diff --git "a/new-contributors-report.md" "b/new-contributors-report.md"
new file mode 100644--- /dev/null
+++ "b/new-contributors-report.md"
@@ -0,0 +1,1894 @@
+# New Contributor Report: huggingface/diffusers
+
+- Snapshot: `20260410T215946Z`
+- Generated: `2026-04-10T22:11:21Z`
+- Activity window: `60d`
+- Contributors: `79`
+
+## Summary
+
+| Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
+| --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
+| `sayakpaul` | [profile](https://github.com/sayakpaul) | no | MEMBER | 3459d | `2023-01-13T14:42:20Z` | 1000 | 131 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
+| `DN6` | [profile](https://github.com/DN6) | no | MEMBER | 4354d | `2023-02-22T04:27:25Z` | 373 | 14 | mixed | low | low | high recent PR volume; targets high-star repos |
+| `yiyixuxu` | [profile](https://github.com/yiyixuxu) | no | MEMBER | 3971d | `2022-12-14T16:37:57Z` | 295 | 38 | strong | low | low | targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2289d | `2023-02-22T18:18:22Z` | 212 | 6 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `dg845` | [profile](https://github.com/dg845) | no | MEMBER | 2320d | `2023-03-22T05:10:45Z` | 66 | 8 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `asomoza` | [profile](https://github.com/asomoza) | no | MEMBER | 4593d | `2023-11-10T05:32:15Z` | 50 | 11 | mixed | moderate | low | targets high-star repos |
+| `delmalih` | [profile](https://github.com/delmalih) | no | CONTRIBUTOR | 3305d | `2025-11-10T14:05:47Z` | 33 | 1 | strong | low | low | targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3927d | `2025-01-20T00:59:08Z` | 11 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | FIRST_TIME_CONTRIBUTOR | 2075d | `2026-04-02T16:08:54Z` | 10 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `SHYuanBest` | [profile](https://github.com/SHYuanBest) | no | CONTRIBUTOR | 985d | `2024-09-21T03:19:05Z` | 9 | 0 | strong | high | low | broad repo spread; targets high-star repos |
+| `christopher5106` | [profile](https://github.com/christopher5106) | no | CONTRIBUTOR | 4418d | `2024-03-30T15:52:41Z` | 7 | 22 | mixed | low | low | targets high-star repos |
+| `akshan-main` | [profile](https://github.com/akshan-main) | no | CONTRIBUTOR | 1555d | `2025-11-21T08:13:14Z` | 7 | 2 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
+| `s-zx` | [profile](https://github.com/s-zx) | no | FIRST_TIME_CONTRIBUTOR | 2014d | `2026-03-10T22:11:42Z` | 6 | 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 |
+| `azolotenkov` | [profile](https://github.com/azolotenkov) | no | CONTRIBUTOR | 1012d | `2025-03-04T13:58:31Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `howardzhang-cv` | [profile](https://github.com/howardzhang-cv) | no | CONTRIBUTOR | 3140d | `2026-01-07T18:24:00Z` | 4 | 0 | mixed | low | low | high recent PR volume |
+| `zhtmike` | [profile](https://github.com/zhtmike) | no | CONTRIBUTOR | 4268d | `2026-03-17T08:08:13Z` | 3 | 2 | strong | moderate | low | high recent PR volume |
+| `Chase-Xuu` | [profile](https://github.com/Chase-Xuu) | no | FIRST_TIME_CONTRIBUTOR | 1860d | `2026-03-10T01:43:26Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1459d | `2026-03-23T11:52:46Z` | 3 | 0 | mixed | moderate | low | targets high-star repos |
+| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6563d | `2022-06-15T15:01:24Z` | 63 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1389d | `2022-11-29T08:44:19Z` | 18 | 4 | strong | moderate | low | high recent PR volume |
+| `Mr-Neutr0n` | [profile](https://github.com/Mr-Neutr0n) | no | FIRST_TIME_CONTRIBUTOR | 2171d | `2026-02-07T08:06:58Z` | 10 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 823d | `2024-12-12T10:28:15Z` | 7 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `miguelmartin75` | [profile](https://github.com/miguelmartin75) | no | CONTRIBUTOR | 4846d | `2025-12-17T00:32:26Z` | 6 | 0 | strong | low | low | — |
+| `Akash504-ai` | [profile](https://github.com/Akash504-ai) | no | FIRST_TIME_CONTRIBUTOR | 419d | `2026-03-29T19:06:50Z` | 2 | 3 | mixed | high | medium | high recent PR volume; broad repo spread |
+| `chenyangzhu1` | [profile](https://github.com/chenyangzhu1) | no | CONTRIBUTOR | 1470d | `2026-04-02T15:30:04Z` | 2 | 1 | strong | low | low | targets high-star repos |
+| `agarwalprakhar2511` | [profile](https://github.com/agarwalprakhar2511) | no | FIRST_TIME_CONTRIBUTOR | 19d | `2026-03-22T09:13:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `eliemichel` | [profile](https://github.com/eliemichel) | no | FIRST_TIME_CONTRIBUTOR | 4546d | `2026-03-09T21:49:18Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `gambletan` | [profile](https://github.com/gambletan) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-03-16T14:10:56Z` | 2 | 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 |
+| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-27T11:59:04Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
+| `huemin-art` | [profile](https://github.com/huemin-art) | no | CONTRIBUTOR | 1501d | `2026-03-12T14:56:59Z` | 2 | 0 | strong | low | low | targets high-star repos |
+| `jashshah999` | [profile](https://github.com/jashshah999) | no | FIRST_TIME_CONTRIBUTOR | 2563d | `2026-02-25T22:19:12Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `jscaldwell55` | [profile](https://github.com/jscaldwell55) | no | FIRST_TIME_CONTRIBUTOR | 1325d | `2026-02-11T23:45:46Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `kirillsst` | [profile](https://github.com/kirillsst) | no | CONTRIBUTOR | 283d | `2026-02-24T12:11:43Z` | 2 | 0 | weak | low | low | young account; high open PR share |
+| `NIK-TIGER-BILL` | [profile](https://github.com/NIK-TIGER-BILL) | no | CONTRIBUTOR | 2282d | `2026-03-30T07:15:17Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `RuixiangMa` | [profile](https://github.com/RuixiangMa) | no | FIRST_TIME_CONTRIBUTOR | 3280d | `2026-04-02T17:19:18Z` | 2 | 0 | mixed | low | low | high recent PR volume; high open PR share |
+| `veeceey` | [profile](https://github.com/veeceey) | no | CONTRIBUTOR | 3050d | `2026-02-23T04:17:38Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `linoytsaban` | [profile](https://github.com/linoytsaban) | no | MEMBER | 2342d | `2023-06-20T06:10:02Z` | 74 | 2 | weak | low | low | high open PR share; targets high-star repos |
+| `lawrence-cj` | [profile](https://github.com/lawrence-cj) | no | CONTRIBUTOR | 2401d | `2023-11-08T08:40:50Z` | 32 | 2 | mixed | low | low | — |
+| `DefTruth` | [profile](https://github.com/DefTruth) | no | CONTRIBUTOR | 3129d | `2025-08-07T07:00:06Z` | 15 | 7 | strong | moderate | low | extremely high recent PR volume |
+| `dxqb` | [profile](https://github.com/dxqb) | no | CONTRIBUTOR | 558d | `2025-01-12T14:41:12Z` | 9 | 13 | n/a | low | low | no visible non-self stars |
+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2989d | `2023-09-19T06:45:24Z` | 8 | 0 | strong | moderate | low | targets high-star repos |
+| `DavidBert` | [profile](https://github.com/DavidBert) | no | CONTRIBUTOR | 3993d | `2025-09-26T15:01:33Z` | 7 | 1 | strong | low | low | high recent PR volume |
+| `satani99` | [profile](https://github.com/satani99) | no | CONTRIBUTOR | 2799d | `2024-01-09T09:10:11Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `adi776borate` | [profile](https://github.com/adi776borate) | no | CONTRIBUTOR | 728d | `2025-11-11T18:30:22Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `CalamitousFelicitousness` | [profile](https://github.com/CalamitousFelicitousness) | no | CONTRIBUTOR | 2190d | `2025-10-22T10:15:05Z` | 4 | 2 | strong | moderate | low | — |
+| `AlanPonnachan` | [profile](https://github.com/AlanPonnachan) | no | CONTRIBUTOR | 1768d | `2024-12-23T18:31:30Z` | 4 | 0 | mixed | moderate | low | no visible non-self stars; targets high-star repos |
+| `cbensimon` | [profile](https://github.com/cbensimon) | no | MEMBER | 4024d | `2023-09-29T10:19:13Z` | 4 | 0 | n/a | low | low | no visible non-self stars |
+| `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2968d | `2025-12-22T14:10:32Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
+| `anijain2305` | [profile](https://github.com/anijain2305) | no | CONTRIBUTOR | 3890d | `2024-08-27T18:16:03Z` | 3 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `tcaimm` | [profile](https://github.com/tcaimm) | no | CONTRIBUTOR | 1617d | `2025-12-02T11:22:45Z` | 3 | 0 | strong | low | low | targets high-star repos |
+| `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5115d | `2025-12-29T17:14:53Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
+| `JingyaHuang` | [profile](https://github.com/JingyaHuang) | no | MEMBER | 2735d | `2022-11-03T10:27:59Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Moran232` | [profile](https://github.com/Moran232) | no | FIRST_TIME_CONTRIBUTOR | 4188d | `2026-04-07T07:58:41Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
+| `plugyawn` | [profile](https://github.com/plugyawn) | no | FIRST_TIME_CONTRIBUTOR | 1934d | `2026-03-08T17:03:35Z` | 1 | 1 | strong | low | low | — |
+| `pthombre` | [profile](https://github.com/pthombre) | no | CONTRIBUTOR | 381d | `2025-12-22T23:16:56Z` | 1 | 1 | strong | moderate | low | — |
+| `Sunhill666` | [profile](https://github.com/Sunhill666) | no | FIRST_TIME_CONTRIBUTOR | 3213d | `2026-04-01T06:54:19Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `VittoriaLanzo` | [profile](https://github.com/VittoriaLanzo) | no | NONE | 71d | `2026-04-02T13:06:12Z` | 1 | 1 | mixed | high | low | very new account; high recent PR volume; broad repo spread |
+| `aazeeem11` | [profile](https://github.com/aazeeem11) | no | FIRST_TIME_CONTRIBUTOR | 504d | `2026-01-11T13:00:48Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `abhixb` | [profile](https://github.com/abhixb) | no | NONE | 257d | `2026-03-14T12:01:02Z` | 1 | 0 | mixed | low | low | young account; many recent closed-unmerged PRs |
+| `Alexkkir` | [profile](https://github.com/Alexkkir) | no | CONTRIBUTOR | 2751d | `2026-03-24T08:31:05Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `andrew-w-ross` | [profile](https://github.com/andrew-w-ross) | no | CONTRIBUTOR | 3844d | `2026-03-30T01:44:18Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4990d | `2026-04-03T20:31:12Z` | 1 | 0 | mixed | moderate | low | — |
+| `aryabyte21` | [profile](https://github.com/aryabyte21) | no | FIRST_TIME_CONTRIBUTOR | 2257d | `2026-03-15T05:17:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `awsr` | [profile](https://github.com/awsr) | no | FIRST_TIME_CONTRIBUTOR | 2745d | `2026-04-04T02:02:23Z` | 1 | 0 | mixed | moderate | low | — |
+| `dhruvildarji` | [profile](https://github.com/dhruvildarji) | no | FIRST_TIME_CONTRIBUTOR | 3345d | `2026-02-23T10:03:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `GalacticAvenger` | [profile](https://github.com/GalacticAvenger) | no | CONTRIBUTOR | 2205d | `2026-04-02T20:15:48Z` | 1 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `HsiaWinter` | [profile](https://github.com/HsiaWinter) | no | FIRST_TIMER | 1606d | `2026-04-08T04:14:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `kitsune-hash` | [profile](https://github.com/kitsune-hash) | no | FIRST_TIME_CONTRIBUTOR | 65d | `2026-02-10T14:26:40Z` | 1 | 0 | strong | moderate | low | very new account; high recent PR volume |
+| `kvr06-ai` | [profile](https://github.com/kvr06-ai) | no | FIRST_TIME_CONTRIBUTOR | 566d | `2026-03-10T10:45:14Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `LiuYinfeng01` | [profile](https://github.com/LiuYinfeng01) | no | FIRST_TIME_CONTRIBUTOR | 421d | `2026-03-25T03:29:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Minisal` | [profile](https://github.com/Minisal) | no | FIRST_TIME_CONTRIBUTOR | 2594d | `2026-02-13T03:34:51Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `r266-tech` | [profile](https://github.com/r266-tech) | no | FIRST_TIME_CONTRIBUTOR | 199d | `2026-03-22T18:03:37Z` | 1 | 0 | weak | very high | medium | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `rustadadam` | [profile](https://github.com/rustadadam) | no | FIRST_TIME_CONTRIBUTOR | 887d | `2026-02-13T18:20:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `sippycoder` | [profile](https://github.com/sippycoder) | no | CONTRIBUTOR | 1048d | `2026-03-24T03:16:39Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Songrui625` | [profile](https://github.com/Songrui625) | no | CONTRIBUTOR | 2634d | `2026-02-26T12:37:36Z` | 1 | 0 | strong | low | low | targets high-star repos |
+| `teith` | [profile](https://github.com/teith) | no | CONTRIBUTOR | 1177d | `2026-03-03T01:07:16Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `varaprasadtarunkumar` | [profile](https://github.com/varaprasadtarunkumar) | no | NONE | 1429d | `2026-04-03T18:58:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Xyc2016` | [profile](https://github.com/Xyc2016) | no | CONTRIBUTOR | 3414d | `2026-04-06T14:42:14Z` | 1 | 0 | strong | low | low | — |
+| `yunjoochoi` | [profile](https://github.com/yunjoochoi) | no | FIRST_TIME_CONTRIBUTOR | 769d | `2026-03-15T03:43:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+
+## Contributors
+
+### `sayakpaul`
+
+- profile: [github.com/sayakpaul](https://github.com/sayakpaul)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asayakpaul)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asayakpaul)
+- repo first seen: `2023-01-13T14:42:20Z`
+- repo last seen: `2026-04-10T15:02:22Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **1131**
+- snapshot authored PRs/issues: **1000 PRs / 131 issues**
+- snapshot discussion activity: **8061 comments / 6865 reviews / 7049 review comments**
+- account age: **3459 days**
+- recent public PR activity: **97 PRs** (74 merged / 3 closed-unmerged / 20 open; merged rate **76%**, closed-unmerged rate **3%**, open rate **21%**)
+- public orgs: `huggingface`, `all-things-vits`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #13443: [core] fix fa4 integration](https://github.com/huggingface/diffusers/pull/13443) — open
+- [PR #13442: [wip] [tests] fix training tests](https://github.com/huggingface/diffusers/pull/13442) — open
+- [PR #13424: [tests] fix autoencoderdc tests](https://github.com/huggingface/diffusers/pull/13424) — closed, merged
+- [Issue #13401: Help us profile important pipelines and improve if needed](https://github.com/huggingface/diffusers/issues/13401) — open
+- [Issue #13375: Investigate the current DtoH sync solution in pipelines](https://github.com/huggingface/diffusers/issues/13375) — open
+- [Issue #13295: Modular Diffusers 🧨](https://github.com/huggingface/diffusers/issues/13295) — open
+
+### `DN6`
+
+- profile: [github.com/DN6](https://github.com/DN6)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADN6)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADN6)
+- repo first seen: `2023-02-22T04:27:25Z`
+- repo last seen: `2026-04-10T09:04:56Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **387**
+- snapshot authored PRs/issues: **373 PRs / 14 issues**
+- snapshot discussion activity: **1065 comments / 1471 reviews / 1160 review comments**
+- account age: **4354 days**
+- recent public PR activity: **32 PRs** (22 merged / 1 closed-unmerged / 9 open; merged rate **69%**, closed-unmerged rate **3%**, open rate **28%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #13433: [CI] Use finegrained token for Issue Labeler](https://github.com/huggingface/diffusers/pull/13433) — closed, merged
+- [PR #13380: [CI] Add PR/Issue Auto Labeler](https://github.com/huggingface/diffusers/pull/13380) — closed, merged
+- [PR #13348: [CI] Refactor Skyreels, Lumina, Ominigen, Mochi transformer tests](https://github.com/huggingface/diffusers/pull/13348) — open
+- [Issue #13151: GGUF + `torch.compile` is not compatible with Hub Kernels](https://github.com/huggingface/diffusers/issues/13151) — open
+- [Issue #12600: Add KV Cache for Autoregressive Inference](https://github.com/huggingface/diffusers/issues/12600) — open
+- [Issue #10152: Diffusers Roadmap](https://github.com/huggingface/diffusers/issues/10152) — open
+
+### `yiyixuxu`
+
+- profile: [github.com/yiyixuxu](https://github.com/yiyixuxu)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu)
+- repo first seen: `2022-12-14T16:37:57Z`
+- repo last seen: `2026-04-10T19:31:17Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **333**
+- snapshot authored PRs/issues: **295 PRs / 38 issues**
+- snapshot discussion activity: **2513 comments / 2820 reviews / 3415 review comments**
+- account age: **3971 days**
+- recent public PR activity: **15 PRs** (12 merged / 1 closed-unmerged / 2 open; merged rate **80%**, closed-unmerged rate **7%**, open rate **13%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #13410: [agent] add modular doc](https://github.com/huggingface/diffusers/pull/13410) — open
+- [PR #13397: improve Claude CI](https://github.com/huggingface/diffusers/pull/13397) — closed, merged
+- [PR #13382: [docs] add auto docstring and parameter templates documentation for m…](https://github.com/huggingface/diffusers/pull/13382) — closed, merged
+- [Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading](https://github.com/huggingface/diffusers/issues/12564) — open
+- [Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model](https://github.com/huggingface/diffusers/issues/12257) — open
+- [Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline](https://github.com/huggingface/diffusers/issues/12222) — closed
+
+### `stevhliu`
+
+- profile: [github.com/stevhliu](https://github.com/stevhliu)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Astevhliu)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Astevhliu)
+- repo first seen: `2023-02-22T18:18:22Z`
+- repo last seen: `2026-04-10T16:03:20Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **218**
+- snapshot authored PRs/issues: **212 PRs / 6 issues**
+- snapshot discussion activity: **243 comments / 758 reviews / 1566 review comments**
+- account age: **2289 days**
+- recent public PR activity: **33 PRs** (27 merged / 0 closed-unmerged / 6 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #13334: [docs] refactor model skill](https://github.com/huggingface/diffusers/pull/13334) — closed, merged
+- [PR #13248: [docs] updates](https://github.com/huggingface/diffusers/pull/13248) — closed, merged
+- [PR #13158: [docs] add docs for qwenimagelayered](https://github.com/huggingface/diffusers/pull/13158) — closed, merged
+- [Issue #7238: IP-Adapter masking](https://github.com/huggingface/diffusers/issues/7238) — closed
+- [Issue #5380: [community pipeline] Mixture tiling](https://github.com/huggingface/diffusers/issues/5380) — closed
+- [Issue #5379: [community pipeline] SpeechToImage](https://github.com/huggingface/diffusers/issues/5379) — closed
+
+### `dg845`
+
+- profile: [github.com/dg845](https://github.com/dg845)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adg845)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adg845)
+- repo first seen: `2023-03-22T05:10:45Z`
+- repo last seen: `2026-04-10T07:50:44Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **74**
+- snapshot authored PRs/issues: **66 PRs / 8 issues**
+- snapshot discussion activity: **328 comments / 642 reviews / 568 review comments**
+- account age: **2320 days**
+- recent public PR activity: **11 PRs** (9 merged / 0 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #13337: Update LTX-2 Docs to Cover LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13337) — closed, merged
+- [PR #13220: Refactor `AttentionProcessorSkipHook` to Support Custom STG Logic](https://github.com/huggingface/diffusers/pull/13220) — open
+- [PR #13217: Add Support for LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13217) — closed, merged
+- [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open
+- [Issue #8547: Latent Consistency Model Possible Scaling Bug](https://github.com/huggingface/diffusers/issues/8547) — closed
+- [Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation.](https://github.com/huggingface/diffusers/issues/6756) — closed
+
+### `asomoza`
+
+- profile: [github.com/asomoza](https://github.com/asomoza)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aasomoza)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aasomoza)
+- repo first seen: `2023-11-10T05:32:15Z`
+- repo last seen: `2026-04-06T18:58:11Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **61**
+- snapshot authored PRs/issues: **50 PRs / 11 issues**
+- snapshot discussion activity: **1288 comments / 245 reviews / 192 review comments**
+- account age: **4593 days**
+- recent public PR activity: **10 PRs** (5 merged / 2 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **20%**, open rate **30%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #13427: [torchao] Fix `record_stream` with torchao and group offloading](https://github.com/huggingface/diffusers/pull/13427) — closed, draft
+- [PR #13381: [Agents] Optimizations skill](https://github.com/huggingface/diffusers/pull/13381) — open
+- [PR #13212: [Z-Image] Fix more `do_classifier_free_guidance` thresholds](https://github.com/huggingface/diffusers/pull/13212) — closed, merged
+- [Issue #12441: Support Wan2.2-Animate](https://github.com/huggingface/diffusers/issues/12441) — closed
+- [Issue #11861: ControlnetUnion not working correctly](https://github.com/huggingface/diffusers/issues/11861) — closed
+- [Issue #11745: Pipeline Quantization silent ignore of components not present in pipeline](https://github.com/huggingface/diffusers/issues/11745) — closed
+
+### `delmalih`
+
+- profile: [github.com/delmalih](https://github.com/delmalih)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adelmalih)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adelmalih)
+- repo first seen: `2025-11-10T14:05:47Z`
+- repo last seen: `2026-02-28T10:30:41Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **34**
+- snapshot authored PRs/issues: **33 PRs / 1 issues**
+- snapshot discussion activity: **11 comments / 1 reviews / 1 review comments**
+- account age: **3305 days**
+- recent public PR activity: **5 PRs** (5 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #13198: docs: improve docstring scheduling_ipndm.py](https://github.com/huggingface/diffusers/pull/13198) — closed, merged
+- [PR #13160: docs: improve docstring scheduling_flow_match_lcm.py](https://github.com/huggingface/diffusers/pull/13160) — closed, merged
+- [PR #13130: docs: improve docstring scheduling_flow_match_heun_discrete.py](https://github.com/huggingface/diffusers/pull/13130) — closed, merged
+- [Issue #12650: Question about the `# Copied from` system](https://github.com/huggingface/diffusers/issues/12650) — open
+
+### `kaixuanliu`
+
+- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akaixuanliu)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akaixuanliu)
+- repo first seen: `2025-01-20T00:59:08Z`
+- repo last seen: `2026-04-03T03:02:01Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **11 PRs / 0 issues**
+- snapshot discussion activity: **40 comments / 9 reviews / 9 review comments**
+- account age: **3927 days**
+- recent public PR activity: **32 PRs** (27 merged / 5 closed-unmerged / 0 open; merged rate **84%**, closed-unmerged rate **16%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #13336: avoid hardcode device in flux-control example](https://github.com/huggingface/diffusers/pull/13336) — closed, merged
+- [PR #13252: fix: 'PaintByExampleImageEncoder' object has no attribute 'all_tied_w…](https://github.com/huggingface/diffusers/pull/13252) — closed, merged
+- [PR #13244: Fix IndexError in HunyuanVideo I2V pipeline](https://github.com/huggingface/diffusers/pull/13244) — closed, merged
+
+### `Ricardo-M-L`
+
+- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARicardo-M-L)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARicardo-M-L)
+- repo first seen: `2026-04-02T16:08:54Z`
+- repo last seen: `2026-04-08T17:38:45Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2075 days**
+- recent public PR activity: **110 PRs** (23 merged / 11 closed-unmerged / 76 open; merged rate **21%**, closed-unmerged rate **10%**, open rate **69%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13435: Add CogVideoX diffusers-to-original format conversion script](https://github.com/huggingface/diffusers/pull/13435) — open
+- [PR #13434: fix: correct AttributeError in TangentialCFG and NameError in FrequencyDecoupledGuidance](https://github.com/huggingface/diffusers/pull/13434) — open
+- [PR #13414: fix: correct grammar in docstrings and error messages](https://github.com/huggingface/diffusers/pull/13414) — open
+
+### `SHYuanBest`
+
+- profile: [github.com/SHYuanBest](https://github.com/SHYuanBest)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASHYuanBest)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASHYuanBest)
+- repo first seen: `2024-09-21T03:19:05Z`
+- repo last seen: `2026-03-18T07:25:19Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **39 comments / 21 reviews / 21 review comments**
+- account age: **985 days**
+- recent public PR activity: **20 PRs** (19 merged / 1 closed-unmerged / 0 open; merged rate **95%**, closed-unmerged rate **5%**, open rate **0%**)
+- public orgs: `PKU-YuanGroup`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #13282: [Helios] Remove lru_cache for better AoTI compatibility and cleaner code](https://github.com/huggingface/diffusers/pull/13282) — closed, merged
+- [PR #13223: Fix Helios Context Parallelism](https://github.com/huggingface/diffusers/pull/13223) — closed, merged
+- [PR #13222: Optimize Helios docs](https://github.com/huggingface/diffusers/pull/13222) — closed, merged
+
+### `christopher5106`
+
+- profile: [github.com/christopher5106](https://github.com/christopher5106)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achristopher5106)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achristopher5106)
+- repo first seen: `2024-03-30T15:52:41Z`
+- repo last seen: `2026-03-31T08:51:42Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **29**
+- snapshot authored PRs/issues: **7 PRs / 22 issues**
+- snapshot discussion activity: **100 comments / 2 reviews / 0 review comments**
+- account age: **4418 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 **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #13373: FA4 local (_flash_4 mode)](https://github.com/huggingface/diffusers/pull/13373) — open
+- [PR #13200: adding lora support to z-image controlnet pipelines](https://github.com/huggingface/diffusers/pull/13200) — closed, merged
+- [PR #13189: Fix for loading of Kohya's Musubi tuner's Flux.2 dev lora](https://github.com/huggingface/diffusers/pull/13189) — open
+- [Issue #13203: Zimage lora support issue](https://github.com/huggingface/diffusers/issues/13203) — closed
+- [Issue #13162: Flux.2-klein-4b lora support](https://github.com/huggingface/diffusers/issues/13162) — closed
+- [Issue #13140: Qwen Edit Plus + Qwen Edit pipelines fail (TypeError: argument of type 'NoneType' is not iterable)](https://github.com/huggingface/diffusers/issues/13140) — closed
+
+### `akshan-main`
+
+- profile: [github.com/akshan-main](https://github.com/akshan-main)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aakshan-main)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aakshan-main)
+- repo first seen: `2025-11-21T08:13:14Z`
+- repo last seen: `2026-04-10T19:43:46Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **7 PRs / 2 issues**
+- snapshot discussion activity: **62 comments / 14 reviews / 14 review comments**
+- account age: **1555 days**
+- recent public PR activity: **34 PRs** (15 merged / 8 closed-unmerged / 11 open; merged rate **44%**, closed-unmerged rate **24%**, open rate **32%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #13440: Fix HunyuanVideo 1.5 I2V by preprocessing image at pixel resolution i…](https://github.com/huggingface/diffusers/pull/13440) — closed, merged
+- [PR #13422: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/pull/13422) — closed
+- [PR #13420: Add negative_prompt to Flux2KleinPipeline](https://github.com/huggingface/diffusers/pull/13420) — closed
+- [Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution](https://github.com/huggingface/diffusers/issues/13439) — closed
+- [Issue #13421: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/issues/13421) — closed
+
+### `s-zx`
+
+- profile: [github.com/s-zx](https://github.com/s-zx)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3As-zx)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3As-zx)
+- repo first seen: `2026-03-10T22:11:42Z`
+- repo last seen: `2026-03-22T00:34:28Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **2014 days**
+- recent public PR activity: **97 PRs** (6 merged / 40 closed-unmerged / 51 open; merged rate **6%**, closed-unmerged rate **41%**, open rate **53%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13305: fix: skip pin_memory and non_blocking transfer for tensor subclasses in group offloading](https://github.com/huggingface/diffusers/pull/13305) — open
+- [PR #13304: fix: support torchao >= 0.16.0 by importing renamed CamelCase Config classes](https://github.com/huggingface/diffusers/pull/13304) — open
+- [PR #13303: fix: cast input to weight dtype in PatchEmbed and FluxTransformer2DModel to prevent dtype mismatch](https://github.com/huggingface/diffusers/pull/13303) — open
+
+### `azolotenkov`
+
+- profile: [github.com/azolotenkov](https://github.com/azolotenkov)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aazolotenkov)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aazolotenkov)
+- repo first seen: `2025-03-04T13:58:31Z`
+- repo last seen: `2026-04-10T11:53:31Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 2 reviews / 2 review comments**
+- account age: **1012 days**
+- recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering](https://github.com/huggingface/diffusers/pull/13441) — open
+- [PR #13417: Fix VAE offload encode device mismatch in DreamBooth scripts](https://github.com/huggingface/diffusers/pull/13417) — closed, merged
+- [PR #13415: Fix Flux2 DreamBooth prior preservation prompt repeats](https://github.com/huggingface/diffusers/pull/13415) — open
+
+### `howardzhang-cv`
+
+- profile: [github.com/howardzhang-cv](https://github.com/howardzhang-cv)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahowardzhang-cv)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahowardzhang-cv)
+- repo first seen: `2026-01-07T18:24:00Z`
+- repo last seen: `2026-03-27T22:12:52Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 15 reviews / 15 review comments**
+- account age: **3140 days**
+- recent public PR activity: **29 PRs** (15 merged / 9 closed-unmerged / 5 open; merged rate **52%**, closed-unmerged rate **31%**, open rate **17%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #13355: change minimum version guard for torchao to 0.15.0](https://github.com/huggingface/diffusers/pull/13355) — closed, merged
+- [PR #13291: remove str option for quantization config in torchao](https://github.com/huggingface/diffusers/pull/13291) — closed, merged
+- [PR #13285: Add low precision attention API from torchao to TorchAoConfig](https://github.com/huggingface/diffusers/pull/13285) — open, draft
+
+### `zhtmike`
+
+- profile: [github.com/zhtmike](https://github.com/zhtmike)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azhtmike)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azhtmike)
+- repo first seen: `2026-03-17T08:08:13Z`
+- repo last seen: `2026-03-30T09:14:17Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **3 PRs / 2 issues**
+- snapshot discussion activity: **3 comments / 14 reviews / 14 review comments**
+- account age: **4268 days**
+- recent public PR activity: **31 PRs** (23 merged / 2 closed-unmerged / 6 open; merged rate **74%**, closed-unmerged rate **6%**, open rate **19%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #13328: Fix Ulysses SP backward with SDPA](https://github.com/huggingface/diffusers/pull/13328) — closed, merged
+- [PR #13312: change QwenImageTransformer UT to batch inputs](https://github.com/huggingface/diffusers/pull/13312) — closed, merged
+- [PR #13278: Fix the attention mask in ulysses SP for QwenImage](https://github.com/huggingface/diffusers/pull/13278) — closed, merged
+- [Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP.](https://github.com/huggingface/diffusers/issues/13319) — closed
+- [Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs](https://github.com/huggingface/diffusers/issues/13277) — closed
+
+### `Chase-Xuu`
+
+- profile: [github.com/Chase-Xuu](https://github.com/Chase-Xuu)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChase-Xuu)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChase-Xuu)
+- repo first seen: `2026-03-10T01:43:26Z`
+- repo last seen: `2026-03-10T15:07:30Z`
+- 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: **2 comments / 0 reviews / 0 review comments**
+- account age: **1860 days**
+- recent public PR activity: **23 PRs** (2 merged / 6 closed-unmerged / 15 open; merged rate **9%**, closed-unmerged rate **26%**, open rate **65%**)
+- 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 #13240: fix: deduplicate timesteps in DPMSolverMultistep for squaredcos_cap_v2 + karras/lu sigmas](https://github.com/huggingface/diffusers/pull/13240) — open
+- [PR #13239: fix: deduplicate timesteps in DPMSolverMultistepScheduler to prevent IndexError](https://github.com/huggingface/diffusers/pull/13239) — closed
+- [PR #13238: fix: restore module buffers during stream-based group offload](https://github.com/huggingface/diffusers/pull/13238) — closed
+
+### `YangKai0616`
+
+- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AYangKai0616)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AYangKai0616)
+- repo first seen: `2026-03-23T11:52:46Z`
+- repo last seen: `2026-03-30T04:22:51Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 6 reviews / 6 review comments**
+- account age: **1459 days**
+- recent public PR activity: **18 PRs** (9 merged / 5 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **28%**, open rate **22%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #13364: Fix MotionConv2d to cast blur_kernel to input dtype instead of reverse](https://github.com/huggingface/diffusers/pull/13364) — closed, merged
+- [PR #13339: Fix: ensure consistent dtype and eval mode in pipeline save/load tests](https://github.com/huggingface/diffusers/pull/13339) — closed, merged
+- [PR #13316: Stabilize low-precision custom autoencoder RMS normalization](https://github.com/huggingface/diffusers/pull/13316) — closed, merged
+
+### `kashif`
+
+- profile: [github.com/kashif](https://github.com/kashif)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akashif)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akashif)
+- repo first seen: `2022-06-15T15:01:24Z`
+- repo last seen: `2026-04-02T10:12:52Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **63**
+- snapshot authored PRs/issues: **63 PRs / 0 issues**
+- snapshot discussion activity: **201 comments / 157 reviews / 135 review comments**
+- account age: **6563 days**
+- recent public PR activity: **32 PRs** (16 merged / 0 closed-unmerged / 16 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13333: [LLADA2] documentation fixes](https://github.com/huggingface/diffusers/pull/13333) — closed, merged
+- [PR #13226: [Discrete Diffusion] Add LLaDA2 pipeline](https://github.com/huggingface/diffusers/pull/13226) — closed, merged
+- [PR #12987: [Qwen] avoid creating attention masks when there is no padding](https://github.com/huggingface/diffusers/pull/12987) — closed, merged
+
+### `jiqing-feng`
+
+- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajiqing-feng)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajiqing-feng)
+- repo first seen: `2022-11-29T08:44:19Z`
+- repo last seen: `2026-04-03T01:37:19Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **18 PRs / 4 issues**
+- snapshot discussion activity: **57 comments / 21 reviews / 21 review comments**
+- account age: **1389 days**
+- recent public PR activity: **25 PRs** (20 merged / 2 closed-unmerged / 3 open; merged rate **80%**, closed-unmerged rate **8%**, open rate **12%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #13384: Fix Dynamo `lru_cache` warnings during `torch.compile`](https://github.com/huggingface/diffusers/pull/13384) — closed, merged
+- [PR #13207: cogvideo example: Distribute VAE video encoding across processes in CogVideoX LoRA training](https://github.com/huggingface/diffusers/pull/13207) — closed, merged
+- [PR #12977: Resnet only use contiguous in training mode.](https://github.com/huggingface/diffusers/pull/12977) — closed, merged
+- [Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise](https://github.com/huggingface/diffusers/issues/13105) — closed
+- [Issue #12975: AnimateDiffPipeline performance regression on CPU.](https://github.com/huggingface/diffusers/issues/12975) — closed
+- [Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch](https://github.com/huggingface/diffusers/issues/12632) — closed
+
+### `Mr-Neutr0n`
+
+- profile: [github.com/Mr-Neutr0n](https://github.com/Mr-Neutr0n)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMr-Neutr0n)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMr-Neutr0n)
+- repo first seen: `2026-02-07T08:06:58Z`
+- repo last seen: `2026-02-13T08:16:06Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
+- account age: **2171 days**
+- recent public PR activity: **268 PRs** (40 merged / 41 closed-unmerged / 187 open; merged rate **15%**, closed-unmerged rate **15%**, open rate **70%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13131: Fix broken attention masking for inner padding in ZImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13131) — closed
+- [PR #13125: Fix CogVideoX scheduler prev_timestep for non-leading spacing](https://github.com/huggingface/diffusers/pull/13125) — open
+- [PR #13111: Fix AudioLDM2Pipeline AttributeError with GPT2Model](https://github.com/huggingface/diffusers/pull/13111) — open
+
+### `paulinebm`
+
+- profile: [github.com/paulinebm](https://github.com/paulinebm)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apaulinebm)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apaulinebm)
+- repo first seen: `2024-12-12T10:28:15Z`
+- repo last seen: `2026-04-09T14:26:03Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 7 reviews / 6 review comments**
+- account age: **823 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 #13438: add PR fork workable](https://github.com/huggingface/diffusers/pull/13438) — open
+- [PR #13385: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/diffusers/pull/13385) — closed, merged
+- [PR #12927: Add environment variables to checkout step](https://github.com/huggingface/diffusers/pull/12927) — closed, merged
+
+### `miguelmartin75`
+
+- profile: [github.com/miguelmartin75](https://github.com/miguelmartin75)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amiguelmartin75)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amiguelmartin75)
+- repo first seen: `2025-12-17T00:32:26Z`
+- repo last seen: `2026-03-11T01:21:26Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **8 comments / 22 reviews / 22 review comments**
+- account age: **4846 days**
+- recent public PR activity: **5 PRs** (5 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #13251: Update Documentation for NVIDIA Cosmos](https://github.com/huggingface/diffusers/pull/13251) — closed, merged
+- [PR #13114: Cosmos Transfer2.5 Auto-Regressive Inference Pipeline](https://github.com/huggingface/diffusers/pull/13114) — closed, merged
+- [PR #13066: Cosmos Transfer2.5 inference pipeline: general/{seg, depth, blur, edge}](https://github.com/huggingface/diffusers/pull/13066) — closed, merged
+
+### `Akash504-ai`
+
+- profile: [github.com/Akash504-ai](https://github.com/Akash504-ai)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAkash504-ai)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAkash504-ai)
+- repo first seen: `2026-03-29T19:06:50Z`
+- repo last seen: `2026-04-06T15:44:38Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **2 PRs / 3 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **419 days**
+- recent public PR activity: **85 PRs** (59 merged / 6 closed-unmerged / 20 open; merged rate **69%**, closed-unmerged rate **7%**, open rate **24%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread**
+
+Example artifacts:
+- [PR #13426: Fix division by zero in rescale_noise_cfg causing NaNs during inference](https://github.com/huggingface/diffusers/pull/13426) — open
+- [PR #13395: Fix missing validation for num_inference_steps in DDPMScheduler and add tests](https://github.com/huggingface/diffusers/pull/13395) — open
+- [Issue #13425: Division by zero in rescale_noise_cfg can produce NaNs during inference](https://github.com/huggingface/diffusers/issues/13425) — open
+- [Issue #13394: DDPMScheduler allows num_inference_steps=0 without validation (inconsistent with DDIMScheduler)](https://github.com/huggingface/diffusers/issues/13394) — open
+- [Issue #13362: DDIMPipeline does not validate eta range despite documented constraint [0, 1]](https://github.com/huggingface/diffusers/issues/13362) — closed
+
+### `chenyangzhu1`
+
+- profile: [github.com/chenyangzhu1](https://github.com/chenyangzhu1)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achenyangzhu1)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achenyangzhu1)
+- repo first seen: `2026-04-02T15:30:04Z`
+- repo last seen: `2026-04-09T02:53:49Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **7 comments / 1 reviews / 1 review comments**
+- account age: **1470 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 #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using `--with_prior_preservation`](https://github.com/huggingface/diffusers/pull/13396) — closed, merged
+- [PR #13387: Handle prompt embedding concat in Qwen dreambooth example](https://github.com/huggingface/diffusers/pull/13387) — closed, merged
+- [Issue #13386: [Bug] `train_dreambooth_lora_qwen_image.py` crashes with `--with_prior_preservation` due to tensor concatenation errors](https://github.com/huggingface/diffusers/issues/13386) — closed
+
+### `agarwalprakhar2511`
+
+- profile: [github.com/agarwalprakhar2511](https://github.com/agarwalprakhar2511)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aagarwalprakhar2511)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aagarwalprakhar2511)
+- repo first seen: `2026-03-22T09:13:05Z`
+- repo last seen: `2026-03-22T09:21:13Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **19 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; targets high-star repos**
+
+Example artifacts:
+- [PR #13308: fix: disable non-blocking tensor copies to MPS during model loading](https://github.com/huggingface/diffusers/pull/13308) — open
+- [PR #13307: fix(dreambooth): batch size mismatch with --with_prior_preservation in flux2 scripts](https://github.com/huggingface/diffusers/pull/13307) — open
+
+### `eliemichel`
+
+- profile: [github.com/eliemichel](https://github.com/eliemichel)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aeliemichel)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aeliemichel)
+- repo first seen: `2026-03-09T21:49:18Z`
+- repo last seen: `2026-03-09T22:34:15Z`
+- 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: **4546 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: `w3c`, `CitoyensCapteurs`, `hackEns`, `FreederTeam`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13237: Add support for FLUX.2 Klein 9B and 4B in single_file_utils](https://github.com/huggingface/diffusers/pull/13237) — open
+- [PR #13236: Fix error message in gguf_quantizer.py](https://github.com/huggingface/diffusers/pull/13236) — open
+
+### `gambletan`
+
+- profile: [github.com/gambletan](https://github.com/gambletan)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agambletan)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agambletan)
+- repo first seen: `2026-03-16T14:10:56Z`
+- repo last seen: `2026-03-16T14:13:58Z`
+- 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: **34 days**
+- recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #13273: fix: wrap validation inference with torch.no_grad() in dreambooth examples](https://github.com/huggingface/diffusers/pull/13273) — open
+- [PR #13272: fix: compute image_seq_len from spatial dims in Lumina2 pipeline](https://github.com/huggingface/diffusers/pull/13272) — open
+
+### `hf-security-analysis[bot]`
+
+- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
+- repo first seen: `2026-03-27T11:59:04Z`
+- repo last seen: `2026-03-31T09:26:39Z`
+- 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: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
+
+Example artifacts:
+- [PR #13374: chore: update claude_review.yml](https://github.com/huggingface/diffusers/pull/13374) — closed, merged
+- [PR #13354: chore: update claude_review.yml](https://github.com/huggingface/diffusers/pull/13354) — closed
+
+### `huemin-art`
+
+- profile: [github.com/huemin-art](https://github.com/huemin-art)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahuemin-art)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahuemin-art)
+- repo first seen: `2026-03-12T14:56:59Z`
+- repo last seen: `2026-04-06T23:48:03Z`
+- 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 / 4 reviews / 4 review comments**
+- account age: **1501 days**
+- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #13428: FLUX.2 small decoder](https://github.com/huggingface/diffusers/pull/13428) — closed, merged
+- [PR #13262: klein 9b kv](https://github.com/huggingface/diffusers/pull/13262) — closed, merged
+
+### `jashshah999`
+
+- profile: [github.com/jashshah999](https://github.com/jashshah999)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajashshah999)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajashshah999)
+- repo first seen: `2026-02-25T22:19:12Z`
+- repo last seen: `2026-03-12T15:16:37Z`
+- 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: **2 comments / 0 reviews / 0 review comments**
+- account age: **2563 days**
+- recent public PR activity: **54 PRs** (18 merged / 11 closed-unmerged / 25 open; merged rate **33%**, closed-unmerged rate **20%**, open rate **46%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13190: Fix None dereference crashes and mutable default feat_idx in Wan/Cosmos autoencoders](https://github.com/huggingface/diffusers/pull/13190) — open
+- [PR #13185: Fix mutable default arguments, resource leak, and redundant assignment](https://github.com/huggingface/diffusers/pull/13185) — open
+
+### `jscaldwell55`
+
+- profile: [github.com/jscaldwell55](https://github.com/jscaldwell55)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajscaldwell55)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajscaldwell55)
+- repo first seen: `2026-02-11T23:45:46Z`
+- repo last seen: `2026-02-15T01:57:12Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **1325 days**
+- recent public PR activity: **4 PRs** (1 merged / 1 closed-unmerged / 2 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #13136: fix: freeze shared transformer modules in ZImageControlNet.from_transformer](https://github.com/huggingface/diffusers/pull/13136) — open
+- [PR #13128: fix: use state_dict pattern in ZImageControlNet.from_transformer to prevent weight sharing](https://github.com/huggingface/diffusers/pull/13128) — closed
+
+### `kirillsst`
+
+- profile: [github.com/kirillsst](https://github.com/kirillsst)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akirillsst)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akirillsst)
+- repo first seen: `2026-02-24T12:11:43Z`
+- repo last seen: `2026-03-03T13:30:17Z`
+- 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: **283 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: **young account; high open PR share**
+
+Example artifacts:
+- [PR #13206: Set `begin_index` for flow-matching pipelines to avoid slow `index_for_timestep`](https://github.com/huggingface/diffusers/pull/13206) — open
+- [PR #13183: Fix wrong `do_classifier_free_guidance` threshold in ZImagePipeline](https://github.com/huggingface/diffusers/pull/13183) — closed, merged
+
+### `NIK-TIGER-BILL`
+
+- profile: [github.com/NIK-TIGER-BILL](https://github.com/NIK-TIGER-BILL)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANIK-TIGER-BILL)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANIK-TIGER-BILL)
+- repo first seen: `2026-03-30T07:15:17Z`
+- repo last seen: `2026-04-08T23:17:59Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- account age: **2282 days**
+- recent public PR activity: **210 PRs** (6 merged / 197 closed-unmerged / 7 open; merged rate **3%**, closed-unmerged rate **94%**, open rate **3%**)
+- 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**
+
+Example artifacts:
+- [PR #13436: test](https://github.com/huggingface/diffusers/pull/13436) — closed, draft
+- [PR #13367: fix(ddim): validate eta is in [0, 1] in DDIMPipeline](https://github.com/huggingface/diffusers/pull/13367) — closed, merged
+
+### `RuixiangMa`
+
+- profile: [github.com/RuixiangMa](https://github.com/RuixiangMa)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARuixiangMa)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARuixiangMa)
+- repo first seen: `2026-04-02T17:19:18Z`
+- repo last seen: `2026-04-10T20:41:22Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 34 reviews / 34 review comments**
+- account age: **3280 days**
+- recent public PR activity: **44 PRs** (22 merged / 0 closed-unmerged / 22 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; high open PR share**
+
+Example artifacts:
+- [PR #13437: [Feat] support JoyAIImagePipeline ](https://github.com/huggingface/diffusers/pull/13437) — open
+- [PR #13390: [Feat] Adds LongCat-AudioDiT pipeline ](https://github.com/huggingface/diffusers/pull/13390) — open
+
+### `veeceey`
+
+- profile: [github.com/veeceey](https://github.com/veeceey)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aveeceey)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aveeceey)
+- repo first seen: `2026-02-23T04:17:38Z`
+- repo last seen: `2026-02-23T04:19:29Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **3050 days**
+- recent public PR activity: **309 PRs** (88 merged / 92 closed-unmerged / 129 open; merged rate **28%**, closed-unmerged rate **30%**, open rate **42%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13173: Fix Flash Attention 3 interface for new FA3 return format](https://github.com/huggingface/diffusers/pull/13173) — closed, merged
+- [PR #13172: Fix CogVideoX dynamic CFG to use loop index instead of timestep value](https://github.com/huggingface/diffusers/pull/13172) — open
+
+### `linoytsaban`
+
+- profile: [github.com/linoytsaban](https://github.com/linoytsaban)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alinoytsaban)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alinoytsaban)
+- repo first seen: `2023-06-20T06:10:02Z`
+- repo last seen: `2026-04-01T11:18:57Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **76**
+- snapshot authored PRs/issues: **74 PRs / 2 issues**
+- snapshot discussion activity: **252 comments / 185 reviews / 146 review comments**
+- account age: **2342 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 #13325: [flux.2 LoRA] make lora training compatible with flux.2 klein kv](https://github.com/huggingface/diffusers/pull/13325) — open
+- [PR #13056: Z image lora training](https://github.com/huggingface/diffusers/pull/13056) — closed, merged
+- [PR #12581: [LoRA] add support for more Qwen LoRAs](https://github.com/huggingface/diffusers/pull/12581) — closed, merged
+- [Issue #11730: Add `--lora_alpha` and metadata handling in training scripts follow up](https://github.com/huggingface/diffusers/issues/11730) — closed
+- [Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥](https://github.com/huggingface/diffusers/issues/6546) — closed
+
+### `lawrence-cj`
+
+- profile: [github.com/lawrence-cj](https://github.com/lawrence-cj)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alawrence-cj)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alawrence-cj)
+- repo first seen: `2023-11-08T08:40:50Z`
+- repo last seen: `2026-03-18T02:48:51Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **34**
+- snapshot authored PRs/issues: **32 PRs / 2 issues**
+- snapshot discussion activity: **144 comments / 76 reviews / 75 review comments**
+- account age: **2401 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 **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #13229: add ltx2 vae in sana-video;](https://github.com/huggingface/diffusers/pull/13229) — closed, merged
+- [PR #12723: [feat] LongSANA: a minute-length real-time video generation model](https://github.com/huggingface/diffusers/pull/12723) — open
+- [PR #12675: fix typo in docs](https://github.com/huggingface/diffusers/pull/12675) — closed, merged
+- [Issue #5989: safetensors.torch bug](https://github.com/huggingface/diffusers/issues/5989) — closed
+- [Issue #5862: Transformer2DModel does not support gradient checkpointing.](https://github.com/huggingface/diffusers/issues/5862) — closed
+
+### `DefTruth`
+
+- profile: [github.com/DefTruth](https://github.com/DefTruth)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADefTruth)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADefTruth)
+- repo first seen: `2025-08-07T07:00:06Z`
+- repo last seen: `2026-03-09T06:06:26Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **15 PRs / 7 issues**
+- snapshot discussion activity: **86 comments / 22 reviews / 22 review comments**
+- account age: **3129 days**
+- recent public PR activity: **168 PRs** (165 merged / 1 closed-unmerged / 2 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
+- public orgs: `vipshop`, `PaddlePaddle`, `xlite-dev`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume**
+
+Example artifacts:
+- [PR #13228: fix: allow pass cpu generator for helios](https://github.com/huggingface/diffusers/pull/13228) — closed, merged
+- [PR #12996: feat: support Ulysses Anything Attention](https://github.com/huggingface/diffusers/pull/12996) — closed, merged
+- [PR #12970: fix Qwen-Image series context parallel](https://github.com/huggingface/diffusers/pull/12970) — closed, merged
+- [Issue #12823: How to use quantizer after pipeline loaded?](https://github.com/huggingface/diffusers/issues/12823) — closed
+- [Issue #12706: [Feature] Ulysses Attention for any sequence length w/o padding](https://github.com/huggingface/diffusers/issues/12706) — closed
+- [Issue #12661: Crash while using ChronoEdit with context parallelism](https://github.com/huggingface/diffusers/issues/12661) — closed
+
+### `dxqb`
+
+- profile: [github.com/dxqb](https://github.com/dxqb)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adxqb)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adxqb)
+- repo first seen: `2025-01-12T14:41:12Z`
+- repo last seen: `2026-03-24T18:01:28Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **22**
+- snapshot authored PRs/issues: **9 PRs / 13 issues**
+- snapshot discussion activity: **79 comments / 11 reviews / 13 review comments**
+- account age: **558 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #13184: Z-Image: no attention mask if attention mask is a no-op](https://github.com/huggingface/diffusers/pull/13184) — closed
+- [PR #12892: Check for attention mask in backends that don't support it](https://github.com/huggingface/diffusers/pull/12892) — closed, merged
+- [PR #12870: Split attention backends](https://github.com/huggingface/diffusers/pull/12870) — open
+- [Issue #13001: Shape mismatch when loading a Flux2.Klein GGUF](https://github.com/huggingface/diffusers/issues/13001) — open
+- [Issue #12893: Z-Image text sequence length issue](https://github.com/huggingface/diffusers/issues/12893) — closed
+- [Issue #12776: Flux2: Tensor tuples can cause issues for checkpointing](https://github.com/huggingface/diffusers/issues/12776) — open
+
+### `sywangyi`
+
+- profile: [github.com/sywangyi](https://github.com/sywangyi)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asywangyi)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asywangyi)
+- repo first seen: `2023-09-19T06:45:24Z`
+- repo last seen: `2026-03-16T07:47:18Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **8 PRs / 0 issues**
+- snapshot discussion activity: **28 comments / 9 reviews / 9 review comments**
+- account age: **2989 days**
+- recent public PR activity: **17 PRs** (13 merged / 0 closed-unmerged / 4 open; merged rate **76%**, closed-unmerged rate **0%**, open rate **24%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #13270: fix parallelism case failure in xpu](https://github.com/huggingface/diffusers/pull/13270) — closed, merged
+- [PR #12842: fix pytest tests/pipelines/pixart_sigma/test_pixart.py::PixArtSigmaPi…](https://github.com/huggingface/diffusers/pull/12842) — closed, merged
+- [PR #12829: support CP in native flash attention](https://github.com/huggingface/diffusers/pull/12829) — closed, merged
+
+### `DavidBert`
+
+- profile: [github.com/DavidBert](https://github.com/DavidBert)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADavidBert)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADavidBert)
+- repo first seen: `2025-09-26T15:01:33Z`
+- repo last seen: `2026-02-13T19:22:52Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **7 PRs / 1 issues**
+- snapshot discussion activity: **8 comments / 41 reviews / 40 review comments**
+- account age: **3993 days**
+- recent public PR activity: **26 PRs** (24 merged / 2 closed-unmerged / 0 open; merged rate **92%**, closed-unmerged rate **8%**, open rate **0%**)
+- public orgs: `wikistat`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #13143: Fix T5GemmaEncoder loading for transformers 5.x composite T5GemmaConfig](https://github.com/huggingface/diffusers/pull/13143) — closed, merged
+- [PR #12791: PRX Set downscale_freq_shift to 0 for consistency with internal implementation](https://github.com/huggingface/diffusers/pull/12791) — closed, merged
+- [PR #12670: [PRX pipeline]: add 1024 resolution ratio bins](https://github.com/huggingface/diffusers/pull/12670) — closed, merged
+- [Issue #13142: PRXPipeline.from_pretrained() broken with transformers 5.1.0](https://github.com/huggingface/diffusers/issues/13142) — closed
+
+### `satani99`
+
+- profile: [github.com/satani99](https://github.com/satani99)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asatani99)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asatani99)
+- repo first seen: `2024-01-09T09:10:11Z`
+- repo last seen: `2026-03-25T05:05:58Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **19 comments / 6 reviews / 6 review comments**
+- account age: **2799 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 #13331: Cogvideox_fun_inp pipeline](https://github.com/huggingface/diffusers/pull/13331) — open
+- [PR #9597: Added Differential Diffusion to Auraflow.](https://github.com/huggingface/diffusers/pull/9597) — open
+- [PR #8990: Add StableDiffusionXLControlNetPAGImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/8990) — closed, merged
+
+### `adi776borate`
+
+- profile: [github.com/adi776borate](https://github.com/adi776borate)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadi776borate)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadi776borate)
+- repo first seen: `2025-11-11T18:30:22Z`
+- repo last seen: `2026-04-10T03:48:29Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **32 comments / 29 reviews / 29 review comments**
+- account age: **728 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13299: Fix missing latents_bn_std dtype cast in VAE normalization](https://github.com/huggingface/diffusers/pull/13299) — open
+- [PR #13050: Add FLUX.2 Klein Inpaint Pipeline](https://github.com/huggingface/diffusers/pull/13050) — open
+- [PR #13018: Fix: Cosmos2.5 Video2World frame extraction and add default negative prompt](https://github.com/huggingface/diffusers/pull/13018) — closed, merged
+
+### `CalamitousFelicitousness`
+
+- profile: [github.com/CalamitousFelicitousness](https://github.com/CalamitousFelicitousness)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACalamitousFelicitousness)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACalamitousFelicitousness)
+- repo first seen: `2025-10-22T10:15:05Z`
+- repo last seen: `2026-04-01T01:35:47Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **4 PRs / 2 issues**
+- snapshot discussion activity: **34 comments / 16 reviews / 16 review comments**
+- account age: **2190 days**
+- recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #13326: Add Flux2 LoKR adapter support prototype with dual conversion paths](https://github.com/huggingface/diffusers/pull/13326) — open
+- [PR #13006: Feature/zimage inpaint pipeline](https://github.com/huggingface/diffusers/pull/13006) — closed, merged
+- [PR #12751: Add ZImageImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/12751) — closed, merged
+- [Issue #12752: Z-Image img2img and inpainting pipeline](https://github.com/huggingface/diffusers/issues/12752) — open
+- [Issue #12529: Wan2.2 TI2V-5B Tiled VAE Tensor size mismatch](https://github.com/huggingface/diffusers/issues/12529) — closed
+
+### `AlanPonnachan`
+
+- profile: [github.com/AlanPonnachan](https://github.com/AlanPonnachan)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlanPonnachan)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlanPonnachan)
+- repo first seen: `2024-12-23T18:31:30Z`
+- repo last seen: `2026-04-03T18:05:15Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **20 comments / 8 reviews / 8 review comments**
+- account age: **1768 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**
+- heuristic read: **no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #13324: feat: Add Modular Pipeline for Stable Diffusion 3 (SD3)](https://github.com/huggingface/diffusers/pull/13324) — open
+- [PR #13098: Add JiT model and pipeline](https://github.com/huggingface/diffusers/pull/13098) — open
+- [PR #12744: Add support for Magcache ](https://github.com/huggingface/diffusers/pull/12744) — closed, merged
+
+### `cbensimon`
+
+- profile: [github.com/cbensimon](https://github.com/cbensimon)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acbensimon)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acbensimon)
+- repo first seen: `2023-09-29T10:19:13Z`
+- repo last seen: `2026-03-23T12:04:18Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 5 reviews / 4 review comments**
+- account age: **4024 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #13290: [export] Add export-safe LRU cache helper](https://github.com/huggingface/diffusers/pull/13290) — closed, merged
+- [PR #12399: [perf] Cache version checks](https://github.com/huggingface/diffusers/pull/12399) — closed, merged
+- [PR #12211: [QwenImage] Do not use `lru_cache` when compiling](https://github.com/huggingface/diffusers/pull/12211) — closed, draft
+
+### `alvarobartt`
+
+- profile: [github.com/alvarobartt](https://github.com/alvarobartt)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aalvarobartt)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aalvarobartt)
+- repo first seen: `2025-12-22T14:10:32Z`
+- repo last seen: `2026-03-11T17:14:51Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 1 reviews / 0 review comments**
+- account age: **2968 days**
+- recent public PR activity: **36 PRs** (32 merged / 0 closed-unmerged / 4 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
+- public orgs: `huggingface`, `Hugging-Face-Helping-Hand`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #13257: Add `PRXPipeline` in `AUTO_TEXT2IMAGE_PIPELINES_MAPPING`](https://github.com/huggingface/diffusers/pull/13257) — closed, merged
+- [PR #12877: Use `T5Tokenizer` instead of `MT5Tokenizer` (removed in Transformers v5.0+)](https://github.com/huggingface/diffusers/pull/12877) — closed, merged
+- [PR #12876: Add `OvisImagePipeline` in `AUTO_TEXT2IMAGE_PIPELINES_MAPPING`](https://github.com/huggingface/diffusers/pull/12876) — closed, merged
+
+### `anijain2305`
+
+- profile: [github.com/anijain2305](https://github.com/anijain2305)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aanijain2305)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aanijain2305)
+- repo first seen: `2024-08-27T18:16:03Z`
+- repo last seen: `2026-02-19T23:02:10Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **24 comments / 17 reviews / 16 review comments**
+- account age: **3890 days**
+- recent public PR activity: **155 PRs** (2 merged / 130 closed-unmerged / 23 open; merged rate **1%**, closed-unmerged rate **84%**, open rate **15%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #13166: [gguf][torch.compile time] Convert to plain tensor earlier in dequantize_gguf_tensor](https://github.com/huggingface/diffusers/pull/13166) — closed, merged
+- [PR #11705: [rfc][compile] compile method for DiffusionPipeline](https://github.com/huggingface/diffusers/pull/11705) — closed, merged
+- [PR #11551: [gguf] Refactor __torch_function__ to avoid unnecessary computation](https://github.com/huggingface/diffusers/pull/11551) — closed, merged
+
+### `tcaimm`
+
+- profile: [github.com/tcaimm](https://github.com/tcaimm)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atcaimm)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atcaimm)
+- repo first seen: `2025-12-02T11:22:45Z`
+- repo last seen: `2026-03-10T02:43:24Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
+- account age: **1617 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 #13219: Fix wrapped transformer config access in Flux2 Klein training](https://github.com/huggingface/diffusers/pull/13219) — closed, merged
+- [PR #13011: Add train flux2 series lora config](https://github.com/huggingface/diffusers/pull/13011) — closed, merged
+- [PR #12774: Fixed an issue with abnormal training loss in Dreambooth Flux2.](https://github.com/huggingface/diffusers/pull/12774) — closed
+
+### `vkuzo`
+
+- profile: [github.com/vkuzo](https://github.com/vkuzo)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avkuzo)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avkuzo)
+- repo first seen: `2025-12-29T17:14:53Z`
+- repo last seen: `2026-03-31T12:08:47Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
+- account age: **5115 days**
+- recent public PR activity: **89 PRs** (75 merged / 8 closed-unmerged / 6 open; merged rate **84%**, closed-unmerged rate **9%**, open rate **7%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #13263: [not for land yet]: improve cuda graph support for Qwen-Image](https://github.com/huggingface/diffusers/pull/13263) — open
+- [PR #13048: remove torchao autoquant from diffusers docs](https://github.com/huggingface/diffusers/pull/13048) — closed, merged
+- [PR #12901: fix torchao quantizer for new torchao versions](https://github.com/huggingface/diffusers/pull/12901) — closed, merged
+
+### `JingyaHuang`
+
+- profile: [github.com/JingyaHuang](https://github.com/JingyaHuang)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJingyaHuang)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJingyaHuang)
+- repo first seen: `2022-11-03T10:27:59Z`
+- repo last seen: `2026-03-19T16:01:08Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 4 reviews / 3 review comments**
+- account age: **2735 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device](https://github.com/huggingface/diffusers/pull/13289) — open, draft
+- [PR #9766: Add a doc for AWS Neuron in Diffusers](https://github.com/huggingface/diffusers/pull/9766) — closed, merged
+
+### `Moran232`
+
+- profile: [github.com/Moran232](https://github.com/Moran232)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMoran232)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMoran232)
+- repo first seen: `2026-04-07T07:58:41Z`
+- repo last seen: `2026-04-10T17:04:05Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **4188 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 #13444: [feat] JoyAI-JoyImage-Edit support](https://github.com/huggingface/diffusers/pull/13444) — open
+- [Issue #13430: Support for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13430) — open
+- [Issue #13429: add JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13429) — closed
+
+### `plugyawn`
+
+- profile: [github.com/plugyawn](https://github.com/plugyawn)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aplugyawn)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aplugyawn)
+- repo first seen: `2026-03-08T17:03:35Z`
+- repo last seen: `2026-04-02T12:45:41Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **10 comments / 1 reviews / 1 review comments**
+- account age: **1934 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**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #13231: Add RAE Diffusion Transformer inference/preliminary training pipelines](https://github.com/huggingface/diffusers/pull/13231) — open
+- [Issue #13225: RAE+DiT support for published checkpoints](https://github.com/huggingface/diffusers/issues/13225) — open
+
+### `pthombre`
+
+- profile: [github.com/pthombre](https://github.com/pthombre)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apthombre)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apthombre)
+- repo first seen: `2025-12-22T23:16:56Z`
+- repo last seen: `2026-03-28T00:07:19Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **381 days**
+- recent public PR activity: **17 PRs** (12 merged / 1 closed-unmerged / 4 open; merged rate **71%**, closed-unmerged rate **6%**, open rate **24%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #13306: [docs] Add NeMo Automodel training guide](https://github.com/huggingface/diffusers/pull/13306) — closed, merged
+- [Issue #12880: Allow users to pass in a custom device_mesh to the enable_parallelism method in the diffusers library](https://github.com/huggingface/diffusers/issues/12880) — closed
+
+### `Sunhill666`
+
+- profile: [github.com/Sunhill666](https://github.com/Sunhill666)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASunhill666)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASunhill666)
+- repo first seen: `2026-04-01T06:54:19Z`
+- repo last seen: `2026-04-01T13:12:53Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3213 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 #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask](https://github.com/huggingface/diffusers/pull/13379) — open
+- [Issue #13377: [Bug] `QwenImagePipeline` silently disables CFG when passing `negative_prompt_embeds` if mask is `None` (which `encode_prompt` returns by default)](https://github.com/huggingface/diffusers/issues/13377) — open
+
+### `VittoriaLanzo`
+
+- profile: [github.com/VittoriaLanzo](https://github.com/VittoriaLanzo)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AVittoriaLanzo)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AVittoriaLanzo)
+- repo first seen: `2026-04-02T13:06:12Z`
+- repo last seen: `2026-04-06T21:58:29Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **71 days**
+- recent public PR activity: **28 PRs** (22 merged / 3 closed-unmerged / 3 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **very new account; high recent PR volume; broad repo spread**
+
+Example artifacts:
+- [PR #13412: [Scheduler] Add monotonicity validation and tests for LTXEulerAncestr…](https://github.com/huggingface/diffusers/pull/13412) — closed
+- [Issue #13411: `LTXEulerAncestralRFScheduler.set_timesteps(sigmas=...)` does not validate monotonicity, causing silent incorrect denoising](https://github.com/huggingface/diffusers/issues/13411) — open
+
+### `aazeeem11`
+
+- profile: [github.com/aazeeem11](https://github.com/aazeeem11)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaazeeem11)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaazeeem11)
+- repo first seen: `2026-01-11T13:00:48Z`
+- repo last seen: `2026-02-13T16:19:48Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **504 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #13138: Add Claude Diffusers skill and Claude Code plugin scaffold (#12935)](https://github.com/huggingface/diffusers/pull/13138) — open
+
+### `abhixb`
+
+- profile: [github.com/abhixb](https://github.com/abhixb)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aabhixb)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aabhixb)
+- repo first seen: `2026-03-14T12:01:02Z`
+- repo last seen: `2026-03-15T13:51:05Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **257 days**
+- recent public PR activity: **4 PRs** (2 merged / 2 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **young account; many recent closed-unmerged PRs**
+
+Example artifacts:
+- [PR #13265:  add tensor and numpy array support for image input in Flux2KleinPipeline](https://github.com/huggingface/diffusers/pull/13265) — closed
+
+### `Alexkkir`
+
+- profile: [github.com/Alexkkir](https://github.com/Alexkkir)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlexkkir)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlexkkir)
+- repo first seen: `2026-03-24T08:31:05Z`
+- repo last seen: `2026-03-24T10:51:41Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **2751 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 #13320: Use defaultdict for _SET_ADAPTER_SCALE_FN_MAPPING](https://github.com/huggingface/diffusers/pull/13320) — closed, merged
+
+### `andrew-w-ross`
+
+- profile: [github.com/andrew-w-ross](https://github.com/andrew-w-ross)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrew-w-ross)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrew-w-ross)
+- repo first seen: `2026-03-30T01:44:18Z`
+- repo last seen: `2026-03-30T15:34:12Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **3844 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 #13363: corrects single file path validation logic](https://github.com/huggingface/diffusers/pull/13363) — closed, merged
+
+### `andrewor14`
+
+- profile: [github.com/andrewor14](https://github.com/andrewor14)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrewor14)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrewor14)
+- repo first seen: `2026-04-03T20:31:12Z`
+- repo last seen: `2026-04-08T15:43:10Z`
+- 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: **4990 days**
+- recent public PR activity: **11 PRs** (7 merged / 1 closed-unmerged / 3 open; merged rate **64%**, closed-unmerged rate **9%**, open rate **27%**)
+- public orgs: `ucb-sts`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #13405: Remove references to torchao's AffineQuantizedTensor](https://github.com/huggingface/diffusers/pull/13405) — closed, merged
+
+### `aryabyte21`
+
+- profile: [github.com/aryabyte21](https://github.com/aryabyte21)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaryabyte21)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaryabyte21)
+- repo first seen: `2026-03-15T05:17:57Z`
+- repo last seen: `2026-03-15T05:54:47Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **2257 days**
+- recent public PR activity: **18 PRs** (6 merged / 11 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **61%**, open rate **6%**)
+- 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 #13268: Add DiffSynth blockwise ControlNet support to QwenImageControlNetModel](https://github.com/huggingface/diffusers/pull/13268) — open
+
+### `awsr`
+
+- profile: [github.com/awsr](https://github.com/awsr)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aawsr)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aawsr)
+- repo first seen: `2026-04-04T02:02:23Z`
+- repo last seen: `2026-04-04T02:46:55Z`
+- 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: **2745 days**
+- recent public PR activity: **24 PRs** (18 merged / 3 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **12%**, open rate **12%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #13409: Guard against calling optional `ftfy` module if not available](https://github.com/huggingface/diffusers/pull/13409) — open
+
+### `dhruvildarji`
+
+- profile: [github.com/dhruvildarji](https://github.com/dhruvildarji)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adhruvildarji)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adhruvildarji)
+- repo first seen: `2026-02-23T10:03:12Z`
+- repo last seen: `2026-02-23T10:03:12Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3345 days**
+- recent public PR activity: **66 PRs** (10 merged / 22 closed-unmerged / 34 open; merged rate **15%**, closed-unmerged rate **33%**, open rate **52%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #13175: tests: add regression test for logger NameError in torchao_quantizer](https://github.com/huggingface/diffusers/pull/13175) — open
+
+### `GalacticAvenger`
+
+- profile: [github.com/GalacticAvenger](https://github.com/GalacticAvenger)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGalacticAvenger)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGalacticAvenger)
+- repo first seen: `2026-04-02T20:15:48Z`
+- repo last seen: `2026-04-02T20:15:48Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2205 days**
+- recent public PR activity: **11 PRs** (5 merged / 1 closed-unmerged / 5 open; merged rate **45%**, closed-unmerged rate **9%**, open rate **45%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13391: Fix typos and grammar errors in documentation](https://github.com/huggingface/diffusers/pull/13391) — closed, merged
+
+### `HsiaWinter`
+
+- profile: [github.com/HsiaWinter](https://github.com/HsiaWinter)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHsiaWinter)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHsiaWinter)
+- repo first seen: `2026-04-08T04:14:03Z`
+- repo last seen: `2026-04-10T08:23:12Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 32 reviews / 32 review comments**
+- account age: **1606 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 #13432: Add ernie image](https://github.com/huggingface/diffusers/pull/13432) — open
+
+### `kitsune-hash`
+
+- profile: [github.com/kitsune-hash](https://github.com/kitsune-hash)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akitsune-hash)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akitsune-hash)
+- repo first seen: `2026-02-10T14:26:40Z`
+- repo last seen: `2026-02-10T14:26:40Z`
+- 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: **65 days**
+- recent public PR activity: **25 PRs** (21 merged / 0 closed-unmerged / 4 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**
+- heuristic read: **very new account; high recent PR volume**
+
+Example artifacts:
+- [PR #13117: Fix: handle remaining meta tensors in from_single_file before dispatch](https://github.com/huggingface/diffusers/pull/13117) — open
+
+### `kvr06-ai`
+
+- profile: [github.com/kvr06-ai](https://github.com/kvr06-ai)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akvr06-ai)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akvr06-ai)
+- repo first seen: `2026-03-10T10:45:14Z`
+- repo last seen: `2026-03-10T10:45:14Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **566 days**
+- recent public PR activity: **32 PRs** (11 merged / 7 closed-unmerged / 14 open; merged rate **34%**, closed-unmerged rate **22%**, open rate **44%**)
+- public orgs: 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 #13246: Fix double-shifted sigma_min/sigma_max in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13246) — open
+
+### `LiuYinfeng01`
+
+- profile: [github.com/LiuYinfeng01](https://github.com/LiuYinfeng01)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ALiuYinfeng01)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ALiuYinfeng01)
+- repo first seen: `2026-03-25T03:29:24Z`
+- repo last seen: `2026-03-25T03:29:24Z`
+- 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 / 0 reviews / 0 review comments**
+- account age: **421 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 #13327: feat(utils): optional aiter swizzle GEMM for ROCm MI + aiter](https://github.com/huggingface/diffusers/pull/13327) — open
+
+### `Minisal`
+
+- profile: [github.com/Minisal](https://github.com/Minisal)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMinisal)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMinisal)
+- repo first seen: `2026-02-13T03:34:51Z`
+- repo last seen: `2026-02-13T03:34:51Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2594 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #13133: Fix missing .unsqueeze(1) in attention mask for HunyuanVideo VAE](https://github.com/huggingface/diffusers/pull/13133) — open
+
+### `r266-tech`
+
+- profile: [github.com/r266-tech](https://github.com/r266-tech)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ar266-tech)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ar266-tech)
+- repo first seen: `2026-03-22T18:03:37Z`
+- repo last seen: `2026-03-22T18:03:37Z`
+- 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: **199 days**
+- recent public PR activity: **179 PRs** (31 merged / 60 closed-unmerged / 88 open; merged rate **17%**, closed-unmerged rate **34%**, open rate **49%**)
+- 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**
+
+Example artifacts:
+- [PR #13309: Add warning when using CUDA random generator (#13298)](https://github.com/huggingface/diffusers/pull/13309) — open
+
+### `rustadadam`
+
+- profile: [github.com/rustadadam](https://github.com/rustadadam)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arustadadam)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arustadadam)
+- repo first seen: `2026-02-13T18:20:08Z`
+- repo last seen: `2026-02-13T18:20:08Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **887 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 #13141: Allows DDPM Scheduler to have Zero Variance on Generation Runs](https://github.com/huggingface/diffusers/pull/13141) — open
+
+### `sippycoder`
+
+- profile: [github.com/sippycoder](https://github.com/sippycoder)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asippycoder)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asippycoder)
+- repo first seen: `2026-03-24T03:16:39Z`
+- repo last seen: `2026-04-03T08:16:26Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 13 reviews / 13 review comments**
+- account age: **1048 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #13317: NucleusMoE-Image](https://github.com/huggingface/diffusers/pull/13317) — closed, merged
+
+### `Songrui625`
+
+- profile: [github.com/Songrui625](https://github.com/Songrui625)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASongrui625)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASongrui625)
+- repo first seen: `2026-02-26T12:37:36Z`
+- repo last seen: `2026-02-27T06:12:03Z`
+- 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 / 1 reviews / 1 review comments**
+- account age: **2634 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 #13187: Fix LTX-2 image-to-video generation failure in two stages generation](https://github.com/huggingface/diffusers/pull/13187) — closed, merged
+
+### `teith`
+
+- profile: [github.com/teith](https://github.com/teith)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ateith)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ateith)
+- repo first seen: `2026-03-03T01:07:16Z`
+- repo last seen: `2026-03-03T01:07:16Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1177 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #13205: fix: correct invalid type annotation for `image` in `Flux2Pipeline.__call__`](https://github.com/huggingface/diffusers/pull/13205) — closed, merged
+
+### `varaprasadtarunkumar`
+
+- profile: [github.com/varaprasadtarunkumar](https://github.com/varaprasadtarunkumar)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avaraprasadtarunkumar)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avaraprasadtarunkumar)
+- repo first seen: `2026-04-03T18:58:56Z`
+- repo last seen: `2026-04-03T19:28:43Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **1429 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**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #13404: fix: cache modulate_index tensor to eliminate per-step DtoH sync](https://github.com/huggingface/diffusers/pull/13404) — closed
+
+### `Xyc2016`
+
+- profile: [github.com/Xyc2016](https://github.com/Xyc2016)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AXyc2016)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AXyc2016)
+- repo first seen: `2026-04-06T14:42:14Z`
+- repo last seen: `2026-04-06T14:42:14Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3414 days**
+- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #13423: Fix grammar in LoRA documentation](https://github.com/huggingface/diffusers/pull/13423) — closed, merged
+
+### `yunjoochoi`
+
+- profile: [github.com/yunjoochoi](https://github.com/yunjoochoi)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayunjoochoi)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayunjoochoi)
+- repo first seen: `2026-03-15T03:43:58Z`
+- repo last seen: `2026-03-15T03:43:58Z`
+- 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: **769 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 #13267: Fix missing gradient_checkpointing init in ZImageControlNetModel](https://github.com/huggingface/diffusers/pull/13267) — open