 1793d | `2026-04-06T18:01:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3280d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1239d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 56d | `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 | 824d | `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 | 35d | `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 | 2185d | `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 | 48d | `2026-03-05T01:40:47Z` | 1 | 0 | weak | moderate | medium | very new account; many recent closed-unmerged PRs; targets high-star repos |
+| `saurav0369` | [profile](https://github.com/saurav0369) | no | CONTRIBUTOR | 347d | `2026-02-14T10:11:40Z` | 1 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 68d | `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 | 928d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3761d | `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 | 1018d | `2026-02-15T19:51:35Z` | 1 | 0 | weak | low | low | targets high-star repos |
+| `somAzzz` | [profile](https://github.com/somAzzz) | no | FIRST_TIMER | 3170d | `2026-02-25T22:43:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `songyuc` | [profile](https://github.com/songyuc) | no | FIRST_TIME_CONTRIBUTOR | 3290d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2933d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 77d | `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 | 445d | `2026-02-14T00:00:00Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
+| `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 406d | `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 | 747d | `2026-02-19T02:35:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 561d | `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 | 979d | `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 | 428d | `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 | 2070d | `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 | 429d | `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 | 4835d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
+| `XingyuHu109` | [profile](https://github.com/XingyuHu109) | no | FIRST_TIME_CONTRIBUTOR | 1515d | `2026-03-05T21:14:38Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `xr843` | [profile](https://github.com/xr843) | no | NONE | 1030d | `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 | 3893d | `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 | CONTRIBUTOR | 479d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Yanis01682` | [profile](https://github.com/Yanis01682) | no | FIRST_TIME_CONTRIBUTOR | 604d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
+| `yashbora9` | [profile](https://github.com/yashbora9) | no | FIRST_TIMER | 2177d | `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 | 223d | `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 | 1870d | `2026-02-23T19:50:05Z` | 1 | 0 | mixed | moderate | low | — |
+| `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2541d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4239d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `zozo123` | [profile](https://github.com/zozo123) | no | NONE | 5575d | `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 | 4381d | `2026-03-03T07:50:39Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 
 ## Contributors
 
@@ -406,9 +401,9 @@
 - repo association: **MEMBER**
 - repo primary artifacts: **73**
 - snapshot authored PRs/issues: **73 PRs / 0 issues**
-- snapshot discussion activity: **190 comments / 251 reviews / 388 review comments**
-- account age: **2031 days**
-- recent public PR activity: **49 PRs** (44 merged / 3 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **6%**, open rate **4%**)
+- snapshot discussion activity: **190 comments / 252 reviews / 410 review comments**
+- account age: **2033 days**
+- recent public PR activity: **46 PRs** (42 merged / 2 closed-unmerged / 2 open; merged rate **91%**, closed-unmerged rate **4%**, 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**
@@ -418,77 +413,77 @@ Example artifacts:
 - [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`
-
-- profile: [github.com/ydshieh](https://github.com/ydshieh)
-- 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: `2026-04-13T08:00:52Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **69**
-- snapshot authored PRs/issues: **69 PRs / 0 issues**
-- snapshot discussion activity: **92 comments / 160 reviews / 122 review comments**
-- account age: **4933 days**
-- recent public PR activity: **47 PRs** (39 merged / 2 closed-unmerged / 6 open; merged rate **83%**, closed-unmerged rate **4%**, open rate **13%**)
-- 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 #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`
 
 - profile: [github.com/tarekziade](https://github.com/tarekziade)
 - 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: `2026-04-13T07:49:55Z`
+- repo last seen: `2026-04-14T14:04:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **73**
-- snapshot authored PRs/issues: **68 PRs / 5 issues**
-- snapshot discussion activity: **135 comments / 150 reviews / 142 review comments**
-- account age: **5834 days**
-- recent public PR activity: **102 PRs** (89 merged / 3 closed-unmerged / 10 open; merged rate **87%**, closed-unmerged rate **3%**, open rate **10%**)
+- repo primary artifacts: **76**
+- snapshot authored PRs/issues: **71 PRs / 5 issues**
+- snapshot discussion activity: **135 comments / 155 reviews / 146 review comments**
+- account age: **5836 days**
+- recent public PR activity: **105 PRs** (89 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45392: remove cache file from tree](https://github.com/huggingface/transformers/pull/45392) — closed, merged
-- [PR #45391: audio tester class](https://github.com/huggingface/transformers/pull/45391) — open
-- [PR #45344: refactor: display test duration](https://github.com/huggingface/transformers/pull/45344) — closed, merged
+- [PR #45432: chore(qa): split pipeline and add type checking](https://github.com/huggingface/transformers/pull/45432) — open
+- [PR #45425: chore(typing): added modeling_utils to ty](https://github.com/huggingface/transformers/pull/45425) — open
+- [PR #45415: Adds type checking to `src/transformers/*py`](https://github.com/huggingface/transformers/pull/45415) — open
 - [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
 
+### `ydshieh`
+
+- profile: [github.com/ydshieh](https://github.com/ydshieh)
+- 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: `2026-04-14T18:51:23Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **70**
+- snapshot authored PRs/issues: **70 PRs / 0 issues**
+- snapshot discussion activity: **92 comments / 163 reviews / 123 review comments**
+- account age: **4935 days**
+- recent public PR activity: **47 PRs** (38 merged / 3 closed-unmerged / 6 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **13%**)
+- 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 #45429: Improve workflow file](https://github.com/huggingface/transformers/pull/45429) — closed
+- [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
+
 ### `zucchini-nlp`
 
 - 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: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-04-13T09:36:18Z`
+- repo last seen: `2026-04-14T19:53:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **61**
-- snapshot authored PRs/issues: **61 PRs / 0 issues**
-- snapshot discussion activity: **398 comments / 576 reviews / 1369 review comments**
-- account age: **1503 days**
-- recent public PR activity: **48 PRs** (30 merged / 5 closed-unmerged / 13 open; merged rate **62%**, closed-unmerged rate **10%**, open rate **27%**)
+- repo primary artifacts: **62**
+- snapshot authored PRs/issues: **62 PRs / 0 issues**
+- snapshot discussion activity: **420 comments / 604 reviews / 1447 review comments**
+- account age: **1505 days**
+- recent public PR activity: **46 PRs** (30 merged / 5 closed-unmerged / 11 open; merged rate **65%**, closed-unmerged rate **11%**, open rate **24%**)
 - public orgs: `huggingface`, `deeppavlov`
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45400: Fix Qwen2.5VL temporal grid positions](https://github.com/huggingface/transformers/pull/45400) — closed, merged
 - [PR #45398: Add example for iterative chatting with MLLMs](https://github.com/huggingface/transformers/pull/45398) — open
 - [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
 
 ### `kaixuanliu`
 
@@ -496,22 +491,22 @@ Example artifacts:
 - 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: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-04-13T08:28:21Z`
+- repo last seen: `2026-04-14T14:14:53Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **58**
-- snapshot authored PRs/issues: **54 PRs / 4 issues**
-- snapshot discussion activity: **46 comments / 44 reviews / 44 review comments**
-- account age: **3930 days**
-- recent public PR activity: **30 PRs** (24 merged / 5 closed-unmerged / 1 open; merged rate **80%**, closed-unmerged rate **17%**, open rate **3%**)
+- repo primary artifacts: **61**
+- snapshot authored PRs/issues: **57 PRs / 4 issues**
+- snapshot discussion activity: **50 comments / 44 reviews / 44 review comments**
+- account age: **3931 days**
+- recent public PR activity: **31 PRs** (22 merged / 6 closed-unmerged / 3 open; merged rate **71%**, closed-unmerged rate **19%**, open rate **10%**)
 - 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 #45394: fix(x_clip): auto-fix failing tests](https://github.com/huggingface/transformers/pull/45394) — open, draft
-- [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 #45410: fix(altclip): fix failing tests](https://github.com/huggingface/transformers/pull/45410) — closed, draft
+- [PR #45407: avoid wrap 4bit-quantized model into DP](https://github.com/huggingface/transformers/pull/45407) — open
+- [PR #45403: fix(clipseg): fix 2 failing tests](https://github.com/huggingface/transformers/pull/45403) — open
 - [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
@@ -522,22 +517,22 @@ 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: `2026-04-13T09:45:14Z`
+- repo last seen: `2026-04-14T14:08:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **43**
-- snapshot authored PRs/issues: **41 PRs / 2 issues**
-- snapshot discussion activity: **124 comments / 422 reviews / 904 review comments**
-- account age: **2585 days**
-- recent public PR activity: **58 PRs** (34 merged / 4 closed-unmerged / 20 open; merged rate **59%**, closed-unmerged rate **7%**, open rate **34%**)
+- repo primary artifacts: **44**
+- snapshot authored PRs/issues: **42 PRs / 2 issues**
+- snapshot discussion activity: **129 comments / 440 reviews / 922 review comments**
+- account age: **2587 days**
+- recent public PR activity: **59 PRs** (36 merged / 5 closed-unmerged / 18 open; merged rate **61%**, closed-unmerged rate **8%**, open rate **31%**)
 - 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 #45395: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45395) — open
-- [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 #45414: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45414) — closed, merged
+- [PR #45395: Fix IndexError with DeepSpeed ZeRO-3 when kernels rotary is active](https://github.com/huggingface/transformers/pull/45395) — closed
+- [PR #45359: Fix Kimi-K2.5 tokenizer regression and _patch_mistral_regex AttributeError](https://github.com/huggingface/transformers/pull/45359) — 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
 
@@ -547,22 +542,22 @@ 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: `2026-04-10T15:30:34Z`
+- repo last seen: `2026-04-14T16:47:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **37**
-- snapshot authored PRs/issues: **36 PRs / 1 issues**
-- snapshot discussion activity: **146 comments / 230 reviews / 355 review comments**
-- account age: **2356 days**
-- recent public PR activity: **32 PRs** (25 merged / 3 closed-unmerged / 4 open; merged rate **78%**, closed-unmerged rate **9%**, open rate **12%**)
+- repo primary artifacts: **38**
+- snapshot authored PRs/issues: **37 PRs / 1 issues**
+- snapshot discussion activity: **150 comments / 245 reviews / 365 review comments**
+- account age: **2358 days**
+- recent public PR activity: **33 PRs** (26 merged / 3 closed-unmerged / 4 open; merged rate **79%**, closed-unmerged rate **9%**, open rate **12%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45434: better grad acc tests](https://github.com/huggingface/transformers/pull/45434) — 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
+- [PR #45190: Fix ty for transformers cli](https://github.com/huggingface/transformers/pull/45190) — closed, merged
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 
 ### `Rocketknight1`
@@ -571,22 +566,46 @@ Example artifacts:
 - 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: `2026-04-11T16:40:17Z`
+- repo last seen: `2026-04-14T10:17:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **36**
-- snapshot authored PRs/issues: **36 PRs / 0 issues**
-- snapshot discussion activity: **484 comments / 194 reviews / 115 review comments**
-- account age: **3957 days**
-- recent public PR activity: **19 PRs** (18 merged / 1 closed-unmerged / 0 open; merged rate **95%**, closed-unmerged rate **5%**, open rate **0%**)
+- repo primary artifacts: **37**
+- snapshot authored PRs/issues: **37 PRs / 0 issues**
+- snapshot discussion activity: **500 comments / 196 reviews / 115 review comments**
+- account age: **3958 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`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45411: Fix the response schema for the gemma4 converter](https://github.com/huggingface/transformers/pull/45411) — closed, merged
 - [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
+
+### `vasqu`
+
+- profile: [github.com/vasqu](https://github.com/vasqu)
+- 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: `2026-04-14T20:04:30Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **36**
+- snapshot authored PRs/issues: **35 PRs / 1 issues**
+- snapshot discussion activity: **411 comments / 708 reviews / 2986 review comments**
+- account age: **1988 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: **targets high-star repos**
+
+Example artifacts:
+- [PR #45420: [`Kernels`] Fix kernel function registration](https://github.com/huggingface/transformers/pull/45420) — open, draft
+- [PR #45404: [`Tokenizers`] Move gpt sw3 tokenizer out](https://github.com/huggingface/transformers/pull/45404) — closed, merged
+- [PR #45153: [`FA`] Native torch integration](https://github.com/huggingface/transformers/pull/45153) — open, draft
+- [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
 ### `stevhliu`
 
@@ -594,14 +613,14 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-14T16:55:00Z`
 - 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: **2292 days**
-- recent public PR activity: **31 PRs** (25 merged / 0 closed-unmerged / 6 open; merged rate **81%**, closed-unmerged rate **0%**, open rate **19%**)
+- snapshot discussion activity: **25 comments / 100 reviews / 142 review comments**
+- account age: **2293 days**
+- recent public PR activity: **30 PRs** (24 merged / 0 closed-unmerged / 6 open; merged rate **80%**, closed-unmerged rate **0%**, open rate **20%**)
 - 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**
@@ -612,53 +631,29 @@ Example artifacts:
 - [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`
-
-- profile: [github.com/vasqu](https://github.com/vasqu)
-- 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: `2026-04-10T09:56:49Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **34**
-- snapshot authored PRs/issues: **33 PRs / 1 issues**
-- snapshot discussion activity: **396 comments / 688 reviews / 2898 review comments**
-- account age: **1986 days**
-- recent public PR activity: **18 PRs** (11 merged / 3 closed-unmerged / 4 open; merged rate **61%**, closed-unmerged rate **17%**, open rate **22%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [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`
 
 - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
 - 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: `2026-04-13T04:46:04Z`
+- repo last seen: `2026-04-14T15:45:08Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **31 PRs / 20 issues**
-- snapshot discussion activity: **90 comments / 102 reviews / 102 review comments**
-- account age: **1956 days**
-- recent public PR activity: **20 PRs** (14 merged / 0 closed-unmerged / 6 open; merged rate **70%**, closed-unmerged rate **0%**, open rate **30%**)
+- snapshot discussion activity: **94 comments / 103 reviews / 103 review comments**
+- account age: **1958 days**
+- recent public PR activity: **19 PRs** (16 merged / 0 closed-unmerged / 3 open; merged rate **84%**, closed-unmerged rate **0%**, open rate **16%**)
 - 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: **targets high-star repos**
 
 Example artifacts:
 - [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 #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — closed, merged
 - [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 #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
 - [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
 
@@ -668,22 +663,22 @@ 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: `2026-04-10T15:32:26Z`
+- repo last seen: `2026-04-14T15:28:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **26**
-- snapshot authored PRs/issues: **26 PRs / 0 issues**
-- snapshot discussion activity: **28 comments / 42 reviews / 29 review comments**
-- account age: **3134 days**
-- recent public PR activity: **19 PRs** (10 merged / 5 closed-unmerged / 4 open; merged rate **53%**, closed-unmerged rate **26%**, open rate **21%**)
+- repo primary artifacts: **27**
+- snapshot authored PRs/issues: **27 PRs / 0 issues**
+- snapshot discussion activity: **31 comments / 42 reviews / 29 review comments**
+- account age: **3136 days**
+- recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 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: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #45435: do not index past decoded chars with special tokens](https://github.com/huggingface/transformers/pull/45435) — open
 - [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`
 
@@ -697,8 +692,8 @@ Example artifacts:
 - repo primary artifacts: **24**
 - snapshot authored PRs/issues: **24 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 8 reviews / 8 review comments**
-- account age: **3692 days**
-- recent public PR activity: **196 PRs** (142 merged / 26 closed-unmerged / 28 open; merged rate **72%**, closed-unmerged rate **13%**, open rate **14%**)
+- account age: **3694 days**
+- recent public PR activity: **198 PRs** (141 merged / 36 closed-unmerged / 21 open; merged rate **71%**, closed-unmerged rate **18%**, open rate **11%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **extremely high recent PR volume**
@@ -720,7 +715,7 @@ 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: **2484 days**
+- account age: **2485 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**
@@ -737,22 +732,22 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-13T23:51:08Z`
 - 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: **1974 days**
-- recent public PR activity: **14 PRs** (11 merged / 0 closed-unmerged / 3 open; merged rate **79%**, closed-unmerged rate **0%**, open rate **21%**)
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **22 PRs / 0 issues**
+- snapshot discussion activity: **41 comments / 153 reviews / 320 review comments**
+- account age: **1975 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: `huggingface`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45421: Improve nested `base_model_prefix` handling in weight conversion and loading](https://github.com/huggingface/transformers/pull/45421) — open
 - [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`
 
@@ -760,14 +755,14 @@ Example artifacts:
 - 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: `2026-04-13T06:40:15Z`
+- repo last seen: `2026-04-14T10:22:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **30 comments / 103 reviews / 117 review comments**
-- account age: **1808 days**
-- recent public PR activity: **14 PRs** (12 merged / 0 closed-unmerged / 2 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
+- snapshot discussion activity: **33 comments / 103 reviews / 117 review comments**
+- account age: **1810 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: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -789,8 +784,8 @@ 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: **31 days**
-- recent public PR activity: **484 PRs** (50 merged / 298 closed-unmerged / 136 open; merged rate **10%**, closed-unmerged rate **62%**, open rate **28%**)
+- account age: **32 days**
+- recent public PR activity: **484 PRs** (50 merged / 301 closed-unmerged / 133 open; merged rate **10%**, closed-unmerged rate **62%**, open rate **27%**)
 - 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**
@@ -800,19 +795,45 @@ Example artifacts:
 - [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
 
+### `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: `2026-04-14T19:28:34Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **16 PRs / 6 issues**
+- snapshot discussion activity: **45 comments / 149 reviews / 146 review comments**
+- account age: **2946 days**
+- recent public PR activity: **42 PRs** (37 merged / 3 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **7%**, open rate **5%**)
+- 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 #45444: [`fix`] Always early return for non-Mistral models in _patch_mistral_regex](https://github.com/huggingface/transformers/pull/45444) — open
+- [PR #45437: Fix spurious position_ids warnings for at least 40 architectures](https://github.com/huggingface/transformers/pull/45437) — open
+- [PR #45428: [`fix`] PEFT integration fixes preventing save/load & integration](https://github.com/huggingface/transformers/pull/45428) — 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
+
 ### `eustlb`
 
 - 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`
+- repo last seen: `2026-04-14T15:05:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **16 PRs / 0 issues**
-- snapshot discussion activity: **27 comments / 108 reviews / 226 review comments**
-- account age: **1602 days**
+- snapshot discussion activity: **28 comments / 110 reviews / 232 review comments**
+- account age: **1604 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -835,8 +856,8 @@ 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: **2226 days**
-- recent public PR activity: **154 PRs** (32 merged / 101 closed-unmerged / 21 open; merged rate **21%**, closed-unmerged rate **66%**, open rate **14%**)
+- account age: **2227 days**
+- recent public PR activity: **153 PRs** (32 merged / 100 closed-unmerged / 21 open; merged rate **21%**, closed-unmerged rate **65%**, open rate **14%**)
 - 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**
@@ -846,29 +867,31 @@ 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
 
-### `sywangyi`
+### `qgallouedec`
 
-- 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: `2026-04-13T00:52:58Z`
+- 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: `2026-04-14T19:14:10Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **16**
-- snapshot authored PRs/issues: **15 PRs / 1 issues**
-- snapshot discussion activity: **15 comments / 10 reviews / 10 review comments**
-- account age: **2992 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
+- repo association: **MEMBER**
+- repo primary artifacts: **28**
+- snapshot authored PRs/issues: **15 PRs / 13 issues**
+- snapshot discussion activity: **32 comments / 39 reviews / 38 review comments**
+- account age: **2689 days**
+- recent public PR activity: **125 PRs** (96 merged / 5 closed-unmerged / 24 open; merged rate **77%**, closed-unmerged rate **4%**, open rate **19%**)
+- public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- heuristic read: **extremely high recent PR volume; 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
+- [PR #45443: Raise 400 on model mismatch when `transformers serve` is pinned](https://github.com/huggingface/transformers/pull/45443) — open
+- [PR #45422: Drop `content=None` from messages in `apply_chat_template`](https://github.com/huggingface/transformers/pull/45422) — open
+- [PR #45418: [serve] Forward `tool_calls`/`tool_call_id` in processor inputs](https://github.com/huggingface/transformers/pull/45418) — open
+- [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
+- [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
+- [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
 
 ### `IlyasMoutawwakil`
 
@@ -876,45 +899,69 @@ 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: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-04-13T08:46:10Z`
+- repo last seen: `2026-04-14T14:33:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **16**
-- snapshot authored PRs/issues: **14 PRs / 2 issues**
-- snapshot discussion activity: **29 comments / 129 reviews / 107 review comments**
-- account age: **2349 days**
-- recent public PR activity: **20 PRs** (16 merged / 2 closed-unmerged / 2 open; merged rate **80%**, closed-unmerged rate **10%**, open rate **10%**)
+- repo primary artifacts: **17**
+- snapshot authored PRs/issues: **15 PRs / 2 issues**
+- snapshot discussion activity: **31 comments / 132 reviews / 110 review comments**
+- account age: **2351 days**
+- recent public PR activity: **23 PRs** (16 merged / 2 closed-unmerged / 5 open; merged rate **70%**, closed-unmerged rate **9%**, open rate **22%**)
 - public orgs: `huggingface`, `Chouafa`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open, draft
+- [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — open, draft
+- [PR #45396: Extract dynamic vision/audio tensors into standalone pure functions](https://github.com/huggingface/transformers/pull/45396) — open
 - [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) — 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
 
+### `sywangyi`
+
+- 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: `2026-04-13T00:52:58Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **15 PRs / 1 issues**
+- snapshot discussion activity: **15 comments / 10 reviews / 10 review comments**
+- account age: **2993 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: 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`
+- repo last seen: `2026-04-13T19:48:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 6 reviews / 6 review comments**
-- account age: **3360 days**
+- snapshot discussion activity: **3 comments / 7 reviews / 7 review comments**
+- account age: **3362 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 #45363: Fused kernels support](https://github.com/huggingface/transformers/pull/45363) — open, draft
+- [PR #45363: n-to-1 kernel fusion via `KernelConfig`](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
 
@@ -930,8 +977,8 @@ 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: **2864 days**
-- recent public PR activity: **81 PRs** (46 merged / 4 closed-unmerged / 31 open; merged rate **57%**, closed-unmerged rate **5%**, open rate **38%**)
+- account age: **2866 days**
+- recent public PR activity: **78 PRs** (43 merged / 4 closed-unmerged / 31 open; merged rate **55%**, closed-unmerged rate **5%**, open rate **40%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
 - heuristic read: **high recent PR volume; broad repo spread**
@@ -947,63 +994,37 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-13T11:05:10Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 25 reviews / 25 review comments**
-- account age: **1740 days**
-- recent public PR activity: **12 PRs** (11 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
+- snapshot discussion activity: **21 comments / 26 reviews / 26 review comments**
+- account age: **1742 days**
+- recent public PR activity: **12 PRs** (11 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 **low**, automation risk **low**
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [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 #45053: Fix failing `XCLIPModelIntegrationTest`](https://github.com/huggingface/transformers/pull/45053) — closed
 - [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: **2944 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: `2026-04-12T11:23:39Z`
+- repo last seen: `2026-04-13T13:53:05Z`
 - 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 / 31 reviews / 31 review comments**
-- account age: **2593 days**
-- recent public PR activity: **96 PRs** (66 merged / 20 closed-unmerged / 10 open; merged rate **69%**, closed-unmerged rate **21%**, open rate **10%**)
+- snapshot discussion activity: **20 comments / 32 reviews / 32 review comments**
+- account age: **2595 days**
+- recent public PR activity: **96 PRs** (67 merged / 20 closed-unmerged / 9 open; merged rate **70%**, closed-unmerged rate **21%**, open rate **9%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -1028,8 +1049,8 @@ Example artifacts:
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **13 PRs / 2 issues**
 - snapshot discussion activity: **20 comments / 47 reviews / 20 review comments**
-- account age: **3587 days**
-- recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
+- account age: **3589 days**
+- recent public PR activity: **78 PRs** (71 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
 - public orgs: `huggingface`, `vllm-project`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -1041,6 +1062,29 @@ Example artifacts:
 - [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
 
+### `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: `2026-04-14T17:25:36Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **13 PRs / 0 issues**
+- snapshot discussion activity: **22 comments / 66 reviews / 73 review comments**
+- account age: **2622 days**
+- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45409: from_pretrained orchestration + distributed save/load](https://github.com/huggingface/transformers/pull/45409) — closed, merged
+- [PR #45408: MoE expert parallelism + sequence parallelism](https://github.com/huggingface/transformers/pull/45408) — closed, merged
+- [PR #45028: TP refactor for FSDP + TP integration](https://github.com/huggingface/transformers/pull/45028) — open, draft
+
 ### `LincolnBurrows2017`
 
 - profile: [github.com/LincolnBurrows2017](https://github.com/LincolnBurrows2017)
@@ -1053,8 +1097,8 @@ 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: **3345 days**
-- recent public PR activity: **134 PRs** (11 merged / 46 closed-unmerged / 77 open; merged rate **8%**, closed-unmerged rate **34%**, open rate **57%**)
+- account age: **3347 days**
+- recent public PR activity: **134 PRs** (12 merged / 46 closed-unmerged / 76 open; merged rate **9%**, closed-unmerged rate **34%**, open rate **57%**)
 - 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**
@@ -1064,32 +1108,6 @@ 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
 
-### `qgallouedec`
-
-- 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: **23**
-- snapshot authored PRs/issues: **12 PRs / 11 issues**
-- snapshot discussion activity: **32 comments / 36 reviews / 36 review comments**
-- account age: **2688 days**
-- recent public PR activity: **115 PRs** (91 merged / 4 closed-unmerged / 20 open; merged rate **79%**, closed-unmerged rate **3%**, 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 #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
-
 ### `Abdennacer-Badaoui`
 
 - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
@@ -1102,15 +1120,15 @@ Example artifacts:
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **12 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 33 reviews / 33 review comments**
-- account age: **1410 days**
-- recent public PR activity: **18 PRs** (16 merged / 0 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
+- account age: **1411 days**
+- recent public PR activity: **18 PRs** (17 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
 - public orgs: `huggingface`, `bitsandbytes-foundation`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
 - [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 #45282: [AMD CI] Fix torch.compile/export failures on AMD CI due to untraceable set.__contains__ ](https://github.com/huggingface/transformers/pull/45282) — closed, merged
 - [PR #45138: CI] Small T5 expectations updated](https://github.com/huggingface/transformers/pull/45138) — closed, merged
 
 ### `kashif`
@@ -1125,14 +1143,14 @@ Example artifacts:
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **12 PRs / 0 issues**
 - snapshot discussion activity: **27 comments / 32 reviews / 29 review comments**
-- account age: **6565 days**
-- recent public PR activity: **31 PRs** (15 merged / 0 closed-unmerged / 16 open; merged rate **48%**, closed-unmerged rate **0%**, open rate **52%**)
+- account age: **6567 days**
+- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share**
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #44925: [MOE]  MoE routing capture and replay support](https://github.com/huggingface/transformers/pull/44925) — open
+- [PR #44925: [Doc]  MoE routing capture and replay recipe ](https://github.com/huggingface/transformers/pull/44925) — closed, merged
 - [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
 
@@ -1148,8 +1166,8 @@ Example artifacts:
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **11 PRs / 4 issues**
 - snapshot discussion activity: **37 comments / 17 reviews / 17 review comments**
-- account age: **1392 days**
-- recent public PR activity: **25 PRs** (19 merged / 1 closed-unmerged / 5 open; merged rate **76%**, closed-unmerged rate **4%**, open rate **20%**)
+- account age: **1393 days**
+- recent public PR activity: **25 PRs** (20 merged / 1 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -1162,29 +1180,6 @@ Example artifacts:
 - [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
 
-### `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: `2026-04-09T16:47:32Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **22 comments / 61 reviews / 51 review comments**
-- account age: **2621 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 #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
-
 ### `dario-fumarola`
 
 - profile: [github.com/dario-fumarola](https://github.com/dario-fumarola)
@@ -1197,7 +1192,7 @@ 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: **1746 days**
+- account age: **1748 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**
@@ -1208,43 +1203,20 @@ Example artifacts:
 - [PR #44140: Refactor megatron_bert to use automatic output tracing](https://github.com/huggingface/transformers/pull/44140) — closed
 - [PR #44139: Refactor lilt to use automatic output tracing](https://github.com/huggingface/transformers/pull/44139) — closed
 
-### `DimiChatzipavlis`
-
-- profile: [github.com/DimiChatzipavlis](https://github.com/DimiChatzipavlis)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADimiChatzipavlis)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADimiChatzipavlis)
-- repo first seen: `2026-02-11T16:22:54Z`
-- repo last seen: `2026-02-13T12:48:58Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **746 days**
-- recent public PR activity: **8 PRs** (2 merged / 5 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **62%**, open rate **12%**)
-- 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 #43963: Refactor redundant .readlines() with list()](https://github.com/huggingface/transformers/pull/43963) — closed
-- [PR #43962: Refactor CLI tests using native pytest assertions](https://github.com/huggingface/transformers/pull/43962) — closed
-- [PR #43961: Replace mutable default arguments with None](https://github.com/huggingface/transformers/pull/43961) — open
-
 ### `ebezzam`
 
 - profile: [github.com/ebezzam](https://github.com/ebezzam)
 - 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: `2026-03-31T13:04:02Z`
+- repo last seen: `2026-04-13T14:26:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **50 comments / 189 reviews / 625 review comments**
-- account age: **4679 days**
-- recent public PR activity: **7 PRs** (4 merged / 1 closed-unmerged / 2 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
+- snapshot discussion activity: **50 comments / 190 reviews / 626 review comments**
+- account age: **4680 days**
+- recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
 - public orgs: `LCAV`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **—**
@@ -1266,7 +1238,7 @@ 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: **832 days**
+- account age: **834 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**
@@ -1289,7 +1261,7 @@ 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: **334 days**
+- account age: **336 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**
@@ -1312,7 +1284,7 @@ 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: **37 days**
+- account age: **38 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**
@@ -1335,7 +1307,7 @@ 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: **2016 days**
+- account age: **2018 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**
@@ -1358,7 +1330,7 @@ Example artifacts:
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **969 days**
+- account age: **970 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 **high**, automation risk **medium**
@@ -1375,14 +1347,14 @@ Example artifacts:
 - 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: `2026-04-12T03:37:56Z`
+- repo last seen: `2026-04-14T12:34:51Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **22 comments / 10 reviews / 10 review comments**
-- account age: **5676 days**
-- recent public PR activity: **252 PRs** (243 merged / 5 closed-unmerged / 4 open; merged rate **96%**, closed-unmerged rate **2%**, open rate **2%**)
+- snapshot discussion activity: **24 comments / 10 reviews / 10 review comments**
+- account age: **5678 days**
+- recent public PR activity: **256 PRs** (246 merged / 5 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**
@@ -1404,17 +1376,42 @@ Example artifacts:
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
 - snapshot discussion activity: **11 comments / 31 reviews / 18 review comments**
-- account age: **5704 days**
-- recent public PR activity: **102 PRs** (87 merged / 6 closed-unmerged / 9 open; merged rate **85%**, closed-unmerged rate **6%**, open rate **9%**)
+- account age: **5706 days**
+- recent public PR activity: **105 PRs** (86 merged / 6 closed-unmerged / 13 open; merged rate **82%**, closed-unmerged rate **6%**, open rate **12%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely 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
 
+### `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: `2026-04-14T17:51:08Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **6 PRs / 2 issues**
+- snapshot discussion activity: **7 comments / 4 reviews / 4 review comments**
+- account age: **2624 days**
+- recent public PR activity: **21 PRs** (16 merged / 1 closed-unmerged / 4 open; merged rate **76%**, closed-unmerged rate **5%**, open rate **19%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45441: fix(DSV3): parity between native `DeepseekV3MoE` and remote official implementation](https://github.com/huggingface/transformers/pull/45441) — open
+- [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
+- [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — open
+- [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
+
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -1427,10 +1424,10 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2565 days**
-- recent public PR activity: **54 PRs** (18 merged / 11 closed-unmerged / 25 open; merged rate **33%**, closed-unmerged rate **20%**, open rate **46%**)
+- account age: **2567 days**
+- recent public PR activity: **54 PRs** (19 merged / 11 closed-unmerged / 24 open; merged rate **35%**, closed-unmerged rate **20%**, open rate **44%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- 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:
@@ -1450,15 +1447,15 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
 - snapshot discussion activity: **16 comments / 26 reviews / 26 review comments**
-- account age: **1643 days**
-- recent public PR activity: **11 PRs** (8 merged / 2 closed-unmerged / 1 open; merged rate **73%**, closed-unmerged rate **18%**, open rate **9%**)
+- account age: **1645 days**
+- recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
 - 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 #45041: [inference_fusion] convert conv3d patch embed to linear](https://github.com/huggingface/transformers/pull/45041) — closed, merged
 - [PR #44817: [Misc] add enable_thinking to template kwargs](https://github.com/huggingface/transformers/pull/44817) — closed
 
 ### `albertvillanova`
@@ -1467,14 +1464,14 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-13T13:35:35Z`
 - 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: **4252 days**
-- recent public PR activity: **152 PRs** (136 merged / 9 closed-unmerged / 7 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **5%**)
+- snapshot discussion activity: **10 comments / 9 reviews / 6 review comments**
+- account age: **4254 days**
+- recent public PR activity: **156 PRs** (141 merged / 10 closed-unmerged / 5 open; merged rate **90%**, closed-unmerged rate **6%**, open rate **3%**)
 - 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**
@@ -1483,7 +1480,7 @@ 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) — closed, merged
 - [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 #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — 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
 
@@ -1493,13 +1490,13 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-14T13:54:27Z`
 - 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: **3172 days**
+- snapshot discussion activity: **13 comments / 26 reviews / 36 review comments**
+- account age: **3174 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**
@@ -1512,30 +1509,6 @@ Example artifacts:
 - [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: **7 comments / 0 reviews / 0 review comments**
-- account age: **2622 days**
-- recent public PR activity: **21 PRs** (17 merged / 1 closed-unmerged / 3 open; merged rate **81%**, closed-unmerged rate **5%**, open rate **14%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [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`
 
 - profile: [github.com/aman-coder03](https://github.com/aman-coder03)
@@ -1548,7 +1521,7 @@ 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: **781 days**
+- account age: **783 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**
@@ -1571,8 +1544,8 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **3493 days**
-- recent public PR activity: **171 PRs** (45 merged / 41 closed-unmerged / 85 open; merged rate **26%**, closed-unmerged rate **24%**, open rate **50%**)
+- account age: **3495 days**
+- recent public PR activity: **171 PRs** (48 merged / 41 closed-unmerged / 82 open; merged rate **28%**, closed-unmerged rate **24%**, open rate **48%**)
 - 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**
@@ -1594,7 +1567,7 @@ 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: **1171 days**
+- account age: **1173 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 **low**, automation risk **low**
@@ -1617,8 +1590,8 @@ 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: **5647 days**
-- recent public PR activity: **1000 PRs** (371 merged / 253 closed-unmerged / 386 open; merged rate **37%**, closed-unmerged rate **25%**, open rate **38%**)
+- account age: **5649 days**
+- recent public PR activity: **1000 PRs** (386 merged / 248 closed-unmerged / 389 open; merged rate **39%**, closed-unmerged rate **25%**, open rate **37%**)
 - 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; targets high-star repos**
@@ -1640,7 +1613,7 @@ 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: **2023 days**
+- account age: **2024 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**
@@ -1657,13 +1630,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
 - repo first seen: `2026-03-13T14:45:22Z`
-- repo last seen: `2026-03-19T12:14:47Z`
+- repo last seen: `2026-04-14T12:10:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **4 PRs / 6 issues**
-- snapshot discussion activity: **7 comments / 4 reviews / 4 review comments**
-- account age: **5034 days**
+- snapshot discussion activity: **8 comments / 4 reviews / 4 review comments**
+- account age: **5035 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 **moderate**, automation risk **low**
@@ -1689,7 +1662,7 @@ Example artifacts:
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **4 PRs / 3 issues**
 - snapshot discussion activity: **14 comments / 1 reviews / 1 review comments**
-- account age: **3835 days**
+- account age: **3836 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**
@@ -1703,6 +1676,29 @@ Example artifacts:
 - [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
 
+### `Charly21r`
+
+- 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: `2026-04-14T19:57:00Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **11 comments / 7 reviews / 7 review comments**
+- account age: **356 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 **low**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45438: Add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45438) — 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) — closed, merged
+
 ### `hf-security-analysis[bot]`
 
 - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
@@ -1739,7 +1735,7 @@ 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: **4695 days**
+- account age: **4697 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**
@@ -1762,11 +1758,11 @@ 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: **63 days**
-- recent public PR activity: **184 PRs** (65 merged / 72 closed-unmerged / 47 open; merged rate **35%**, closed-unmerged rate **39%**, open rate **26%**)
+- account age: **64 days**
+- recent public PR activity: **195 PRs** (69 merged / 78 closed-unmerged / 48 open; merged rate **35%**, closed-unmerged rate **40%**, open rate **25%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **very new account; extremely 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
@@ -1781,19 +1777,19 @@ Example artifacts:
 - repo first seen: `2026-04-09T09:34:42Z`
 - repo last seen: `2026-04-11T06:43:33Z`
 - 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: **4 comments / 0 reviews / 0 review comments**
-- account age: **2908 days**
-- recent public PR activity: **23 PRs** (3 merged / 6 closed-unmerged / 14 open; merged rate **13%**, closed-unmerged rate **26%**, open rate **61%**)
+- account age: **2909 days**
+- recent public PR activity: **23 PRs** (6 merged / 6 closed-unmerged / 11 open; merged rate **26%**, closed-unmerged rate **26%**, open rate **48%**)
 - 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 #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 #45370: docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)](https://github.com/huggingface/transformers/pull/45370) — closed, merged
+- [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
 - [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — open
 
 ### `RyanMullins`
@@ -1808,7 +1804,7 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 1 reviews / 0 review comments**
-- account age: **5408 days**
+- account age: **5410 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**
@@ -1831,40 +1827,17 @@ 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: **60 days**
-- recent public PR activity: **10 PRs** (2 merged / 4 closed-unmerged / 4 open; merged rate **20%**, closed-unmerged rate **40%**, open rate **40%**)
+- account age: **61 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: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+- heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
 - [PR #44088: Refactor GPT-2 output tracing with capture_outputs/can_return_tuple](https://github.com/huggingface/transformers/pull/44088) — closed
 - [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
 
-### `Charly21r`
-
-- 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: **7 comments / 6 reviews / 6 review comments**
-- account age: **354 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 **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 #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
-
 ### `Cursx`
 
 - profile: [github.com/Cursx](https://github.com/Cursx)
@@ -1877,11 +1850,11 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3069 days**
-- recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
+- account age: **3071 days**
+- recent public PR activity: **12 PRs** (1 merged / 5 closed-unmerged / 6 open; merged rate **8%**, closed-unmerged rate **42%**, open rate **50%**)
 - 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**
+- 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 #45156: Fix save_pretrained writing incorrect tie_word_embeddings=True config after PEFT merge](https://github.com/huggingface/transformers/pull/45156) — closed, draft
@@ -1900,7 +1873,7 @@ 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: **503 days**
+- account age: **505 days**
 - recent public PR activity: **45 PRs** (29 merged / 5 closed-unmerged / 11 open; merged rate **64%**, closed-unmerged rate **11%**, open rate **24%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
@@ -1923,7 +1896,7 @@ 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: **2660 days**
+- account age: **2661 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**
@@ -1946,8 +1919,8 @@ 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: **4007 days**
-- recent public PR activity: **205 PRs** (62 merged / 82 closed-unmerged / 61 open; merged rate **30%**, closed-unmerged rate **40%**, open rate **30%**)
+- account age: **4008 days**
+- recent public PR activity: **205 PRs** (63 merged / 82 closed-unmerged / 60 open; merged rate **31%**, closed-unmerged rate **40%**, open rate **29%**)
 - 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**
@@ -1969,8 +1942,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
-- account age: **2847 days**
-- recent public PR activity: **26 PRs** (20 merged / 4 closed-unmerged / 2 open; merged rate **77%**, closed-unmerged rate **15%**, open rate **8%**)
+- account age: **2849 days**
+- recent public PR activity: **25 PRs** (19 merged / 4 closed-unmerged / 2 open; merged rate **76%**, closed-unmerged rate **16%**, 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**
@@ -1980,6 +1953,29 @@ 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
 
+### `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: `2026-04-14T07:23:05Z`
+- 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: **0 comments / 0 reviews / 0 review comments**
+- account age: **3378 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 **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — open
+- [PR #45334: Feature/add axk1](https://github.com/huggingface/transformers/pull/45334) — closed
+- [PR #44539: Add A.X K1](https://github.com/huggingface/transformers/pull/44539) — closed
+
 ### `Lidang-Jiang`
 
 - profile: [github.com/Lidang-Jiang](https://github.com/Lidang-Jiang)
@@ -1992,8 +1988,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
-- account age: **1226 days**
-- recent public PR activity: **108 PRs** (39 merged / 14 closed-unmerged / 55 open; merged rate **36%**, closed-unmerged rate **13%**, open rate **51%**)
+- account age: **1227 days**
+- recent public PR activity: **113 PRs** (40 merged / 14 closed-unmerged / 59 open; merged rate **35%**, closed-unmerged rate **12%**, open rate **52%**)
 - 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; high open PR share; targets high-star repos**
@@ -2015,7 +2011,7 @@ 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: **49 days**
+- account age: **50 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**
@@ -2038,7 +2034,7 @@ 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: **5046 days**
+- account age: **5048 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 **mixed**, breadth **moderate**, automation risk **low**
@@ -2061,7 +2057,7 @@ 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: **1788 days**
+- account age: **1789 days**
 - recent public PR activity: **48 PRs** (2 merged / 26 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **54%**, open rate **42%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
@@ -2084,7 +2080,7 @@ 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: **1935 days**
+- account age: **1937 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**
@@ -2107,8 +2103,8 @@ 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: **1708 days**
-- recent public PR activity: **62 PRs** (35 merged / 10 closed-unmerged / 17 open; merged rate **56%**, closed-unmerged rate **16%**, open rate **27%**)
+- account age: **1710 days**
+- recent public PR activity: **62 PRs** (36 merged / 10 closed-unmerged / 16 open; merged rate **58%**, closed-unmerged rate **16%**, open rate **26%**)
 - 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**
@@ -2130,7 +2126,7 @@ 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: **2091 days**
+- account age: **2093 days**
 - recent public PR activity: **53 PRs** (49 merged / 3 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **6%**, open rate **2%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -2141,52 +2137,6 @@ 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
 
-### `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: `2026-04-10T11:38:19Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **26 comments / 10 reviews / 10 review comments**
-- account age: **1629 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 **low**
-- heuristic read: **high open PR share; 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
-
-### `MekkCyber`
-
-- profile: [github.com/MekkCyber](https://github.com/MekkCyber)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMekkCyber)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMekkCyber)
-- repo first seen: `2024-12-04T15:49:05Z`
-- repo last seen: `2026-03-03T17:03:13Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **11**
-- snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 51 reviews / 50 review comments**
-- account age: **1626 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 **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #43958: [kernels] update docker file](https://github.com/huggingface/transformers/pull/43958) — closed
-- [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
-
 ### `YangKai0616`
 
 - profile: [github.com/YangKai0616](https://github.com/YangKai0616)
@@ -2199,8 +2149,8 @@ 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: **1462 days**
-- recent public PR activity: **13 PRs** (6 merged / 3 closed-unmerged / 4 open; merged rate **46%**, closed-unmerged rate **23%**, open rate **31%**)
+- account age: **1463 days**
+- recent public PR activity: **15 PRs** (7 merged / 3 closed-unmerged / 5 open; merged rate **47%**, closed-unmerged rate **20%**, open rate **33%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -2222,7 +2172,7 @@ 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: **4740 days**
+- account age: **4742 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**
@@ -2245,7 +2195,7 @@ 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: **2386 days**
+- account age: **2387 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 **low**, automation risk **low**
@@ -2271,7 +2221,7 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 29 reviews / 1 review comments**
-- account age: **98 days**
+- account age: **99 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**
@@ -2294,10 +2244,10 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **37 comments / 296 reviews / 297 review comments**
-- account age: **2070 days**
-- recent public PR activity: **16 PRs** (12 merged / 1 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **6%**, open rate **19%**)
+- account age: **2071 days**
+- recent public PR activity: **18 PRs** (12 merged / 2 closed-unmerged / 4 open; merged rate **67%**, closed-unmerged rate **11%**, open rate **22%**)
 - 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: **targets high-star repos**
 
 Example artifacts:
@@ -2311,14 +2261,14 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-14T09:38:28Z`
 - 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: **3312 days**
-- recent public PR activity: **59 PRs** (49 merged / 1 closed-unmerged / 9 open; merged rate **83%**, closed-unmerged rate **2%**, open rate **15%**)
+- snapshot discussion activity: **10 comments / 16 reviews / 17 review comments**
+- account age: **3314 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**
@@ -2343,8 +2293,8 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
 - snapshot discussion activity: **6 comments / 19 reviews / 19 review comments**
-- account age: **5237 days**
-- recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
+- account age: **5239 days**
+- recent public PR activity: **12 PRs** (9 merged / 1 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **8%**, open rate **17%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **high**, automation risk **low**
 - heuristic read: **broad repo spread**
@@ -2367,16 +2317,16 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **2 PRs / 2 issues**
 - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **5735 days**
-- recent public PR activity: **66 PRs** (50 merged / 2 closed-unmerged / 14 open; merged rate **76%**, closed-unmerged rate **3%**, open rate **21%**)
+- account age: **5737 days**
+- recent public PR activity: **66 PRs** (51 merged / 2 closed-unmerged / 13 open; merged rate **77%**, closed-unmerged rate **3%**, open rate **20%**)
 - 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 #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
+- [PR #45207: [Gemma4] Add docstrings for Per-Layer Embeddings (PLE) pipeline](https://github.com/huggingface/transformers/pull/45207) — closed, merged
+- [Issue #45206: Gemma4: PLE (Per-Layer Embeddings) implementation is underdocumented and config is misleading](https://github.com/huggingface/transformers/issues/45206) — closed
 - [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`
@@ -2391,7 +2341,7 @@ 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: **553 days**
+- account age: **554 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**
@@ -2400,7 +2350,7 @@ Example artifacts:
 Example artifacts:
 - [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
+- [Issue #45120: Double softmax in MoE router load-balancing loss (mixtral, qwen2_moe, qwen3_vl_moe families)](https://github.com/huggingface/transformers/issues/45120) — closed
 
 ### `jw9603`
 
@@ -2414,7 +2364,7 @@ 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: **2046 days**
+- account age: **2047 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**
@@ -2425,6 +2375,29 @@ 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
 
+### `paulinebm`
+
+- 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: `2026-04-14T18:49:49Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 2 reviews / 1 review comments**
+- account age: **827 days**
+- recent public PR activity: **158 PRs** (154 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 **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
+
+Example artifacts:
+- [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
+- [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
+
 ### `23atharvaS`
 
 - profile: [github.com/23atharvaS](https://github.com/23atharvaS)
@@ -2437,7 +2410,7 @@ 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: **157 days**
+- account age: **159 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**
@@ -2447,6 +2420,28 @@ 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
 
+### `Aftabbs`
+
+- profile: [github.com/Aftabbs](https://github.com/Aftabbs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAftabbs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAftabbs)
+- repo first seen: `2026-04-12T08:48:26Z`
+- repo last seen: `2026-04-14T08:56:45Z`
+- 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: **1316 days**
+- recent public PR activity: **29 PRs** (4 merged / 7 closed-unmerged / 18 open; merged rate **14%**, closed-unmerged rate **24%**, open rate **62%**)
+- 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**
+
+Example artifacts:
+- [PR #45427: fix(testing_utils): guard get_device_capability() with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45427) — open
+- [PR #45383: fix(processing): guard message content access in apply_chat_template](https://github.com/huggingface/transformers/pull/45383) — closed
+
 ### `akhilc08`
 
 - profile: [github.com/akhilc08](https://github.com/akhilc08)
@@ -2459,7 +2454,7 @@ 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: **399 days**
+- account age: **401 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**
@@ -2481,11 +2476,11 @@ 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: **3946 days**
-- recent public PR activity: **16 PRs** (1 merged / 9 closed-unmerged / 6 open; merged rate **6%**, closed-unmerged rate **56%**, open rate **38%**)
+- account age: **3948 days**
+- recent public PR activity: **15 PRs** (1 merged / 8 closed-unmerged / 6 open; merged rate **7%**, closed-unmerged rate **53%**, open rate **40%**)
 - 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**
+- 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 #45132: Fix: Remove double softmax in MoE router load-balancing loss (Mixtral, Qwen2MoE, Qwen3VLMoE)](https://github.com/huggingface/transformers/pull/45132) — closed
@@ -2497,21 +2492,21 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertorkive)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertorkive)
 - repo first seen: `2026-04-12T17:02:14Z`
-- repo last seen: `2026-04-12T17:02:39Z`
+- repo last seen: `2026-04-14T15:36:20Z`
 - 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: **695 days**
-- recent public PR activity: **6 PRs** (0 merged / 1 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **17%**, open rate **83%**)
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- account age: **696 days**
+- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 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**
 
 Example artifacts:
 - [PR #45388: Make Gemma4ClippableLinear inherit from nn.Linear for PEFT/LoRA compatibility](https://github.com/huggingface/transformers/pull/45388) — open
-- [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — open
+- [PR #45387: Fix flash_attention_3 detection and import for hopper wheel installs](https://github.com/huggingface/transformers/pull/45387) — closed
 
 ### `asuryateja`
 
@@ -2525,7 +2520,7 @@ 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: **1712 days**
+- account age: **1713 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**
@@ -2541,14 +2536,14 @@ Example artifacts:
 - 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: `2026-04-10T10:18:08Z`
+- repo last seen: `2026-04-14T10:02:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 3 reviews / 4 review comments**
-- account age: **4496 days**
-- recent public PR activity: **45 PRs** (38 merged / 1 closed-unmerged / 6 open; merged rate **84%**, closed-unmerged rate **2%**, open rate **13%**)
+- snapshot discussion activity: **11 comments / 4 reviews / 4 review comments**
+- account age: **4498 days**
+- recent public PR activity: **48 PRs** (41 merged / 1 closed-unmerged / 6 open; merged rate **85%**, closed-unmerged rate **2%**, open rate **12%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -2569,10 +2564,10 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **3607 days**
-- recent public PR activity: **57 PRs** (40 merged / 5 closed-unmerged / 12 open; merged rate **70%**, closed-unmerged rate **9%**, open rate **21%**)
+- account age: **3608 days**
+- recent public PR activity: **55 PRs** (38 merged / 5 closed-unmerged / 12 open; merged rate **69%**, closed-unmerged rate **9%**, open rate **22%**)
 - public orgs: none visible
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread**
 
 Example artifacts:
@@ -2591,8 +2586,8 @@ 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: **4475 days**
-- recent public PR activity: **301 PRs** (33 merged / 184 closed-unmerged / 84 open; merged rate **11%**, closed-unmerged rate **61%**, open rate **28%**)
+- account age: **4477 days**
+- recent public PR activity: **301 PRs** (33 merged / 185 closed-unmerged / 83 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**
@@ -2613,7 +2608,7 @@ 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: **763 days**
+- account age: **764 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**
@@ -2635,7 +2630,7 @@ 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: **3915 days**
+- account age: **3917 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**
@@ -2657,7 +2652,7 @@ 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: **895 days**
+- account age: **897 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 **low**
@@ -2667,27 +2662,49 @@ Example artifacts:
 - [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`
+### `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: **2479 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
+
+### `ezylopx5`
 
-- 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`
+- 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: `2026-04-13T15:54:45Z`
 - 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: **2477 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: **1 comments / 0 reviews / 0 review comments**
+- account age: **604 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 **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
+- [PR #45413: Fix EtaLogitsWarper on fully masked logits](https://github.com/huggingface/transformers/pull/45413) — open
+- [PR #45172: Add TopNSigmaLogitsWarper and top_n_sigma generation config support](https://github.com/huggingface/transformers/pull/45172) — closed
 
 ### `FaizanImran-blip`
 
@@ -2701,7 +2718,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **389 days**
+- account age: **391 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**
@@ -2723,8 +2740,8 @@ 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: **2586 days**
-- recent public PR activity: **135 PRs** (10 merged / 43 closed-unmerged / 82 open; merged rate **7%**, closed-unmerged rate **32%**, open rate **61%**)
+- account age: **2587 days**
+- recent public PR activity: **135 PRs** (10 merged / 44 closed-unmerged / 81 open; merged rate **7%**, closed-unmerged rate **33%**, open rate **60%**)
 - 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**
@@ -2745,8 +2762,8 @@ 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: **722 days**
-- recent public PR activity: **1000 PRs** (133 merged / 462 closed-unmerged / 479 open; merged rate **13%**, closed-unmerged rate **46%**, open rate **40%**)
+- account age: **723 days**
+- recent public PR activity: **1000 PRs** (130 merged / 458 closed-unmerged / 490 open; merged rate **13%**, closed-unmerged rate **46%**, open rate **41%**)
 - 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; high open PR share**
@@ -2767,8 +2784,8 @@ 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: **2865 days**
-- recent public PR activity: **106 PRs** (39 merged / 16 closed-unmerged / 51 open; merged rate **37%**, closed-unmerged rate **15%**, open rate **48%**)
+- account age: **2866 days**
+- recent public PR activity: **108 PRs** (39 merged / 17 closed-unmerged / 52 open; merged rate **36%**, closed-unmerged rate **16%**, open rate **48%**)
 - 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; high open PR share; targets high-star repos**
@@ -2789,8 +2806,8 @@ 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: **21 days**
-- recent public PR activity: **17 PRs** (0 merged / 2 closed-unmerged / 15 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
+- account age: **22 days**
+- recent public PR activity: **17 PRs** (0 merged / 5 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **29%**, open rate **71%**)
 - 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; targets high-star repos**
@@ -2799,28 +2816,6 @@ Example artifacts:
 - [PR #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
 - [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open
 
-### `jackcook`
-
-- 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: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 6 reviews / 6 review comments**
-- account age: **4653 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)
@@ -2833,7 +2828,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **5834 days**
+- account age: **5836 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 **mixed**, breadth **low**, automation risk **low**
@@ -2855,7 +2850,7 @@ 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: **1838 days**
+- account age: **1840 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 **mixed**, breadth **moderate**, automation risk **low**
@@ -2877,7 +2872,7 @@ 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: **2221 days**
+- account age: **2223 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**
@@ -2899,7 +2894,7 @@ 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: **1628 days**
+- account age: **1630 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**
@@ -2921,7 +2916,7 @@ 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: **33 days**
+- account age: **35 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**
@@ -2931,28 +2926,6 @@ 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: **3377 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)
@@ -2965,7 +2938,7 @@ 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: **1952 days**
+- account age: **1954 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**
@@ -2987,7 +2960,7 @@ 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: **1563 days**
+- account age: **1564 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**
@@ -3009,7 +2982,7 @@ 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: **1037 days**
+- account age: **1039 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**
@@ -3031,7 +3004,7 @@ 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: **447 days**
+- account age: **449 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**
@@ -3053,7 +3026,7 @@ 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: **2018 days**
+- account age: **2019 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**
@@ -3075,7 +3048,7 @@ 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: **1498 days**
+- account age: **1500 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**
@@ -3097,7 +3070,7 @@ 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: **310 days**
+- account age: **312 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**
@@ -3119,7 +3092,7 @@ 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: **2111 days**
+- account age: **2112 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**
@@ -3141,7 +3114,7 @@ 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: **2404 days**
+- account age: **2405 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**
@@ -3163,7 +3136,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **2571 days**
+- account age: **2573 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 **high**, automation risk **low**
@@ -3185,7 +3158,7 @@ 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: **822 days**
+- account age: **823 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**
@@ -3207,8 +3180,8 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 172 reviews / 172 review comments**
-- account age: **1992 days**
-- recent public PR activity: **8 PRs** (6 merged / 2 closed-unmerged / 0 open; merged rate **75%**, closed-unmerged rate **25%**, open rate **0%**)
+- account age: **1994 days**
+- recent public PR activity: **9 PRs** (7 merged / 2 closed-unmerged / 0 open; merged rate **78%**, closed-unmerged rate **22%**, open rate **0%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **—**
@@ -3229,8 +3202,8 @@ 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: **202 days**
-- recent public PR activity: **188 PRs** (35 merged / 66 closed-unmerged / 87 open; merged rate **19%**, closed-unmerged rate **35%**, open rate **46%**)
+- account age: **203 days**
+- recent public PR activity: **193 PRs** (36 merged / 66 closed-unmerged / 91 open; merged rate **19%**, closed-unmerged rate **34%**, open rate **47%**)
 - 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**
@@ -3239,6 +3212,28 @@ 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
 
+### `saslifat-gif`
+
+- 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: `2026-04-14T13:53:37Z`
+- 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: **5 comments / 0 reviews / 0 review comments**
+- account age: **226 days**
+- recent public PR activity: **6 PRs** (0 merged / 2 closed-unmerged / 4 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: **young account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45402: Fix ZeRO-3 from_pretrained: load registered buffers in _load_state_dict_into_zero3_model](https://github.com/huggingface/transformers/pull/45402) — open
+- [PR #45191: Add edge case tests for out-of-range token id decoding in Qwen2 tokenizer](https://github.com/huggingface/transformers/pull/45191) — closed
+
 ### `sdharani91`
 
 - profile: [github.com/sdharani91](https://github.com/sdharani91)
@@ -3251,7 +3246,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **13 comments / 13 reviews / 13 review comments**
-- account age: **3361 days**
+- account age: **3363 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**
@@ -3273,10 +3268,10 @@ 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: **3713 days**
-- recent public PR activity: **19 PRs** (12 merged / 0 closed-unmerged / 7 open; merged rate **63%**, closed-unmerged rate **0%**, open rate **37%**)
+- account age: **3715 days**
+- recent public PR activity: **20 PRs** (17 merged / 0 closed-unmerged / 3 open; merged rate **85%**, closed-unmerged rate **0%**, open rate **15%**)
 - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
-- 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:
@@ -3291,41 +3286,19 @@ Example artifacts:
 - repo first seen: `2026-04-11T02:31:44Z`
 - repo last seen: `2026-04-11T02:42:07Z`
 - 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: **1555 days**
-- recent public PR activity: **13 PRs** (1 merged / 6 closed-unmerged / 6 open; merged rate **8%**, closed-unmerged rate **46%**, open rate **46%**)
+- account age: **1557 days**
+- recent public PR activity: **13 PRs** (2 merged / 6 closed-unmerged / 5 open; merged rate **15%**, closed-unmerged rate **46%**, 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; 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)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ashtse8)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashtse8)
-- repo first seen: `2026-02-12T23:40:45Z`
-- repo last seen: `2026-02-12T23:42:11Z`
-- 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: **4305 days**
-- recent public PR activity: **155 PRs** (49 merged / 90 closed-unmerged / 16 open; merged rate **32%**, closed-unmerged rate **58%**, open rate **10%**)
-- 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**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 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
+- [PR #45369: fix(generation): handle CUDA multinomial limit in beam search sampling](https://github.com/huggingface/transformers/pull/45369) — closed
+- [PR #45368: fix(serving): resolve rust tokenizer from ProcessorMixin in streaming generation](https://github.com/huggingface/transformers/pull/45368) — closed, merged
 
 ### `sirzechs66`
 
@@ -3339,7 +3312,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
-- account age: **1242 days**
+- account age: **1244 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**
@@ -3361,7 +3334,7 @@ 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: **2943 days**
+- account age: **2945 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**
@@ -3383,7 +3356,7 @@ 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: **2269 days**
+- account age: **2270 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**
@@ -3405,7 +3378,7 @@ 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: **3474 days**
+- account age: **3476 days**
 - recent public PR activity: **26 PRs** (17 merged / 6 closed-unmerged / 3 open; merged rate **65%**, closed-unmerged rate **23%**, open rate **12%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
@@ -3427,8 +3400,8 @@ 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: **2694 days**
-- recent public PR activity: **152 PRs** (33 merged / 73 closed-unmerged / 46 open; merged rate **22%**, closed-unmerged rate **48%**, open rate **30%**)
+- account age: **2695 days**
+- recent public PR activity: **152 PRs** (34 merged / 75 closed-unmerged / 43 open; merged rate **22%**, closed-unmerged rate **49%**, open rate **28%**)
 - 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**
@@ -3449,7 +3422,7 @@ 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: **1632 days**
+- account age: **1634 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**
@@ -3471,7 +3444,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
-- account age: **2381 days**
+- account age: **2382 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: `AICU-HEALTH`
 - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
@@ -3493,7 +3466,7 @@ 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: **1753 days**
+- account age: **1755 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**
@@ -3515,7 +3488,7 @@ 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: **2221 days**
+- account age: **2223 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**
@@ -3525,6 +3498,29 @@ 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
 
+### `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: `2026-04-10T11:38:19Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **13**
+- snapshot authored PRs/issues: **13 PRs / 0 issues**
+- snapshot discussion activity: **26 comments / 10 reviews / 10 review comments**
+- account age: **1630 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 **low**
+- heuristic read: **high open PR share; 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
+
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -3537,7 +3533,7 @@ Example artifacts:
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **559 days**
+- account age: **560 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**
@@ -3559,8 +3555,8 @@ Example artifacts:
 - 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: **2868 days**
+- snapshot discussion activity: **19 comments / 119 reviews / 433 review comments**
+- account age: **2870 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**
@@ -3584,7 +3580,7 @@ Example artifacts:
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
-- account age: **2319 days**
+- account age: **2321 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**
@@ -3607,8 +3603,8 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **9 comments / 31 reviews / 31 review comments**
-- account age: **973 days**
-- recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
+- account age: **974 days**
+- recent public PR activity: **26 PRs** (23 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -3630,7 +3626,7 @@ Example artifacts:
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 7 reviews / 7 review comments**
-- account age: **3334 days**
+- account age: **3336 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**
@@ -3647,13 +3643,13 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-14T19:25:27Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 14 reviews / 14 review comments**
-- account age: **2799 days**
+- snapshot discussion activity: **13 comments / 14 reviews / 14 review comments**
+- account age: **2801 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**
@@ -3676,10 +3672,10 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 1 reviews / 2 review comments**
-- account age: **5823 days**
-- recent public PR activity: **10 PRs** (7 merged / 1 closed-unmerged / 2 open; merged rate **70%**, closed-unmerged rate **10%**, open rate **20%**)
+- account age: **5824 days**
+- recent public PR activity: **9 PRs** (6 merged / 1 closed-unmerged / 2 open; merged rate **67%**, closed-unmerged rate **11%**, open rate **22%**)
 - 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: **targets high-star repos**
 
 Example artifacts:
@@ -3687,29 +3683,6 @@ Example artifacts:
 - [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
 
-### `lordaarush`
-
-- 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: **11 comments / 0 reviews / 0 review comments**
-- account age: **2139 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)
@@ -3722,8 +3695,8 @@ 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: **1618 days**
-- recent public PR activity: **56 PRs** (15 merged / 12 closed-unmerged / 29 open; merged rate **27%**, closed-unmerged rate **21%**, open rate **52%**)
+- account age: **1619 days**
+- recent public PR activity: **52 PRs** (11 merged / 11 closed-unmerged / 30 open; merged rate **21%**, closed-unmerged rate **21%**, open rate **58%**)
 - 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**
@@ -3733,43 +3706,19 @@ Example artifacts:
 - [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
 
-### `MHRDYN7`
-
-- 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: **4**
-- snapshot authored PRs/issues: **2 PRs / 2 issues**
-- snapshot discussion activity: **13 comments / 44 reviews / 44 review comments**
-- account age: **1309 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 #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
-
 ### `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`
+- repo last seen: `2026-04-14T16:36:18Z`
 - 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: **3444 days**
+- snapshot discussion activity: **3 comments / 16 reviews / 16 review comments**
+- account age: **3445 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**
@@ -3792,7 +3741,7 @@ 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: **3052 days**
+- account age: **3054 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**
@@ -3802,6 +3751,28 @@ Example artifacts:
 - [PR #44268: chore: fixes in `Trainer` class docs (`compute_loss` & `hyperparameter_search`)](https://github.com/huggingface/transformers/pull/44268) — closed, merged
 - [PR #39094: docs: PyTorch examples (image-classification & image-pretraining) clarity](https://github.com/huggingface/transformers/pull/39094) — closed
 
+### `jackcook`
+
+- 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: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 6 reviews / 6 review comments**
+- account age: **4655 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
+
 ### `khushali9`
 
 - profile: [github.com/khushali9](https://github.com/khushali9)
@@ -3814,7 +3785,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **22 comments / 13 reviews / 13 review comments**
-- account age: **4205 days**
+- account age: **4206 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**
@@ -3836,7 +3807,7 @@ 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: **4109 days**
+- account age: **4111 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**
@@ -3858,7 +3829,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **444 days**
+- account age: **446 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**
@@ -3880,7 +3851,7 @@ 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: **1473 days**
+- account age: **1475 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**
@@ -3890,28 +3861,6 @@ 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: **1845 days**
-- recent public PR activity: **29 PRs** (22 merged / 4 closed-unmerged / 3 open; merged rate **76%**, closed-unmerged rate **14%**, open rate **10%**)
-- 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)
@@ -3924,7 +3873,7 @@ 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: **251 days**
+- account age: **252 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**
@@ -3946,7 +3895,7 @@ 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: **3052 days**
+- account age: **3054 days**
 - recent public PR activity: **253 PRs** (70 merged / 79 closed-unmerged / 104 open; merged rate **28%**, closed-unmerged rate **31%**, open rate **41%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
@@ -3968,8 +3917,8 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **1778 days**
-- recent public PR activity: **13 PRs** (1 merged / 4 closed-unmerged / 8 open; merged rate **8%**, closed-unmerged rate **31%**, open rate **62%**)
+- account age: **1779 days**
+- recent public PR activity: **12 PRs** (1 merged / 3 closed-unmerged / 8 open; merged rate **8%**, closed-unmerged rate **25%**, open rate **67%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
 - heuristic read: **high open PR share; targets high-star repos**
@@ -3991,7 +3940,7 @@ Example artifacts:
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **14 comments / 8 reviews / 10 review comments**
-- account age: **3669 days**
+- account age: **3671 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**
@@ -4014,7 +3963,7 @@ 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: **1963 days**
+- account age: **1965 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**
@@ -4037,8 +3986,8 @@ 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: **1784 days**
-- recent public PR activity: **31 PRs** (11 merged / 7 closed-unmerged / 13 open; merged rate **35%**, closed-unmerged rate **23%**, open rate **42%**)
+- account age: **1786 days**
+- recent public PR activity: **30 PRs** (11 merged / 7 closed-unmerged / 12 open; merged rate **37%**, closed-unmerged rate **23%**, open rate **40%**)
 - public orgs: `kubeflow`, `opendatahub-io`, `red-hat-data-services`, `CareerPod`, `instructlab-public`, `Kubeflow-Commons-Hub`
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; no visible non-self stars**
@@ -4059,7 +4008,7 @@ 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: **872 days**
+- account age: **874 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**
@@ -4069,6 +4018,28 @@ Example artifacts:
 - [PR #44207: Fix LASR feature extractor regression from invalid center argument](https://github.com/huggingface/transformers/pull/44207) — closed, merged
 - [Issue #44206: v5.2.0 regression: LasrFeatureExtractor passes unsupported center arg and crashes](https://github.com/huggingface/transformers/issues/44206) — closed
 
+### `ambroiseodt`
+
+- profile: [github.com/ambroiseodt](https://github.com/ambroiseodt)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aambroiseodt)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aambroiseodt)
+- repo first seen: `2026-04-14T13:45:51Z`
+- repo last seen: `2026-04-14T13:53:21Z`
+- 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: **2178 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 #45430: [Doc] Correct checkpoint path in Dinov2 model_docs ](https://github.com/huggingface/transformers/pull/45430) — closed, merged
+- [Issue #45431: Wrong checkpoint path in Dinov2 model_docs](https://github.com/huggingface/transformers/issues/45431) — open
+
 ### `Anakintano`
 
 - profile: [github.com/Anakintano](https://github.com/Anakintano)
@@ -4081,7 +4052,7 @@ 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: **1142 days**
+- account age: **1144 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**
@@ -4103,8 +4074,8 @@ 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: **3273 days**
-- recent public PR activity: **13 PRs** (11 merged / 1 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **8%**, open rate **8%**)
+- account age: **3275 days**
+- recent public PR activity: **12 PRs** (10 merged / 1 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **8%**, open rate **8%**)
 - public orgs: `KEEER`, `leann-ai`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **targets high-star repos**
@@ -4125,7 +4096,7 @@ 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: **4005 days**
+- account age: **4007 days**
 - recent public PR activity: **13 PRs** (11 merged / 1 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **8%**, open rate **8%**)
 - public orgs: `eWaterCycle`
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -4147,8 +4118,8 @@ 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: **2391 days**
-- recent public PR activity: **29 PRs** (20 merged / 3 closed-unmerged / 6 open; merged rate **69%**, closed-unmerged rate **10%**, open rate **21%**)
+- account age: **2393 days**
+- recent public PR activity: **27 PRs** (19 merged / 3 closed-unmerged / 5 open; merged rate **70%**, closed-unmerged rate **11%**, open rate **19%**)
 - public orgs: `ndif-team`
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
 - heuristic read: **high recent PR volume; broad repo spread**
@@ -4169,7 +4140,7 @@ Example artifacts:
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **466 days**
+- account age: **468 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**
@@ -4191,8 +4162,8 @@ 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: **4185 days**
-- recent public PR activity: **104 PRs** (94 merged / 8 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **8%**, open rate **2%**)
+- account age: **4187 days**
+- recent public PR activity: **101 PRs** (91 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: **extremely high recent PR volume; very broad repo spread**
@@ -4213,7 +4184,7 @@ 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: **2015 days**
+- account age: **2017 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**
@@ -4235,7 +4206,7 @@ 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: **1328 days**
+- account age: **1329 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**
@@ -4257,7 +4228,7 @@ 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: **1364 days**
+- account age: **1365 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**
@@ -4275,19 +4246,19 @@ Example artifacts:
 - repo first seen: `2026-04-07T23:31:43Z`
 - repo last seen: `2026-04-11T18:42:18Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **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: **2046 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: **2048 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 **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **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
+- [PR #45349: Fix #45305 + add regression test GAS](https://github.com/huggingface/transformers/pull/45349) — closed, merged
+- [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) — closed
 
 ### `Fr0do`
 
@@ -4301,7 +4272,7 @@ 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: **3912 days**
+- account age: **3914 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**
@@ -4323,7 +4294,7 @@ 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: **1332 days**
+- account age: **1333 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**
@@ -4345,7 +4316,7 @@ 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: **3470 days**
+- account age: **3472 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**
@@ -4367,7 +4338,7 @@ 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: **3532 days**
+- account age: **3534 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: `kubernetes`
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
@@ -4389,7 +4360,7 @@ 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: **2666 days**
+- account age: **2668 days**
 - recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
@@ -4411,8 +4382,8 @@ 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: **1543 days**
-- recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
+- account age: **1544 days**
+- recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 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: **—**
@@ -4433,7 +4404,7 @@ 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: **3701 days**
+- account age: **3703 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**
@@ -4455,7 +4426,7 @@ 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: **354 days**
+- account age: **355 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**
@@ -4477,7 +4448,7 @@ 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: **2843 days**
+- account age: **2845 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**
@@ -4499,7 +4470,7 @@ 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: **2005 days**
+- account age: **2007 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**
@@ -4521,7 +4492,7 @@ 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: **3026 days**
+- account age: **3028 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**
@@ -4543,7 +4514,7 @@ 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: **3763 days**
+- account age: **3765 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**
@@ -4565,7 +4536,7 @@ 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: **1768 days**
+- account age: **1769 days**
 - recent public PR activity: **234 PRs** (36 merged / 78 closed-unmerged / 120 open; merged rate **15%**, closed-unmerged rate **33%**, open rate **51%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
@@ -4587,7 +4558,7 @@ 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: **4674 days**
+- account age: **4676 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**
@@ -4609,7 +4580,7 @@ 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: **2236 days**
+- account age: **2238 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**
@@ -4631,7 +4602,7 @@ 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: **2138 days**
+- account age: **2140 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**
@@ -4653,7 +4624,7 @@ 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: **4263 days**
+- account age: **4264 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**
@@ -4663,28 +4634,6 @@ 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
 
-### `paulinebm`
-
-- 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: **MEMBER**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 2 reviews / 1 review comments**
-- account age: **825 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 **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
-
-Example artifacts:
-- [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`
 
 - profile: [github.com/rabbierabbie](https://github.com/rabbierabbie)
@@ -4697,7 +4646,7 @@ 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: **774 days**
+- account age: **776 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**
@@ -4719,7 +4668,7 @@ 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: **1426 days**
+- account age: **1428 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**
@@ -4741,7 +4690,7 @@ 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: **2001 days**
+- account age: **2003 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**
@@ -4763,11 +4712,11 @@ 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: **1882 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: **1884 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 **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
 
 Example artifacts:
 - [PR #44517: Add qwen3 tts](https://github.com/huggingface/transformers/pull/44517) — open
@@ -4785,8 +4734,8 @@ 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: **1142 days**
-- recent public PR activity: **487 PRs** (346 merged / 135 closed-unmerged / 6 open; merged rate **71%**, closed-unmerged rate **28%**, open rate **1%**)
+- account age: **1144 days**
+- recent public PR activity: **500 PRs** (360 merged / 135 closed-unmerged / 5 open; merged rate **72%**, closed-unmerged rate **27%**, open rate **1%**)
 - 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**
@@ -4807,7 +4756,7 @@ 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: **2686 days**
+- account age: **2688 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**
@@ -4829,7 +4778,7 @@ 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: **3424 days**
+- account age: **3426 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**
@@ -4851,7 +4800,7 @@ 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: **2335 days**
+- account age: **2336 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**
@@ -4873,7 +4822,7 @@ 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: **1331 days**
+- account age: **1332 days**
 - recent public PR activity: **434 PRs** (65 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**
@@ -4894,8 +4843,8 @@ 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: **337 days**
-- recent public PR activity: **31 PRs** (15 merged / 11 closed-unmerged / 5 open; merged rate **48%**, closed-unmerged rate **35%**, open rate **16%**)
+- account age: **339 days**
+- recent public PR activity: **33 PRs** (15 merged / 11 closed-unmerged / 7 open; merged rate **45%**, closed-unmerged rate **33%**, open rate **21%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
 - heuristic read: **young account; high recent PR volume; broad repo spread**
@@ -4915,11 +4864,11 @@ 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: **1347 days**
-- recent public PR activity: **16 PRs** (4 merged / 1 closed-unmerged / 11 open; merged rate **25%**, closed-unmerged rate **6%**, open rate **69%**)
+- account age: **1349 days**
+- recent public PR activity: **18 PRs** (5 merged / 2 closed-unmerged / 11 open; merged rate **28%**, closed-unmerged rate **11%**, open rate **61%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, 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 #45067: feat: trainer resume_from_checkpoint support hub downloads (#43375)](https://github.com/huggingface/transformers/pull/45067) — open
@@ -4936,7 +4885,7 @@ 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: **880 days**
+- account age: **881 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**
@@ -4957,7 +4906,7 @@ 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: **954 days**
+- account age: **955 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 **low**
@@ -4978,7 +4927,7 @@ 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: **899 days**
+- account age: **901 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**
@@ -4999,7 +4948,7 @@ 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: **1996 days**
+- account age: **1997 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 **medium**
@@ -5020,7 +4969,7 @@ 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: **1581 days**
+- account age: **1582 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**
@@ -5040,36 +4989,15 @@ Example artifacts:
 - 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: **5070 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)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbubakar-rashid)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbubakar-rashid)
-- repo first seen: `2026-02-13T11:27:42Z`
-- repo last seen: `2026-02-13T11:27:42Z`
-- 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: **626 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**
+- snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
+- account age: **5072 days**
+- recent public PR activity: **64 PRs** (56 merged / 4 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **6%**, open rate **6%**)
+- public orgs: `huggingface`, `gradio-app`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #43974: Fix: Replace torch.linspace().item() with python_linspace() to resolv…](https://github.com/huggingface/transformers/pull/43974) — closed
+- [PR #45329: Update `trackio` integration to use Buckets and "freeze" Space after training](https://github.com/huggingface/transformers/pull/45329) — closed, merged
 
 ### `adil-a`
 
@@ -5083,8 +5011,8 @@ 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: **2632 days**
-- recent public PR activity: **27 PRs** (25 merged / 0 closed-unmerged / 2 open; merged rate **93%**, closed-unmerged rate **0%**, open rate **7%**)
+- account age: **2634 days**
+- recent public PR activity: **33 PRs** (26 merged / 2 closed-unmerged / 5 open; merged rate **79%**, closed-unmerged rate **6%**, open rate **15%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -5104,36 +5032,15 @@ 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: **2821 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: **2823 days**
+- recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
 - 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 **medium**
+- heuristic read: **many recent closed-unmerged PRs; 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
 
-### `Aftabbs`
-
-- profile: [github.com/Aftabbs](https://github.com/Aftabbs)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAftabbs)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAftabbs)
-- repo first seen: `2026-04-12T08:48:26Z`
-- repo last seen: `2026-04-12T08:48:26Z`
-- 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: **1315 days**
-- recent public PR activity: **28 PRs** (4 merged / 7 closed-unmerged / 17 open; merged rate **14%**, closed-unmerged rate **25%**, open rate **61%**)
-- 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**
-
-Example artifacts:
-- [PR #45383: fix(processing): guard message content access in apply_chat_template](https://github.com/huggingface/transformers/pull/45383) — closed
-
 ### `agentspan`
 
 - profile: [github.com/agentspan](https://github.com/agentspan)
@@ -5146,7 +5053,7 @@ 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: **12 days**
+- account age: **13 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**
@@ -5167,7 +5074,7 @@ 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: **556 days**
+- account age: **558 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**
@@ -5188,7 +5095,7 @@ 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: **3682 days**
+- account age: **3684 days**
 - recent public PR activity: **19 PRs** (6 merged / 4 closed-unmerged / 9 open; merged rate **32%**, closed-unmerged rate **21%**, open rate **47%**)
 - public orgs: `dwyl`, `os-js`, `ZacharyRobotics`, `Pull-Up-Event-Planning`, `meese-enterprises`, `Delta-Cloud-Systems`, `meese-os`, `TargetPackage`
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
@@ -5209,7 +5116,7 @@ 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: **2184 days**
+- account age: **2186 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**
@@ -5230,7 +5137,7 @@ 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: **2095 days**
+- account age: **2097 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**
@@ -5239,27 +5146,6 @@ Example artifacts:
 Example artifacts:
 - [PR #43995: Refactoring falcon model to match standardized output collection interface](https://github.com/huggingface/transformers/pull/43995) — open
 
-### `Aki-07`
-
-- profile: [github.com/Aki-07](https://github.com/Aki-07)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAki-07)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAki-07)
-- repo first seen: `2026-02-13T17:02:41Z`
-- repo last seen: `2026-02-17T18:50:46Z`
-- 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 / 2 reviews / 2 review comments**
-- account age: **1588 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 #43983: Migrate GPT2 to standardized output capture decorators](https://github.com/huggingface/transformers/pull/43983) — closed, merged
-
 ### `AkshajKashyap`
 
 - profile: [github.com/AkshajKashyap](https://github.com/AkshajKashyap)
@@ -5272,7 +5158,7 @@ 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: **870 days**
+- account age: **871 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**
@@ -5293,7 +5179,7 @@ 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: **589 days**
+- account age: **590 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**
@@ -5314,7 +5200,7 @@ 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: **2596 days**
+- account age: **2598 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**
@@ -5335,8 +5221,8 @@ 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: **5534 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: **5536 days**
+- recent public PR activity: **7 PRs** (1 merged / 5 closed-unmerged / 1 open; merged rate **14%**, closed-unmerged rate **71%**, open rate **14%**)
 - 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**
@@ -5356,8 +5242,8 @@ 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: **2971 days**
-- recent public PR activity: **36 PRs** (32 merged / 0 closed-unmerged / 4 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
+- account age: **2972 days**
+- recent public PR activity: **33 PRs** (29 merged / 0 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **0%**, open rate **12%**)
 - public orgs: `huggingface`, `Hugging-Face-Helping-Hand`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -5365,6 +5251,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44229: Add missing backtick in `AnyToAnyPipeline.__call__` docstring](https://github.com/huggingface/transformers/pull/44229) — closed, merged
 
+### `AmineDiro`
+
+- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
+- repo first seen: `2026-04-14T15:35:56Z`
+- repo last seen: `2026-04-14T16:02:48Z`
+- first seen in snapshot: **yes**
+- repo association: **MEMBER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3863 days**
+- recent public PR activity: **16 PRs** (8 merged / 1 closed-unmerged / 7 open; merged rate **50%**, closed-unmerged rate **6%**, open rate **44%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45436: Add expert parallelism (EP) support for Qwen3 MoE + fix GroupedGemmParallel for 2D meshes](https://github.com/huggingface/transformers/pull/45436) — open
+
 ### `andrewor14`
 
 - profile: [github.com/andrewor14](https://github.com/andrewor14)
@@ -5377,10 +5284,10 @@ 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: **4993 days**
-- recent public PR activity: **11 PRs** (7 merged / 1 closed-unmerged / 3 open; merged rate **64%**, closed-unmerged rate **9%**, open rate **27%**)
+- account age: **4994 days**
+- recent public PR activity: **12 PRs** (9 merged / 1 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **8%**, open rate **17%**)
 - public orgs: `ucb-sts`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
@@ -5398,7 +5305,7 @@ 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: **144 days**
+- account age: **146 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 **mixed**, breadth **moderate**, automation risk **medium**
@@ -5419,7 +5326,7 @@ 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: **2292 days**
+- account age: **2294 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**
@@ -5440,7 +5347,7 @@ 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: **3276 days**
+- account age: **3278 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**
@@ -5461,8 +5368,8 @@ 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: **828 days**
-- recent public PR activity: **14 PRs** (9 merged / 2 closed-unmerged / 3 open; merged rate **64%**, closed-unmerged rate **14%**, open rate **21%**)
+- account age: **829 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: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **no visible non-self stars**
@@ -5482,7 +5389,7 @@ 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: **1721 days**
+- account age: **1722 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**
@@ -5503,7 +5410,7 @@ 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: **2173 days**
+- account age: **2174 days**
 - recent public PR activity: **43 PRs** (24 merged / 9 closed-unmerged / 10 open; merged rate **56%**, closed-unmerged rate **21%**, open rate **23%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
@@ -5524,7 +5431,7 @@ 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: **1726 days**
+- account age: **1727 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**
@@ -5545,7 +5452,7 @@ 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: **2766 days**
+- account age: **2767 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**
@@ -5566,10 +5473,10 @@ 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: **3772 days**
-- recent public PR activity: **20 PRs** (6 merged / 9 closed-unmerged / 5 open; merged rate **30%**, closed-unmerged rate **45%**, open rate **25%**)
+- account age: **3773 days**
+- recent public PR activity: **24 PRs** (6 merged / 10 closed-unmerged / 8 open; merged rate **25%**, closed-unmerged rate **42%**, open rate **33%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
 - heuristic read: **broad repo spread; many recent closed-unmerged PRs**
 
 Example artifacts:
@@ -5587,7 +5494,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **9 comments / 5 reviews / 5 review comments**
-- account age: **5034 days**
+- account age: **5036 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**
@@ -5608,10 +5515,10 @@ 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: **2426 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: **2427 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 **moderate**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **—**
 
 Example artifacts:
@@ -5629,7 +5536,7 @@ 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: **5184 days**
+- account age: **5186 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**
@@ -5650,7 +5557,7 @@ 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: **1822 days**
+- account age: **1824 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**
@@ -5671,7 +5578,7 @@ 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: **3167 days**
+- account age: **3168 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**
@@ -5680,27 +5587,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed
 
-### `caffeinism`
-
-- profile: [github.com/caffeinism](https://github.com/caffeinism)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acaffeinism)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acaffeinism)
-- repo first seen: `2026-02-13T09:28:32Z`
-- repo last seen: `2026-02-21T03:07:32Z`
-- 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: **2891 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 #43971: [Mimi] Calibrate to ensure encoder streaming performs correctly](https://github.com/huggingface/transformers/pull/43971) — closed, merged
-
 ### `carcel-yu`
 
 - profile: [github.com/carcel-yu](https://github.com/carcel-yu)
@@ -5713,7 +5599,7 @@ 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: **2063 days**
+- account age: **2064 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**
@@ -5734,7 +5620,7 @@ 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: **725 days**
+- account age: **726 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**
@@ -5755,8 +5641,8 @@ 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: **2063 days**
-- recent public PR activity: **170 PRs** (56 merged / 92 closed-unmerged / 22 open; merged rate **33%**, closed-unmerged rate **54%**, open rate **13%**)
+- account age: **2064 days**
+- recent public PR activity: **170 PRs** (57 merged / 97 closed-unmerged / 16 open; merged rate **34%**, closed-unmerged rate **57%**, open rate **9%**)
 - 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**
@@ -5776,7 +5662,7 @@ 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: **191 days**
+- account age: **192 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**
@@ -5797,8 +5683,8 @@ 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: **220 days**
-- recent public PR activity: **13 PRs** (10 merged / 1 closed-unmerged / 2 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
+- account age: **221 days**
+- recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **young account**
@@ -5818,7 +5704,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
-- account age: **2825 days**
+- account age: **2826 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**
@@ -5839,7 +5725,7 @@ 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: **659 days**
+- account age: **660 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 **mixed**, breadth **low**, automation risk **low**
@@ -5860,8 +5746,8 @@ 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: **4466 days**
-- recent public PR activity: **104 PRs** (79 merged / 15 closed-unmerged / 10 open; merged rate **76%**, closed-unmerged rate **14%**, open rate **10%**)
+- account age: **4468 days**
+- recent public PR activity: **105 PRs** (81 merged / 15 closed-unmerged / 9 open; merged rate **77%**, closed-unmerged rate **14%**, open rate **9%**)
 - 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; targets high-star repos**
@@ -5903,7 +5789,7 @@ 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: **4324 days**
+- account age: **4325 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**
@@ -5924,7 +5810,7 @@ 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: **3522 days**
+- account age: **3524 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**
@@ -5945,8 +5831,8 @@ 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: **1858 days**
-- recent public PR activity: **10 PRs** (9 merged / 1 closed-unmerged / 0 open; merged rate **90%**, closed-unmerged rate **10%**, open rate **0%**)
+- account age: **1860 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 **moderate**, automation risk **low**
 - heuristic read: **—**
@@ -5966,7 +5852,7 @@ 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: **1664 days**
+- account age: **1666 days**
 - recent public PR activity: **48 PRs** (6 merged / 31 closed-unmerged / 11 open; merged rate **12%**, closed-unmerged rate **65%**, open rate **23%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
@@ -5987,7 +5873,7 @@ 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: **1760 days**
+- account age: **1761 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**
@@ -5996,27 +5882,6 @@ Example artifacts:
 Example artifacts:
 - [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
 
-### `ezylopx5`
-
-- 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: **603 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 **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45172: Add TopNSigmaLogitsWarper and top_n_sigma generation config support](https://github.com/huggingface/transformers/pull/45172) — closed
-
 ### `frogNotToad`
 
 - profile: [github.com/frogNotToad](https://github.com/frogNotToad)
@@ -6029,7 +5894,7 @@ 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: **583 days**
+- account age: **585 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**
@@ -6050,10 +5915,10 @@ 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: **1678 days**
-- recent public PR activity: **18 PRs** (13 merged / 1 closed-unmerged / 4 open; merged rate **72%**, closed-unmerged rate **6%**, open rate **22%**)
+- account age: **1680 days**
+- recent public PR activity: **16 PRs** (11 merged / 1 closed-unmerged / 4 open; merged rate **69%**, closed-unmerged rate **6%**, open rate **25%**)
 - 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:
@@ -6071,7 +5936,7 @@ 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: **2281 days**
+- account age: **2283 days**
 - recent public PR activity: **22 PRs** (6 merged / 10 closed-unmerged / 6 open; merged rate **27%**, closed-unmerged rate **45%**, open rate **27%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
@@ -6086,17 +5951,17 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGitGlimpse895)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGitGlimpse895)
 - repo first seen: `2026-04-12T10:14:58Z`
-- repo last seen: `2026-04-12T10:14:58Z`
+- repo last seen: `2026-04-14T03:10:27Z`
 - 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: **2 days**
-- recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3 days**
+- recent public PR activity: **7 PRs** (0 merged / 3 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **43%**, open rate **57%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **moderate**, 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 #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — open
@@ -6113,8 +5978,8 @@ 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: **4419 days**
-- recent public PR activity: **866 PRs** (99 merged / 673 closed-unmerged / 94 open; merged rate **11%**, closed-unmerged rate **78%**, open rate **11%**)
+- account age: **4421 days**
+- recent public PR activity: **865 PRs** (99 merged / 676 closed-unmerged / 90 open; merged rate **11%**, closed-unmerged rate **78%**, open rate **10%**)
 - 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**
@@ -6134,7 +5999,7 @@ 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: **338 days**
+- account age: **339 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**
@@ -6155,7 +6020,7 @@ 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: **1744 days**
+- account age: **1746 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**
@@ -6176,7 +6041,7 @@ 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: **647 days**
+- account age: **649 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**
@@ -6197,8 +6062,8 @@ 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: **2970 days**
-- recent public PR activity: **59 PRs** (51 merged / 4 closed-unmerged / 4 open; merged rate **86%**, closed-unmerged rate **7%**, open rate **7%**)
+- account age: **2972 days**
+- recent public PR activity: **59 PRs** (53 merged / 4 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **7%**, open rate **3%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume**
@@ -6218,7 +6083,7 @@ 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: **3943 days**
+- account age: **3945 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**
@@ -6239,7 +6104,7 @@ 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: **1655 days**
+- account age: **1656 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**
@@ -6260,7 +6125,7 @@ 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: **2003 days**
+- account age: **2005 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**
@@ -6281,8 +6146,8 @@ 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: **1642 days**
-- recent public PR activity: **11 PRs** (2 merged / 6 closed-unmerged / 3 open; merged rate **18%**, closed-unmerged rate **55%**, open rate **27%**)
+- account age: **1644 days**
+- recent public PR activity: **11 PRs** (2 merged / 7 closed-unmerged / 2 open; merged rate **18%**, closed-unmerged rate **64%**, open rate **18%**)
 - 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**
@@ -6302,7 +6167,7 @@ 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: **1511 days**
+- account age: **1513 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**
@@ -6323,7 +6188,7 @@ 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: **104 days**
+- account age: **106 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**
@@ -6344,7 +6209,7 @@ 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: **1068 days**
+- account age: **1069 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 **low**
@@ -6365,7 +6230,7 @@ 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: **709 days**
+- account age: **711 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**
@@ -6386,7 +6251,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
-- account age: **417 days**
+- account age: **418 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**
@@ -6407,7 +6272,7 @@ 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: **2040 days**
+- account age: **2042 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**
@@ -6428,7 +6293,7 @@ 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: **1075 days**
+- account age: **1076 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**
@@ -6449,8 +6314,8 @@ 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: **2315 days**
-- recent public PR activity: **63 PRs** (55 merged / 7 closed-unmerged / 1 open; merged rate **87%**, closed-unmerged rate **11%**, open rate **2%**)
+- account age: **2317 days**
+- recent public PR activity: **65 PRs** (55 merged / 7 closed-unmerged / 3 open; merged rate **85%**, closed-unmerged rate **11%**, open rate **5%**)
 - public orgs: none visible
 - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
 - heuristic read: **high recent PR volume; targets high-star repos**
@@ -6470,7 +6335,7 @@ 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: **61 days**
+- account age: **62 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**
@@ -6491,11 +6356,11 @@ 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: **3686 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: **3688 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: **high open PR share; targets high-star repos**
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #45302: fix(security): prevent untrusted users from triggering TRL CI dispatch](https://github.com/huggingface/transformers/pull/45302) — closed, merged
@@ -6534,7 +6399,7 @@ 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: **3595 days**
+- account age: **3596 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**
@@ -6577,7 +6442,7 @@ 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: **72 days**
+- account age: **73 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**
@@ -6598,7 +6463,7 @@ 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: **2198 days**
+- account age: **2199 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**
@@ -6619,7 +6484,7 @@ 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: **577 days**
+- account age: **578 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**
@@ -6640,8 +6505,8 @@ 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: **1381 days**
-- recent public PR activity: **262 PRs** (54 merged / 92 closed-unmerged / 116 open; merged rate **21%**, closed-unmerged rate **35%**, open rate **44%**)
+- account age: **1383 days**
+- recent public PR activity: **262 PRs** (55 merged / 95 closed-unmerged / 112 open; merged rate **21%**, closed-unmerged rate **36%**, open rate **43%**)
 - 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**
@@ -6661,11 +6526,11 @@ 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: **1079 days**
-- recent public PR activity: **134 PRs** (23 merged / 49 closed-unmerged / 62 open; merged rate **17%**, closed-unmerged rate **37%**, open rate **46%**)
+- account age: **1080 days**
+- recent public PR activity: **134 PRs** (23 merged / 62 closed-unmerged / 49 open; merged rate **17%**, closed-unmerged rate **46%**, open rate **37%**)
 - 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**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; 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
@@ -6682,7 +6547,7 @@ 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: **767 days**
+- account age: **768 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**
@@ -6703,7 +6568,7 @@ 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: **1361 days**
+- account age: **1363 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**
@@ -6724,8 +6589,8 @@ 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: **2425 days**
-- recent public PR activity: **13 PRs** (1 merged / 1 closed-unmerged / 11 open; merged rate **8%**, closed-unmerged rate **8%**, open rate **85%**)
+- account age: **2426 days**
+- recent public PR activity: **14 PRs** (1 merged / 1 closed-unmerged / 12 open; merged rate **7%**, closed-unmerged rate **7%**, open rate **86%**)
 - 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**
@@ -6745,7 +6610,7 @@ 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: **3493 days**
+- account age: **3494 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 **low**
@@ -6766,7 +6631,7 @@ 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: **3489 days**
+- account age: **3490 days**
 - recent public PR activity: **9 PRs** (3 merged / 2 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **22%**, open rate **44%**)
 - public orgs: none visible
 - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
@@ -6787,7 +6652,7 @@ 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: **522 days**
+- account age: **524 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**
@@ -6808,8 +6673,8 @@ 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: **809 days**
-- recent public PR activity: **26 PRs** (20 merged / 2 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
+- account age: **811 days**
+- recent public PR activity: **27 PRs** (20 merged / 2 closed-unmerged / 5 open; merged rate **74%**, closed-unmerged rate **7%**, open rate **19%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **high recent PR volume; no visible non-self stars**
@@ -6829,7 +6694,7 @@ 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: **2053 days**
+- account age: **2054 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**
@@ -6850,7 +6715,7 @@ 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: **2319 days**
+- account age: **2321 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**
@@ -6871,7 +6736,7 @@ 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: **207 days**
+- account age: **209 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**
@@ -6892,7 +6757,7 @@ 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: **3158 days**
+- account age: **3159 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**
@@ -6913,7 +6778,7 @@ 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: **4753 days**
+- account age: **4754 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**
@@ -6934,7 +6799,7 @@ 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: **2237 days**
+- account age: **2239 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**
@@ -6955,7 +6820,7 @@ 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: **606 days**
+- account age: **608 days**
 - recent public PR activity: **38 PRs** (36 merged / 1 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **3%**, open rate **3%**)
 - public orgs: none visible
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
@@ -6976,7 +6841,7 @@ Example artifacts:
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
-- account age: **223 days**
+- account age: **224 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**
@@ -6997,7 +6862,7 @@ 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: **5239 days**
+- account age: **5241 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**
@@ -7006,6 +6871,27 @@ Example artifacts:
 Example artifacts:
 - [PR #44301: Fix: Qwen3 `<think>` blocks not written during fine-tuning (TRL)](https://github.com/huggingface/transformers/pull/44301) — closed
 
+### `louzongzhi`
+
+- profile: [github.com/louzongzhi](https://github.com/louzongzhi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
+- repo first seen: `2026-04-14T05:14:08Z`
+- repo last seen: `2026-04-14T14:36:24Z`
+- 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 / 4 reviews / 4 review comments**
+- account age: **1323 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 **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — open
+
 ### `lowzhao`
 
 - profile: [github.com/lowzhao](https://github.com/lowzhao)
@@ -7018,7 +6904,7 @@ 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: **3240 days**
+- account age: **3241 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**
@@ -7039,7 +6925,7 @@ 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: **76 days**
+- account age: **77 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**
@@ -7060,7 +6946,7 @@ 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: **3500 days**
+- account age: **3501 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 **low**, automation risk **medium**
@@ -7081,7 +6967,7 @@ 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: **579 days**
+- account age: **581 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**
@@ -7102,7 +6988,7 @@ 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: **2055 days**
+- account age: **2057 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**
@@ -7117,13 +7003,13 @@ Example artifacts:
 - 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: `2026-04-13T03:56:15Z`
+- repo last seen: `2026-04-14T12:30:27Z`
 - 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 / 4 reviews / 4 review comments**
-- account age: **4425 days**
+- snapshot discussion activity: **3 comments / 5 reviews / 5 review comments**
+- account age: **4426 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**
@@ -7132,26 +7018,26 @@ Example artifacts:
 Example artifacts:
 - [PR #45280: add Qianfan-OCR model definition](https://github.com/huggingface/transformers/pull/45280) — open
 
-### `materight`
+### `McPatate`
 
-- profile: [github.com/materight](https://github.com/materight)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amateright)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amateright)
-- repo first seen: `2026-02-13T17:53:16Z`
-- repo last seen: `2026-02-13T17:53:16Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
+- profile: [github.com/McPatate](https://github.com/McPatate)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMcPatate)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMcPatate)
+- repo first seen: `2025-11-10T16:50:33Z`
+- repo last seen: `2026-04-14T17:20:51Z`
+- 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: **3311 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**
-- heuristic read: **high open PR share; targets high-star repos**
+- snapshot discussion activity: **1 comments / 6 reviews / 6 review comments**
+- account age: **4205 days**
+- recent public PR activity: **23 PRs** (16 merged / 0 closed-unmerged / 7 open; merged rate **70%**, closed-unmerged rate **0%**, open rate **30%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
 
 Example artifacts:
-- [PR #43984: Remove unused squeeze from VJEPA2 embeddings rotation](https://github.com/huggingface/transformers/pull/43984) — closed, merged
+- [PR #45439: feat: bump min safetensors version to `0.8.0-rc.0`](https://github.com/huggingface/transformers/pull/45439) — open
 
 ### `milesial`
 
@@ -7165,7 +7051,7 @@ 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: **3193 days**
+- account age: **3194 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**
@@ -7186,8 +7072,8 @@ 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: **3198 days**
-- recent public PR activity: **116 PRs** (36 merged / 28 closed-unmerged / 52 open; merged rate **31%**, closed-unmerged rate **24%**, open rate **45%**)
+- account age: **3199 days**
+- recent public PR activity: **116 PRs** (37 merged / 28 closed-unmerged / 51 open; merged rate **32%**, closed-unmerged rate **24%**, open rate **44%**)
 - 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**
@@ -7207,7 +7093,7 @@ 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: **2957 days**
+- account age: **2959 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**
@@ -7224,18 +7110,18 @@ Example artifacts:
 - repo first seen: `2026-04-11T10:00:07Z`
 - repo last seen: `2026-04-11T10:00:07Z`
 - 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: **1010 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: **1011 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: **high open PR share; targets high-star repos**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #45374: Adding hierarchical classification example](https://github.com/huggingface/transformers/pull/45374) — open
+- [PR #45374: Adding hierarchical classification example](https://github.com/huggingface/transformers/pull/45374) — closed
 
 ### `mohdfaour03`
 
@@ -7249,7 +7135,7 @@ 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: **1148 days**
+- account age: **1149 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**
@@ -7270,8 +7156,8 @@ 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: **1370 days**
-- recent public PR activity: **46 PRs** (17 merged / 9 closed-unmerged / 20 open; merged rate **37%**, closed-unmerged rate **20%**, open rate **43%**)
+- account age: **1372 days**
+- recent public PR activity: **46 PRs** (17 merged / 10 closed-unmerged / 19 open; merged rate **37%**, closed-unmerged rate **22%**, open rate **41%**)
 - 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**
@@ -7291,7 +7177,7 @@ 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: **4328 days**
+- account age: **4330 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**
@@ -7312,7 +7198,7 @@ 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: **2823 days**
+- account age: **2825 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**
@@ -7333,7 +7219,7 @@ 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: **3742 days**
+- account age: **3744 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**
@@ -7354,7 +7240,7 @@ 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: **2358 days**
+- account age: **2360 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**
@@ -7375,7 +7261,7 @@ 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: **2334 days**
+- account age: **2336 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**
@@ -7396,7 +7282,7 @@ 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: **2956 days**
+- account age: **2958 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**
@@ -7417,8 +7303,8 @@ 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: **3177 days**
-- recent public PR activity: **13 PRs** (11 merged / 0 closed-unmerged / 2 open; merged rate **85%**, closed-unmerged rate **0%**, open rate **15%**)
+- account age: **3179 days**
+- recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
 - public orgs: `huggingface`
 - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
 - heuristic read: **—**
@@ -7438,11 +7324,11 @@ 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: **4207 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: **4209 days**
+- recent public PR activity: **5 PRs** (2 merged / 0 closed-unmerged / 3 open; merged rate **40%**, closed-unmerged rate **0%**, open rate **60%**)
 - public orgs: `Experience-Monks`
-- 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: **high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #44672: Fix annotations reader for python 3.14 in `PreTrainedModel`](https://github.com/huggingface/transformers/pull/44672) — closed, merged
@@ -7459,7 +7345,7 @@ 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: **2144 days**
+- account age: **2146 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**
@@ -7480,7 +7366,7 @@ 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: **4092 days**
+- account age: **4093 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**
@@ -7489,27 +7375,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44905: fix(i18n): replace broken relative links to awesome-transformers.md with absolute URLs](https://github.com/huggingface/transformers/pull/44905) — closed, merged
 
-### `NicoSimo`
-
-- profile: [github.com/NicoSimo](https://github.com/NicoSimo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANicoSimo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANicoSimo)
-- repo first seen: `2026-02-13T14:40:54Z`
-- repo last seen: `2026-02-13T14:40:54Z`
-- 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: **2222 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: **many recent closed-unmerged PRs**
-
-Example artifacts:
-- [PR #43978: Update references to Python3.9 to Python3.10. Resolves #43976](https://github.com/huggingface/transformers/pull/43978) — closed
-
 ### `nikste`
 
 - profile: [github.com/nikste](https://github.com/nikste)
@@ -7522,7 +7387,7 @@ 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: **4013 days**
+- account age: **4015 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 **low**, automation risk **low**
@@ -7543,7 +7408,7 @@ 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: **515 days**
+- account age: **517 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**
@@ -7564,11 +7429,11 @@ 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: **157 days**
-- recent public PR activity: **223 PRs** (23 merged / 111 closed-unmerged / 89 open; merged rate **10%**, closed-unmerged rate **50%**, open rate **40%**)
+- account age: **158 days**
+- recent public PR activity: **234 PRs** (23 merged / 115 closed-unmerged / 96 open; merged rate **10%**, closed-unmerged rate **49%**, open rate **41%**)
 - 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; targets high-star repos**
+- 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
@@ -7585,10 +7450,10 @@ 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: **1526 days**
-- recent public PR activity: **7 PRs** (2 merged / 5 closed-unmerged / 0 open; merged rate **29%**, closed-unmerged rate **71%**, open rate **0%**)
+- account age: **1528 days**
+- recent public PR activity: **8 PRs** (3 merged / 5 closed-unmerged / 0 open; merged rate **38%**, closed-unmerged rate **62%**, open rate **0%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
 - heuristic read: **many recent closed-unmerged PRs**
 
 Example artifacts:
@@ -7606,7 +7471,7 @@ 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: **632 days**
+- account age: **634 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**
@@ -7627,7 +7492,7 @@ 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: **278 days**
+- account age: **280 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**
@@ -7648,7 +7513,7 @@ 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: **1542 days**
+- account age: **1543 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**
@@ -7669,7 +7534,7 @@ 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: **5244 days**
+- account age: **5245 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**
@@ -7690,7 +7555,7 @@ 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: **1993 days**
+- account age: **1994 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**
@@ -7711,7 +7576,7 @@ 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: **864 days**
+- account age: **865 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**
@@ -7732,7 +7597,7 @@ 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: **74 days**
+- account age: **76 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**
@@ -7753,7 +7618,7 @@ 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: **4772 days**
+- account age: **4774 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**
@@ -7774,7 +7639,7 @@ 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: **3039 days**
+- account age: **3041 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**
@@ -7795,7 +7660,7 @@ 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: **346 days**
+- account age: **348 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**
@@ -7816,7 +7681,7 @@ 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: **3703 days**
+- account age: **3704 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 **mixed**, breadth **moderate**, automation risk **low**
@@ -7837,7 +7702,7 @@ 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: **164 days**
+- account age: **166 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**
@@ -7858,7 +7723,7 @@ 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: **3356 days**
+- account age: **3357 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**
@@ -7879,7 +7744,7 @@ 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: **813 days**
+- account age: **815 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**
@@ -7900,7 +7765,7 @@ 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: **2157 days**
+- account age: **2158 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**
@@ -7921,7 +7786,7 @@ 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: **1318 days**
+- account age: **1319 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**
@@ -7942,7 +7807,7 @@ 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: **3212 days**
+- account age: **3214 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**
@@ -7963,7 +7828,7 @@ 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: **5023 days**
+- account age: **5025 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 **moderate**, automation risk **low**
@@ -7984,7 +7849,7 @@ 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: **588 days**
+- account age: **590 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 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**
@@ -8005,7 +7870,7 @@ 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: **1873 days**
+- account age: **1874 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**
@@ -8026,7 +7891,7 @@ 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: **1792 days**
+- account age: **1793 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**
@@ -8035,6 +7900,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — open
 
+### `sachinkumarsingh092`
+
+- profile: [github.com/sachinkumarsingh092](https://github.com/sachinkumarsingh092)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asachinkumarsingh092)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asachinkumarsingh092)
+- repo first seen: `2026-03-30T18:54:37Z`
+- repo last seen: `2026-04-13T11:35:41Z`
+- 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: **3280 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 #45401: Add support for Voxtral-4B-TTS-2603 to transformers](https://github.com/huggingface/transformers/pull/45401) — open, draft
+
 ### `sahildando`
 
 - profile: [github.com/sahildando](https://github.com/sahildando)
@@ -8047,11 +7933,11 @@ 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: **1237 days**
-- recent public PR activity: **23 PRs** (9 merged / 8 closed-unmerged / 6 open; merged rate **39%**, closed-unmerged rate **35%**, open rate **26%**)
+- account age: **1239 days**
+- recent public PR activity: **23 PRs** (10 merged / 10 closed-unmerged / 3 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **13%**)
 - public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread; targets high-star repos**
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
+- 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
@@ -8068,7 +7954,7 @@ 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: **54 days**
+- account age: **56 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**
@@ -8089,7 +7975,7 @@ 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: **823 days**
+- account age: **824 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**
@@ -8110,7 +7996,7 @@ 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: **34 days**
+- account age: **35 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**
@@ -8131,7 +8017,7 @@ 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: **2184 days**
+- account age: **2185 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**
@@ -8152,7 +8038,7 @@ 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: **47 days**
+- account age: **48 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 **weak**, breadth **moderate**, automation risk **medium**
@@ -8161,27 +8047,6 @@ Example artifacts:
 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
 
-### `saslifat-gif`
-
-- 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: **225 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 **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **young account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [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`
 
 - profile: [github.com/saurav0369](https://github.com/saurav0369)
@@ -8194,11 +8059,11 @@ 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: **346 days**
-- recent public PR activity: **7 PRs** (3 merged / 2 closed-unmerged / 2 open; merged rate **43%**, closed-unmerged rate **29%**, open rate **29%**)
+- account age: **347 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 **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **young account; targets high-star repos**
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
 - [PR #43993: docs: fix typos across documentation files](https://github.com/huggingface/transformers/pull/43993) — closed, merged
@@ -8215,7 +8080,7 @@ 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: **67 days**
+- account age: **68 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 **mixed**, breadth **low**, automation risk **medium**
@@ -8236,7 +8101,7 @@ 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: **926 days**
+- account age: **928 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**
@@ -8251,13 +8116,13 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-14T15:02:02Z`
 - 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: **3760 days**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3761 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**
@@ -8278,11 +8143,11 @@ 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: **1016 days**
-- recent public PR activity: **7 PRs** (2 merged / 1 closed-unmerged / 4 open; merged rate **29%**, closed-unmerged rate **14%**, open rate **57%**)
+- account age: **1018 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 **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
 
 Example artifacts:
 - [PR #44019: Refactor `resnet` to use `@capture_outputs` / `@can_return_tuple` output tracing](https://github.com/huggingface/transformers/pull/44019) — open
@@ -8299,7 +8164,7 @@ 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: **3169 days**
+- account age: **3170 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**
@@ -8320,7 +8185,7 @@ 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: **3288 days**
+- account age: **3290 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**
@@ -8341,7 +8206,7 @@ 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: **2931 days**
+- account age: **2933 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**
@@ -8356,20 +8221,20 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-04-13T15:05:06Z`
 - 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: **2 comments / 0 reviews / 0 review comments**
-- account age: **75 days**
-- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **77 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 **medium**
 - heuristic read: **very new account; high open PR share; no visible non-self stars**
 
 Example artifacts:
-- [PR #45223: Fix: ObjectDetectionPipeline batch inference only returns first image results](https://github.com/huggingface/transformers/pull/45223) — open
+- [PR #45223: Fix: ObjectDetectionPipeline batch inference only returns first image results](https://github.com/huggingface/transformers/pull/45223) — closed
 
 ### `taovinci0`
 
@@ -8383,10 +8248,10 @@ 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: **444 days**
-- recent public PR activity: **18 PRs** (4 merged / 12 closed-unmerged / 2 open; merged rate **22%**, closed-unmerged rate **67%**, open rate **11%**)
+- account age: **445 days**
+- recent public PR activity: **15 PRs** (4 merged / 9 closed-unmerged / 2 open; merged rate **27%**, closed-unmerged rate **60%**, open rate **13%**)
 - public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
 - heuristic read: **broad repo spread; many recent closed-unmerged PRs; no visible non-self stars**
 
 Example artifacts:
@@ -8404,8 +8269,8 @@ 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: **404 days**
-- recent public PR activity: **157 PRs** (29 merged / 121 closed-unmerged / 7 open; merged rate **18%**, closed-unmerged rate **77%**, open rate **4%**)
+- account age: **406 days**
+- recent public PR activity: **163 PRs** (29 merged / 121 closed-unmerged / 13 open; merged rate **18%**, closed-unmerged rate **74%**, open rate **8%**)
 - 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**
@@ -8425,7 +8290,7 @@ 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: **745 days**
+- account age: **747 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**
@@ -8446,7 +8311,7 @@ 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: **559 days**
+- account age: **561 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**
@@ -8467,7 +8332,7 @@ 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: **978 days**
+- account age: **979 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**
@@ -8488,8 +8353,8 @@ 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: **426 days**
-- recent public PR activity: **9 PRs** (1 merged / 8 closed-unmerged / 0 open; merged rate **11%**, closed-unmerged rate **89%**, open rate **0%**)
+- account age: **428 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; no visible non-self stars**
@@ -8509,7 +8374,7 @@ 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: **2069 days**
+- account age: **2070 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**
@@ -8530,7 +8395,7 @@ 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: **427 days**
+- account age: **429 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**
@@ -8551,7 +8416,7 @@ 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: **4833 days**
+- account age: **4835 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 **mixed**, breadth **low**, automation risk **low**
@@ -8572,11 +8437,11 @@ 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: **1514 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: **1515 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: **high open PR share; targets high-star repos**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
 - [PR #44481: Add native DeepSeek-V3.2 support](https://github.com/huggingface/transformers/pull/44481) — open
@@ -8593,8 +8458,8 @@ 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: **1029 days**
-- recent public PR activity: **487 PRs** (384 merged / 88 closed-unmerged / 15 open; merged rate **79%**, closed-unmerged rate **18%**, open rate **3%**)
+- account age: **1030 days**
+- recent public PR activity: **504 PRs** (401 merged / 88 closed-unmerged / 15 open; merged rate **80%**, closed-unmerged rate **17%**, 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**
@@ -8614,7 +8479,7 @@ 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: **3892 days**
+- account age: **3893 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**
@@ -8631,18 +8496,39 @@ Example artifacts:
 - 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 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: **478 days**
+- account age: **479 days**
 - recent public PR activity: **7 PRs** (4 merged / 3 closed-unmerged / 0 open; merged rate **57%**, closed-unmerged rate **43%**, open rate **0%**)
 - 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
+- [PR #45131: Fix MoE routers returning probabilities instead of logits](https://github.com/huggingface/transformers/pull/45131) — closed, merged
+
+### `Yanis01682`
+
+- profile: [github.com/Yanis01682](https://github.com/Yanis01682)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYanis01682)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYanis01682)
+- repo first seen: `2026-04-14T01:47:54Z`
+- repo last seen: `2026-04-14T01:47:54Z`
+- 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: **604 days**
+- recent public PR activity: **10 PRs** (9 merged / 0 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45423: Fix void segmentation map label reduction](https://github.com/huggingface/transformers/pull/45423) — open
 
 ### `yashbora9`
 
@@ -8656,7 +8542,7 @@ 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: **2176 days**
+- account age: **2177 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**
@@ -8677,7 +8563,7 @@ 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: **221 days**
+- account age: **223 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**
@@ -8698,7 +8584,7 @@ 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: **1868 days**
+- account age: **1870 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**
@@ -8719,7 +8605,7 @@ 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: **2540 days**
+- account age: **2541 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**
@@ -8740,7 +8626,7 @@ 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: **4237 days**
+- account age: **4239 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 **mixed**, breadth **low**, automation risk **low**
@@ -8761,8 +8647,8 @@ 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: **5574 days**
-- recent public PR activity: **85 PRs** (14 merged / 53 closed-unmerged / 18 open; merged rate **16%**, closed-unmerged rate **62%**, open rate **21%**)
+- account age: **5575 days**
+- recent public PR activity: **87 PRs** (14 merged / 56 closed-unmerged / 17 open; merged rate **16%**, closed-unmerged rate **64%**, open rate **20%**)
 - 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**
@@ -8776,13 +8662,13 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik)
 - repo first seen: `2026-03-03T07:50:39Z`
-- repo last seen: `2026-04-12T11:07:20Z`
+- repo last seen: `2026-04-14T13:48:55Z`
 - 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 / 3 reviews / 3 review comments**
-- account age: **4380 days**
+- snapshot discussion activity: **1 comments / 5 reviews / 5 review comments**
+- account age: **4381 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**