Datasets:

evalstate
/

diffusers-pr

	# New Contributor Report: huggingface/diffusers

	- Snapshot: `20260625T103517Z`
	- Generated: `2026-06-25T10:36:08Z`
	- Activity window: `60d`
	- Contributors: `117`

	## 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 \| 3507d \| `2023-01-13T14:42:20Z` \| 1062 \| 134 \| strong \| moderate \| low \| extremely high recent PR volume \|
	\| `DN6` \| [profile](https://github.com/DN6) \| no \| MEMBER \| 4403d \| `2023-02-22T04:27:25Z` \| 383 \| 14 \| strong \| low \| low \| targets high-star repos \|
	\| `yiyixuxu` \| [profile](https://github.com/yiyixuxu) \| no \| MEMBER \| 4019d \| `2022-12-14T16:37:57Z` \| 311 \| 38 \| strong \| low \| low \| targets high-star repos \|
	\| `stevhliu` \| [profile](https://github.com/stevhliu) \| no \| MEMBER \| 2338d \| `2023-02-22T18:18:22Z` \| 215 \| 6 \| strong \| low \| low \| high recent PR volume; no visible non-self stars; targets high-star repos \|
	\| `hlky` \| [profile](https://github.com/hlky) \| no \| CONTRIBUTOR \| 1455d \| `2022-08-22T10:44:45Z` \| 150 \| 84 \| strong \| moderate \| low \| high recent PR volume; no visible non-self stars \|
	\| `linoytsaban` \| [profile](https://github.com/linoytsaban) \| no \| MEMBER \| 2390d \| `2023-06-20T06:10:02Z` \| 77 \| 2 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `dg845` \| [profile](https://github.com/dg845) \| no \| MEMBER \| 2368d \| `2023-03-22T05:10:45Z` \| 71 \| 10 \| strong \| low \| low \| no visible non-self stars; targets high-star repos \|
	\| `kashif` \| [profile](https://github.com/kashif) \| no \| MEMBER \| 6611d \| `2022-06-15T15:01:24Z` \| 66 \| 0 \| mixed \| high \| low \| high recent PR volume; broad repo spread \|
	\| `Ricardo-M-L` \| [profile](https://github.com/Ricardo-M-L) \| no \| CONTRIBUTOR \| 2123d \| `2026-04-02T16:08:54Z` \| 45 \| 0 \| weak \| very high \| medium \| extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `akshan-main` \| [profile](https://github.com/akshan-main) \| no \| CONTRIBUTOR \| 1603d \| `2025-11-21T08:13:14Z` \| 34 \| 2 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `apolinario` \| [profile](https://github.com/apolinario) \| no \| MEMBER \| 5498d \| `2022-07-20T09:48:08Z` \| 33 \| 31 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `dependabot[bot]` \| [profile](https://github.com/dependabot[bot]) \| no \| CONTRIBUTOR \| ?d \| `2023-12-20T21:14:21Z` \| 28 \| 0 \| n/a \| n/a \| n/a \| summary unavailable \|
	\| `jiqing-feng` \| [profile](https://github.com/jiqing-feng) \| no \| CONTRIBUTOR \| 1437d \| `2022-11-29T08:44:19Z` \| 27 \| 4 \| mixed \| moderate \| low \| high recent PR volume; targets high-star repos \|
	\| `Anai-Guo` \| [profile](https://github.com/Anai-Guo) \| no \| FIRST_TIME_CONTRIBUTOR \| 46d \| `2026-04-13T06:56:28Z` \| 15 \| 0 \| weak \| very high \| high \| very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos \|
	\| `sywangyi` \| [profile](https://github.com/sywangyi) \| no \| CONTRIBUTOR \| 3038d \| `2023-09-19T06:45:24Z` \| 15 \| 0 \| mixed \| moderate \| low \| targets high-star repos \|
	\| `dxqb` \| [profile](https://github.com/dxqb) \| no \| CONTRIBUTOR \| 628d \| `2025-01-12T14:41:12Z` \| 12 \| 20 \| n/a \| low \| low \| no visible non-self stars \|
	\| `HaozheZhang6` \| [profile](https://github.com/HaozheZhang6) \| no \| CONTRIBUTOR \| 2679d \| `2026-06-09T08:45:25Z` \| 12 \| 0 \| mixed \| moderate \| low \| — \|
	\| `Dev-X25874` \| [profile](https://github.com/Dev-X25874) \| no \| CONTRIBUTOR \| 20d \| `2026-05-12T02:45:59Z` \| 11 \| 0 \| weak \| very high \| high \| very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars \|
	\| `Whning0513` \| [profile](https://github.com/Whning0513) \| no \| FIRST_TIME_CONTRIBUTOR \| 1037d \| `2026-06-19T06:35:46Z` \| 10 \| 0 \| weak \| very high \| high \| extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share \|
	\| `srlynch1` \| [profile](https://github.com/srlynch1) \| no \| NONE \| 2777d \| `2026-06-21T11:26:07Z` \| 8 \| 0 \| mixed \| moderate \| low \| high recent PR volume \|
	\| `Liauuu` \| [profile](https://github.com/Liauuu) \| no \| NONE \| 291d \| `2026-06-13T16:59:29Z` \| 6 \| 0 \| mixed \| low \| low \| young account; high open PR share; targets high-star repos \|
	\| `hf-security-analysis[bot]` \| [profile](https://github.com/hf-security-analysis[bot]) \| no \| CONTRIBUTOR \| ?d \| `2026-03-27T11:59:04Z` \| 5 \| 0 \| n/a \| n/a \| n/a \| summary unavailable \|
	\| `tarekziade` \| [profile](https://github.com/tarekziade) \| no \| MEMBER \| 5880d \| `2026-05-13T07:23:25Z` \| 5 \| 0 \| mixed \| high \| medium \| high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `wunianze666-netizen` \| [profile](https://github.com/wunianze666-netizen) \| no \| FIRST_TIME_CONTRIBUTOR \| 295d \| `2026-06-08T14:18:35Z` \| 5 \| 0 \| weak \| low \| low \| young account; high open PR share; targets high-star repos \|
	\| `taivu1998` \| [profile](https://github.com/taivu1998) \| no \| FIRST_TIME_CONTRIBUTOR \| 2693d \| `2026-05-10T11:20:33Z` \| 4 \| 0 \| weak \| very high \| high \| extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars \|
	\| `TheChyeahhh` \| [profile](https://github.com/TheChyeahhh) \| no \| FIRST_TIME_CONTRIBUTOR \| 82d \| `2026-05-29T21:09:17Z` \| 4 \| 0 \| weak \| high \| medium \| very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `atharvajoshi10` \| [profile](https://github.com/atharvajoshi10) \| no \| CONTRIBUTOR \| 3244d \| `2026-05-27T21:18:03Z` \| 3 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `gagandhakrey` \| [profile](https://github.com/gagandhakrey) \| no \| CONTRIBUTOR \| 2330d \| `2026-06-01T10:21:42Z` \| 3 \| 0 \| weak \| moderate \| low \| many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos \|
	\| `jbbqqf` \| [profile](https://github.com/jbbqqf) \| no \| FIRST_TIME_CONTRIBUTOR \| 4301d \| `2026-05-10T09:20:21Z` \| 3 \| 0 \| weak \| very high \| high \| extremely high recent PR volume; very broad repo spread; high open PR share \|
	\| `Jefsky` \| [profile](https://github.com/Jefsky) \| no \| FIRST_TIME_CONTRIBUTOR \| 4418d \| `2026-05-28T08:16:01Z` \| 3 \| 0 \| weak \| very high \| medium \| high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `yzhautouskay` \| [profile](https://github.com/yzhautouskay) \| no \| CONTRIBUTOR \| 588d \| `2026-05-28T11:20:40Z` \| 3 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `asomoza` \| [profile](https://github.com/asomoza) \| no \| MEMBER \| 4641d \| `2023-11-10T05:32:15Z` \| 52 \| 12 \| weak \| low \| low \| targets high-star repos \|
	\| `kaixuanliu` \| [profile](https://github.com/kaixuanliu) \| no \| CONTRIBUTOR \| 3976d \| `2025-01-20T00:59:08Z` \| 15 \| 1 \| mixed \| moderate \| low \| high recent PR volume; targets high-star repos \|
	\| `azolotenkov` \| [profile](https://github.com/azolotenkov) \| no \| CONTRIBUTOR \| 1060d \| `2025-03-04T13:58:31Z` \| 7 \| 0 \| strong \| low \| low \| no visible non-self stars; targets high-star repos \|
	\| `zhtmike` \| [profile](https://github.com/zhtmike) \| no \| CONTRIBUTOR \| 4316d \| `2026-03-17T08:08:13Z` \| 6 \| 3 \| mixed \| moderate \| low \| high recent PR volume \|
	\| `JingyaHuang` \| [profile](https://github.com/JingyaHuang) \| no \| MEMBER \| 2783d \| `2022-11-03T10:27:59Z` \| 5 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `SamuelTallet` \| [profile](https://github.com/SamuelTallet) \| no \| CONTRIBUTOR \| 3048d \| `2026-04-18T22:26:11Z` \| 2 \| 5 \| mixed \| low \| low \| — \|
	\| `TheLovesOfLadyPurple` \| [profile](https://github.com/TheLovesOfLadyPurple) \| no \| FIRST_TIME_CONTRIBUTOR \| 289d \| `2026-06-05T00:38:29Z` \| 2 \| 2 \| weak \| low \| low \| young account; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `Boffee` \| [profile](https://github.com/Boffee) \| no \| CONTRIBUTOR \| 4284d \| `2026-06-11T01:41:27Z` \| 2 \| 1 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `feice-huang` \| [profile](https://github.com/feice-huang) \| no \| CONTRIBUTOR \| 1479d \| `2026-04-22T10:38:45Z` \| 2 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `Ace3Z` \| [profile](https://github.com/Ace3Z) \| no \| FIRST_TIME_CONTRIBUTOR \| 2602d \| `2026-05-24T21:27:06Z` \| 2 \| 0 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `adhavan18` \| [profile](https://github.com/adhavan18) \| no \| FIRST_TIME_CONTRIBUTOR \| 1585d \| `2026-06-15T07:15:47Z` \| 2 \| 0 \| mixed \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `adityasingh2400` \| [profile](https://github.com/adityasingh2400) \| no \| NONE \| 2321d \| `2026-05-21T11:20:08Z` \| 2 \| 0 \| weak \| very high \| high \| extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `Alex-Wengg` \| [profile](https://github.com/Alex-Wengg) \| no \| NONE \| 3055d \| `2026-06-21T02:31:56Z` \| 2 \| 0 \| mixed \| moderate \| low \| extremely high recent PR volume \|
	\| `Enderfga` \| [profile](https://github.com/Enderfga) \| no \| CONTRIBUTOR \| 2011d \| `2023-05-08T05:27:53Z` \| 2 \| 0 \| strong \| moderate \| low \| high recent PR volume \|
	\| `gueraf` \| [profile](https://github.com/gueraf) \| no \| FIRST_TIME_CONTRIBUTOR \| 4102d \| `2026-04-27T22:38:24Z` \| 2 \| 0 \| strong \| moderate \| low \| — \|
	\| `KartavyaDikshit` \| [profile](https://github.com/KartavyaDikshit) \| no \| FIRST_TIME_CONTRIBUTOR \| 1742d \| `2026-06-22T08:21:01Z` \| 2 \| 0 \| mixed \| very high \| medium \| extremely high recent PR volume; very broad repo spread \|
	\| `lcheng321` \| [profile](https://github.com/lcheng321) \| no \| CONTRIBUTOR \| 2601d \| `2026-06-20T07:33:42Z` \| 2 \| 0 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `RobbinMarcus` \| [profile](https://github.com/RobbinMarcus) \| no \| CONTRIBUTOR \| 4718d \| `2026-05-03T18:15:59Z` \| 2 \| 0 \| mixed \| low \| low \| many recent closed-unmerged PRs; targets high-star repos \|
	\| `Sunt-ing` \| [profile](https://github.com/Sunt-ing) \| no \| FIRST_TIME_CONTRIBUTOR \| 2845d \| `2026-06-22T14:21:21Z` \| 2 \| 0 \| weak \| moderate \| medium \| high recent PR volume; high open PR share; targets high-star repos \|
	\| `terarachang` \| [profile](https://github.com/terarachang) \| no \| CONTRIBUTOR \| 3934d \| `2026-04-28T06:39:25Z` \| 2 \| 0 \| mixed \| low \| low \| many recent closed-unmerged PRs; targets high-star repos \|
	\| `xodn348` \| [profile](https://github.com/xodn348) \| no \| NONE \| 2380d \| `2026-05-07T07:22:44Z` \| 2 \| 0 \| weak \| very high \| high \| extremely high recent PR volume; very broad repo spread; high open PR share \|
	\| `zxuhan` \| [profile](https://github.com/zxuhan) \| no \| FIRST_TIME_CONTRIBUTOR \| 1020d \| `2026-05-14T19:07:05Z` \| 2 \| 0 \| weak \| high \| medium \| high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `lawrence-cj` \| [profile](https://github.com/lawrence-cj) \| no \| CONTRIBUTOR \| 2459d \| `2023-11-08T08:40:50Z` \| 33 \| 2 \| strong \| low \| low \| — \|
	\| `bghira` \| [profile](https://github.com/bghira) \| no \| CONTRIBUTOR \| 2353d \| `2023-05-13T19:58:56Z` \| 28 \| 45 \| strong \| high \| low \| high recent PR volume; broad repo spread \|
	\| `rootonchair` \| [profile](https://github.com/rootonchair) \| no \| CONTRIBUTOR \| 3478d \| `2023-12-27T03:24:34Z` \| 24 \| 8 \| mixed \| low \| low \| — \|
	\| `Mr-Neutr0n` \| [profile](https://github.com/Mr-Neutr0n) \| no \| FIRST_TIME_CONTRIBUTOR \| 2234d \| `2026-02-07T08:06:58Z` \| 11 \| 0 \| weak \| moderate \| low \| high open PR share \|
	\| `DavidBert` \| [profile](https://github.com/DavidBert) \| no \| CONTRIBUTOR \| 4055d \| `2025-09-26T15:01:33Z` \| 8 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `paulinebm` \| [profile](https://github.com/paulinebm) \| no \| MEMBER \| 871d \| `2024-12-12T10:28:15Z` \| 8 \| 0 \| strong \| very high \| medium \| extremely high recent PR volume; very broad repo spread; no visible non-self stars \|
	\| `RuixiangMa` \| [profile](https://github.com/RuixiangMa) \| no \| CONTRIBUTOR \| 3328d \| `2026-04-02T17:19:18Z` \| 6 \| 0 \| mixed \| low \| low \| high recent PR volume \|
	\| `neo` \| [profile](https://github.com/neo) \| no \| CONTRIBUTOR \| 4253d \| `2023-09-20T21:42:50Z` \| 5 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `catwell` \| [profile](https://github.com/catwell) \| no \| CONTRIBUTOR \| 5921d \| `2024-07-19T08:49:58Z` \| 3 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `chinoll` \| [profile](https://github.com/chinoll) \| no \| CONTRIBUTOR \| 3525d \| `2022-11-02T08:27:54Z` \| 2 \| 3 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `WaterKnight1998` \| [profile](https://github.com/WaterKnight1998) \| no \| CONTRIBUTOR \| 2876d \| `2024-01-11T10:06:01Z` \| 2 \| 2 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `luren55` \| [profile](https://github.com/luren55) \| no \| FIRST_TIME_CONTRIBUTOR \| 1599d \| `2025-10-31T04:34:34Z` \| 2 \| 1 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `ivnvalex` \| [profile](https://github.com/ivnvalex) \| no \| CONTRIBUTOR \| 2629d \| `2026-04-29T16:10:12Z` \| 1 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `LucasSte` \| [profile](https://github.com/LucasSte) \| no \| CONTRIBUTOR \| 2976d \| `2026-03-28T23:48:15Z` \| 1 \| 1 \| mixed \| moderate \| low \| high recent PR volume \|
	\| `ramkumar27072006` \| [profile](https://github.com/ramkumar27072006) \| no \| FIRST_TIME_CONTRIBUTOR \| 543d \| `2026-06-07T03:05:23Z` \| 1 \| 1 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `Sainava` \| [profile](https://github.com/Sainava) \| no \| FIRST_TIME_CONTRIBUTOR \| 869d \| `2026-06-22T18:05:17Z` \| 1 \| 1 \| mixed \| moderate \| low \| — \|
	\| `sjq66` \| [profile](https://github.com/sjq66) \| no \| FIRST_TIME_CONTRIBUTOR \| 1033d \| `2026-06-10T12:14:31Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `tangyanf` \| [profile](https://github.com/tangyanf) \| no \| FIRST_TIME_CONTRIBUTOR \| 3358d \| `2026-06-22T06:54:14Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `ViktoriiaRomanova` \| [profile](https://github.com/ViktoriiaRomanova) \| no \| CONTRIBUTOR \| 1680d \| `2026-04-08T09:26:22Z` \| 1 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `Zhu1116` \| [profile](https://github.com/Zhu1116) \| no \| FIRST_TIMER \| 2178d \| `2025-05-30T08:21:12Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `abhay23-AI` \| [profile](https://github.com/abhay23-AI) \| no \| FIRST_TIME_CONTRIBUTOR \| 519d \| `2026-06-17T17:25:14Z` \| 1 \| 0 \| mixed \| low \| low \| no visible non-self stars; targets high-star repos \|
	\| `Allure2233` \| [profile](https://github.com/Allure2233) \| no \| FIRST_TIMER \| 719d \| `2026-06-22T08:03:05Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `April-Sonnet` \| [profile](https://github.com/April-Sonnet) \| no \| FIRST_TIME_CONTRIBUTOR \| 78d \| `2026-06-22T04:18:41Z` \| 1 \| 0 \| weak \| moderate \| medium \| very new account; high recent PR volume; high open PR share; no visible non-self stars \|
	\| `archievi` \| [profile](https://github.com/archievi) \| no \| FIRST_TIME_CONTRIBUTOR \| 3995d \| `2026-06-14T00:32:24Z` \| 1 \| 0 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `arieleli01212` \| [profile](https://github.com/arieleli01212) \| no \| FIRST_TIME_CONTRIBUTOR \| 407d \| `2026-05-17T18:44:15Z` \| 1 \| 0 \| weak \| high \| medium \| broad repo spread; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `aryanmotgi` \| [profile](https://github.com/aryanmotgi) \| no \| FIRST_TIME_CONTRIBUTOR \| 1809d \| `2026-05-22T02:15:07Z` \| 1 \| 0 \| strong \| high \| medium \| extremely high recent PR volume; broad repo spread \|
	\| `ATOM00blue` \| [profile](https://github.com/ATOM00blue) \| no \| FIRST_TIME_CONTRIBUTOR \| 325d \| `2026-05-22T01:48:23Z` \| 1 \| 0 \| weak \| very high \| medium \| young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `Boogu-Team` \| [profile](https://github.com/Boogu-Team) \| no \| FIRST_TIMER \| 20d \| `2026-06-22T15:55:13Z` \| 1 \| 0 \| weak \| low \| medium \| very new account; high open PR share; targets high-star repos \|
	\| `botbikamordehai2-sketch` \| [profile](https://github.com/botbikamordehai2-sketch) \| no \| FIRST_TIME_CONTRIBUTOR \| 34d \| `2026-05-28T18:12:27Z` \| 1 \| 0 \| weak \| very high \| high \| very new account; high recent PR volume; very broad repo spread; high open PR share \|
	\| `Carlofkl` \| [profile](https://github.com/Carlofkl) \| no \| CONTRIBUTOR \| 2302d \| `2026-05-27T06:16:54Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `ChinChyi` \| [profile](https://github.com/ChinChyi) \| no \| FIRST_TIME_CONTRIBUTOR \| 3098d \| `2026-05-06T17:18:28Z` \| 1 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `Chinmay1220` \| [profile](https://github.com/Chinmay1220) \| no \| FIRST_TIME_CONTRIBUTOR \| 1001d \| `2026-06-13T16:50:00Z` \| 1 \| 0 \| strong \| moderate \| low \| high recent PR volume \|
	\| `CoderSATTY` \| [profile](https://github.com/CoderSATTY) \| no \| FIRST_TIME_CONTRIBUTOR \| 650d \| `2026-05-23T06:54:12Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `david-PHR` \| [profile](https://github.com/david-PHR) \| no \| CONTRIBUTOR \| 1515d \| `2026-04-30T08:17:26Z` \| 1 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `delcenjo` \| [profile](https://github.com/delcenjo) \| no \| FIRST_TIME_CONTRIBUTOR \| 121d \| `2026-06-23T19:06:11Z` \| 1 \| 0 \| strong \| high \| medium \| young account; high recent PR volume; broad repo spread; no visible non-self stars \|
	\| `discobot` \| [profile](https://github.com/discobot) \| no \| FIRST_TIME_CONTRIBUTOR \| 6068d \| `2026-06-13T11:15:56Z` \| 1 \| 0 \| weak \| very high \| medium \| high recent PR volume; very broad repo spread; high open PR share \|
	\| `dparikh79` \| [profile](https://github.com/dparikh79) \| no \| FIRST_TIME_CONTRIBUTOR \| 2871d \| `2026-05-16T22:41:41Z` \| 1 \| 0 \| weak \| high \| medium \| high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `gaurav-init` \| [profile](https://github.com/gaurav-init) \| no \| FIRST_TIME_CONTRIBUTOR \| 1225d \| `2026-06-21T19:11:42Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share \|
	\| `hf-dependantbot-rollout[bot]` \| [profile](https://github.com/hf-dependantbot-rollout[bot]) \| no \| CONTRIBUTOR \| ?d \| `2026-05-26T10:32:00Z` \| 1 \| 0 \| n/a \| n/a \| n/a \| summary unavailable \|
	\| `hoangperry` \| [profile](https://github.com/hoangperry) \| no \| FIRST_TIME_CONTRIBUTOR \| 2993d \| `2026-05-17T09:23:14Z` \| 1 \| 0 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `islem-esi` \| [profile](https://github.com/islem-esi) \| no \| FIRST_TIME_CONTRIBUTOR \| 2315d \| `2026-06-18T11:22:21Z` \| 1 \| 0 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `itzzdeep` \| [profile](https://github.com/itzzdeep) \| no \| FIRST_TIME_CONTRIBUTOR \| 2114d \| `2026-05-11T21:21:31Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `javierdejesusda` \| [profile](https://github.com/javierdejesusda) \| no \| FIRST_TIME_CONTRIBUTOR \| 549d \| `2026-05-24T23:05:02Z` \| 1 \| 0 \| mixed \| high \| medium \| broad repo spread; high open PR share \|
	\| `JinLiIdeogram` \| [profile](https://github.com/JinLiIdeogram) \| no \| NONE \| 979d \| `2026-05-11T18:57:43Z` \| 1 \| 0 \| weak \| low \| low \| many recent closed-unmerged PRs; targets high-star repos \|
	\| `liwd190019` \| [profile](https://github.com/liwd190019) \| no \| CONTRIBUTOR \| 1606d \| `2025-02-04T05:11:43Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `lucasruan1618` \| [profile](https://github.com/lucasruan1618) \| no \| FIRST_TIMER \| 1078d \| `2026-06-17T11:29:47Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `MaciejBalaNV` \| [profile](https://github.com/MaciejBalaNV) \| no \| CONTRIBUTOR \| 737d \| `2026-06-10T13:21:27Z` \| 1 \| 0 \| mixed \| moderate \| low \| — \|
	\| `michaelmanly` \| [profile](https://github.com/michaelmanly) \| no \| FIRST_TIME_CONTRIBUTOR \| 2469d \| `2026-06-16T13:41:22Z` \| 1 \| 0 \| n/a \| low \| low \| no visible non-self stars \|
	\| `nandanadileep` \| [profile](https://github.com/nandanadileep) \| no \| FIRST_TIME_CONTRIBUTOR \| 1413d \| `2026-06-12T08:50:55Z` \| 1 \| 0 \| weak \| very high \| medium \| high recent PR volume; very broad repo spread; high open PR share \|
	\| `Nas01010101` \| [profile](https://github.com/Nas01010101) \| no \| FIRST_TIME_CONTRIBUTOR \| 889d \| `2026-06-21T15:44:05Z` \| 1 \| 0 \| weak \| high \| low \| high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `oab24413gmai` \| [profile](https://github.com/oab24413gmai) \| no \| FIRST_TIME_CONTRIBUTOR \| 46d \| `2026-05-14T04:22:50Z` \| 1 \| 0 \| weak \| very high \| high \| very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `ooovenenoso` \| [profile](https://github.com/ooovenenoso) \| no \| FIRST_TIME_CONTRIBUTOR \| 1262d \| `2026-05-24T12:21:28Z` \| 1 \| 0 \| mixed \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `Paramveersingh-S` \| [profile](https://github.com/Paramveersingh-S) \| no \| FIRST_TIME_CONTRIBUTOR \| 898d \| `2026-06-23T13:34:36Z` \| 1 \| 0 \| weak \| high \| low \| high recent PR volume; broad repo spread; high open PR share \|
	\| `PlagueKind` \| [profile](https://github.com/PlagueKind) \| no \| FIRST_TIME_CONTRIBUTOR \| 41d \| `2026-06-24T18:22:29Z` \| 1 \| 0 \| mixed \| moderate \| medium \| very new account; many recent closed-unmerged PRs; targets high-star repos \|
	\| `porunov` \| [profile](https://github.com/porunov) \| no \| FIRST_TIME_CONTRIBUTOR \| 3755d \| `2026-06-16T12:36:55Z` \| 1 \| 0 \| weak \| moderate \| low \| high open PR share \|
	\| `Praanjaljain29` \| [profile](https://github.com/Praanjaljain29) \| no \| FIRST_TIME_CONTRIBUTOR \| 1089d \| `2026-05-28T02:28:09Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `PrakshaaleJain` \| [profile](https://github.com/PrakshaaleJain) \| yes \| FIRST_TIME_CONTRIBUTOR \| 947d \| `2026-06-24T13:19:25Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `PreethamNoelP` \| [profile](https://github.com/PreethamNoelP) \| no \| FIRST_TIME_CONTRIBUTOR \| 1022d \| `2026-06-10T00:04:40Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `ProgramerSalar` \| [profile](https://github.com/ProgramerSalar) \| no \| FIRST_TIME_CONTRIBUTOR \| 1646d \| `2026-06-05T16:29:56Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `rmatif` \| [profile](https://github.com/rmatif) \| no \| CONTRIBUTOR \| 2185d \| `2026-05-12T16:24:51Z` \| 1 \| 0 \| weak \| moderate \| low \| many recent closed-unmerged PRs \|
	\| `rumitvn` \| [profile](https://github.com/rumitvn) \| no \| FIRST_TIME_CONTRIBUTOR \| 849d \| `2026-06-14T17:28:45Z` \| 1 \| 0 \| mixed \| high \| low \| high recent PR volume; broad repo spread \|
	\| `Shreyas-jk` \| [profile](https://github.com/Shreyas-jk) \| no \| FIRST_TIME_CONTRIBUTOR \| 547d \| `2026-05-08T23:19:21Z` \| 1 \| 0 \| mixed \| low \| low \| no visible non-self stars \|
	\| `st7109` \| [profile](https://github.com/st7109) \| no \| FIRST_TIMER \| 2512d \| `2026-05-28T13:25:48Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `Vitaliy-Pikalo` \| [profile](https://github.com/Vitaliy-Pikalo) \| no \| FIRST_TIME_CONTRIBUTOR \| 636d \| `2026-06-21T03:47:01Z` \| 1 \| 0 \| weak \| high \| low \| broad repo spread; 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: `2026-06-25T05:01:16Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 1196
	- snapshot authored PRs/issues: 1062 PRs / 134 issues
	- snapshot discussion activity: 8271 comments / 7095 reviews / 7395 review comments
	- account age: 3507 days
	- recent public PR activity: 101 PRs (86 merged / 7 closed-unmerged / 8 open; merged rate 85%, closed-unmerged rate 7%, open rate 8%)
	- public orgs: `huggingface`, `all-things-vits`
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: extremely high recent PR volume

	Example artifacts:
	- [PR #14059: [tests] implement base model output caching in model-level tests](https://github.com/huggingface/diffusers/pull/14059) — closed, merged
	- [PR #14058: fix claude code review fix in PRs.](https://github.com/huggingface/diffusers/pull/14058) — closed, merged
	- [PR #13976: [ci] don't remind model authors about linking issues/.](https://github.com/huggingface/diffusers/pull/13976) — closed
	- [Issue #13869: fix underlying issue with `test_from_save_pretrained_dtype_inference` is that the `model.to(dtype)` cast at](https://github.com/huggingface/diffusers/issues/13869) — open
	- [Issue #13713: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/issues/13713) — closed
	- [Issue #13475: QwenImage `has_neg_prompt` derivation](https://github.com/huggingface/diffusers/issues/13475) — closed

	### `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: `2026-06-23T12:12:16Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 397
	- snapshot authored PRs/issues: 383 PRs / 14 issues
	- snapshot discussion activity: 1087 comments / 1539 reviews / 1219 review comments
	- account age: 4403 days
	- recent public PR activity: 12 PRs (10 merged / 1 closed-unmerged / 1 open; merged rate 83%, closed-unmerged rate 8%, open rate 8%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth low, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13966: [WIP] Update `diffusers-cli` for agentic use](https://github.com/huggingface/diffusers/pull/13966) — open
	- [PR #13852: [CI] Fix `torch_device` import in AutoencoderTesterMixin](https://github.com/huggingface/diffusers/pull/13852) — closed, merged
	- [PR #13794: [WIP] Refactor Model Design](https://github.com/huggingface/diffusers/pull/13794) — 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: `2026-06-25T08:53:50Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 349
	- snapshot authored PRs/issues: 311 PRs / 38 issues
	- snapshot discussion activity: 2604 comments / 2977 reviews / 3682 review comments
	- account age: 4019 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: targets high-star repos

	Example artifacts:
	- [PR #14048: [.ai] document single-file model layout and "don't reimplement Diffus…](https://github.com/huggingface/diffusers/pull/14048) — closed, merged
	- [PR #14045: Add Krea 2 (K2) text-to-image pipeline and transformer](https://github.com/huggingface/diffusers/pull/14045) — closed, merged
	- [PR #13982: [.ai doc] Refine .ai attention-mask and component-mutation guidance](https://github.com/huggingface/diffusers/pull/13982) — 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: `2026-06-15T15:36:47Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 221
	- snapshot authored PRs/issues: 215 PRs / 6 issues
	- snapshot discussion activity: 248 comments / 776 reviews / 1611 review comments
	- account age: 2338 days
	- recent public PR activity: 30 PRs (25 merged / 0 closed-unmerged / 5 open; merged rate 83%, closed-unmerged rate 0%, open rate 17%)
	- 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 #13830: [docs] add missing Returns sections to forward/__call__ docstrings](https://github.com/huggingface/diffusers/pull/13830) — closed, merged
	- [PR #13771: [docs] remove pipeline examples section](https://github.com/huggingface/diffusers/pull/13771) — closed, merged
	- [PR #13769: Fix missing forward/__call__ docstring entries](https://github.com/huggingface/diffusers/pull/13769) — 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

	### `hlky`

	- profile: [github.com/hlky](https://github.com/hlky)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahlky)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahlky)
	- repo first seen: `2022-08-22T10:44:45Z`
	- repo last seen: `2026-06-13T22:04:00Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 234
	- snapshot authored PRs/issues: 150 PRs / 84 issues
	- snapshot discussion activity: 559 comments / 418 reviews / 421 review comments
	- account age: 1455 days
	- recent public PR activity: 25 PRs (19 merged / 0 closed-unmerged / 6 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: high recent PR volume; no visible non-self stars

	Example artifacts:
	- [PR #13875: Add TorchAO disk group offload support](https://github.com/huggingface/diffusers/pull/13875) — open
	- [PR #13719: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/pull/13719) — closed, merged
	- [PR #13695: Fix Stable Cascade review issues](https://github.com/huggingface/diffusers/pull/13695) — open
	- [Issue #13656: [meta issue] Systematic model/pipeline review findings / tracking](https://github.com/huggingface/diffusers/issues/13656) — open
	- [Issue #13655: `model_infrastructure` model/pipeline review](https://github.com/huggingface/diffusers/issues/13655) — open
	- [Issue #13654: `model_unets_shared` model/pipeline review](https://github.com/huggingface/diffusers/issues/13654) — 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: `2026-06-23T07:56:35Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 79
	- snapshot authored PRs/issues: 77 PRs / 2 issues
	- snapshot discussion activity: 260 comments / 185 reviews / 146 review comments
	- account age: 2390 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 #13921: Add Ideogram4LoraLoaderMixin (LoRA loading for Ideogram4)](https://github.com/huggingface/diffusers/pull/13921) — closed, merged
	- [PR #13919: Support loading non-diffusers Ideogram4 LoRA checkpoints](https://github.com/huggingface/diffusers/pull/13919) — closed, merged
	- [PR #13788: [LTX 2.3] update docs](https://github.com/huggingface/diffusers/pull/13788) — 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

	### `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: `2026-06-25T07:37:23Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 81
	- snapshot authored PRs/issues: 71 PRs / 10 issues
	- snapshot discussion activity: 392 comments / 1018 reviews / 864 review comments
	- account age: 2368 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: no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #14047: Refactor QKV Fusion Utilities](https://github.com/huggingface/diffusers/pull/14047) — open
	- [PR #13871: Create `TestHooks` generator on `torch_device`](https://github.com/huggingface/diffusers/pull/13871) — closed, merged
	- [PR #13863: [tests] fix anyflow tests layerwise casting](https://github.com/huggingface/diffusers/pull/13863) — closed, merged
	- [Issue #14003: Split Q,K,V vs Fused QKV Projections in diffusers Discussion](https://github.com/huggingface/diffusers/issues/14003) — open
	- [Issue #14002: Support Original Checkpoint-Compatible PEFT Adapters](https://github.com/huggingface/diffusers/issues/14002) — open
	- [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open

	### `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: `2026-06-23T10:07:18Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 66
	- snapshot authored PRs/issues: 66 PRs / 0 issues
	- snapshot discussion activity: 217 comments / 178 reviews / 151 review comments
	- account age: 6611 days
	- recent public PR activity: 32 PRs (18 merged / 3 closed-unmerged / 11 open; merged rate 56%, closed-unmerged rate 9%, open rate 34%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk low
	- heuristic read: high recent PR volume; broad repo spread

	Example artifacts:
	- [PR #13986: [discrete diffusion] Add DiffusionGemma pipeline and schedulers](https://github.com/huggingface/diffusers/pull/13986) — closed, merged
	- [PR #13699: [discrete diffusion] Add dflash pipeline](https://github.com/huggingface/diffusers/pull/13699) — open
	- [PR #13698: [LLADA2] Fix llada2 review #13598](https://github.com/huggingface/diffusers/pull/13698) — 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: `2026-06-01T08:48:01Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 45
	- snapshot authored PRs/issues: 45 PRs / 0 issues
	- snapshot discussion activity: 37 comments / 1 reviews / 1 review comments
	- account age: 2123 days
	- recent public PR activity: 281 PRs (62 merged / 94 closed-unmerged / 125 open; merged rate 22%, closed-unmerged rate 33%, open rate 44%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk medium
	- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13760: Fix FlowMatchEulerDiscreteScheduler double-shift in set_timesteps](https://github.com/huggingface/diffusers/pull/13760) — open
	- [PR #13741: Route SanaTransformer2DModel.forward by time-embed type, not by guidance presence](https://github.com/huggingface/diffusers/pull/13741) — open
	- [PR #13740: Raise ValueError instead of tearing down CUDA when AuraFlow latents exceed pos_embed_max_size](https://github.com/huggingface/diffusers/pull/13740) — open

	### `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: `2026-06-25T03:09:54Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 36
	- snapshot authored PRs/issues: 34 PRs / 2 issues
	- snapshot discussion activity: 116 comments / 32 reviews / 32 review comments
	- account age: 1603 days
	- recent public PR activity: 17 PRs (7 merged / 3 closed-unmerged / 7 open; merged rate 41%, closed-unmerged rate 18%, open rate 41%)
	- 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 #13983: fix(bria_fibo): honor timesteps, fix edit num_images batching, add _no_split_modules, fix docstring](https://github.com/huggingface/diffusers/pull/13983) — open
	- [PR #13981: fix(bria_fibo): fix guidance_embeds, prompt_embeds, tensor-image and multi-image crashes](https://github.com/huggingface/diffusers/pull/13981) — closed, merged
	- [PR #13958: fix(flux): decouple modular flux from classic and qwenimage imports](https://github.com/huggingface/diffusers/pull/13958) — open
	- [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

	### `apolinario`

	- profile: [github.com/apolinario](https://github.com/apolinario)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aapolinario)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aapolinario)
	- repo first seen: `2022-07-20T09:48:08Z`
	- repo last seen: `2026-06-22T21:53:16Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 64
	- snapshot authored PRs/issues: 33 PRs / 31 issues
	- snapshot discussion activity: 113 comments / 74 reviews / 65 review comments
	- account age: 5498 days
	- recent public PR activity: 5 PRs (1 merged / 0 closed-unmerged / 4 open; merged rate 20%, closed-unmerged rate 0%, open rate 80%)
	- public orgs: `redelivre`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14046: Krea 2 LoRA DreamBooth trainer](https://github.com/huggingface/diffusers/pull/14046) — closed, merged
	- [PR #13861: Ideogram4 lora training](https://github.com/huggingface/diffusers/pull/13861) — open
	- [PR #13860: Add structured prompt upsampling to Ideogram4](https://github.com/huggingface/diffusers/pull/13860) — closed, merged
	- [Issue #12159: LoRA loading compatibility with some Qwen Image LoRAs](https://github.com/huggingface/diffusers/issues/12159) — closed
	- [Issue #11702: AccVid LoRA key error when loading with diffusers](https://github.com/huggingface/diffusers/issues/11702) — closed
	- [Issue #9492: Add FLUX image-to-image to `AutoPipelineForImage2Image` ](https://github.com/huggingface/diffusers/issues/9492) — closed

	### `dependabot[bot]`

	- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
	- repo first seen: `2023-12-20T21:14:21Z`
	- repo last seen: `2026-06-24T19:09:11Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 28
	- snapshot authored PRs/issues: 28 PRs / 0 issues
	- snapshot discussion activity: 8 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 'dependabot[bot]'."}]`

	Example artifacts:
	- [PR #14062: Bump the actions group across 1 directory with 16 updates](https://github.com/huggingface/diffusers/pull/14062) — open
	- [PR #14031: Bump the actions group across 1 directory with 17 updates](https://github.com/huggingface/diffusers/pull/14031) — closed
	- [PR #13960: Bump the actions group across 1 directory with 16 updates](https://github.com/huggingface/diffusers/pull/13960) — closed

	### `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: `2026-06-24T06:43:32Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 31
	- snapshot authored PRs/issues: 27 PRs / 4 issues
	- snapshot discussion activity: 90 comments / 32 reviews / 32 review comments
	- account age: 1437 days
	- recent public PR activity: 35 PRs (23 merged / 7 closed-unmerged / 5 open; merged rate 66%, closed-unmerged rate 20%, open rate 14%)
	- 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 #13816: Use `device_map="auto"` in single file tests to support large models on limited GPU memory](https://github.com/huggingface/diffusers/pull/13816) — closed, merged
	- [PR #13777: Fix OOM in WanAnimate BitsAndBytes Training Test](https://github.com/huggingface/diffusers/pull/13777) — closed, merged
	- [PR #13776: Reduce FLUX int8 test peak memory with sequential offload](https://github.com/huggingface/diffusers/pull/13776) — open
	- [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

	### `Anai-Guo`

	- profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAnai-Guo)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAnai-Guo)
	- repo first seen: `2026-04-13T06:56:28Z`
	- repo last seen: `2026-06-13T04:18:26Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 15
	- snapshot authored PRs/issues: 15 PRs / 0 issues
	- snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
	- account age: 46 days
	- recent public PR activity: 137 PRs (35 merged / 57 closed-unmerged / 45 open; merged rate 26%, closed-unmerged rate 42%, open rate 33%)
	- 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; targets high-star repos

	Example artifacts:
	- [PR #13882: fix(tests): dtype-aware reference cast in test_from_save_pretrained_dtype_inference](https://github.com/huggingface/diffusers/pull/13882) — open
	- [PR #13867: fix(cosmos2_5_predict): guard text safety check with isinstance like the video path](https://github.com/huggingface/diffusers/pull/13867) — open
	- [PR #13791: fix(modeling_utils): rename shadowed `tuple` loop var in get_parameter_dtype (#13789)](https://github.com/huggingface/diffusers/pull/13791) — 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: `2026-06-15T11:59:54Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 15
	- snapshot authored PRs/issues: 15 PRs / 0 issues
	- snapshot discussion activity: 34 comments / 13 reviews / 13 review comments
	- account age: 3038 days
	- recent public PR activity: 19 PRs (13 merged / 3 closed-unmerged / 3 open; merged rate 68%, closed-unmerged rate 16%, open rate 16%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13892: fix test_pag_sdxl::StableDiffusionXLPAGPipelineIntegrationTests](https://github.com/huggingface/diffusers/pull/13892) — open
	- [PR #13886: fix marigold depth failure in xpu and A100](https://github.com/huggingface/diffusers/pull/13886) — closed, merged
	- [PR #13856: updatge the test marigold to make it pass in xpu](https://github.com/huggingface/diffusers/pull/13856) — closed, merged

	### `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: `2026-06-20T12:06:22Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 32
	- snapshot authored PRs/issues: 12 PRs / 20 issues
	- snapshot discussion activity: 89 comments / 12 reviews / 14 review comments
	- account age: 628 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 #14010: Fix KeyError for non-attention LoRA sublayers in Flux/Chroma mixture-format converter](https://github.com/huggingface/diffusers/pull/14010) — open, draft
	- [PR #14007: Avoid eager transformers>=5.0.0 requirement for ErnieImage prompt enhancer](https://github.com/huggingface/diffusers/pull/14007) — open
	- [PR #14006: Fix Kohya UNet LoRA key conversion for conv_in/conv_out/time_embedding](https://github.com/huggingface/diffusers/pull/14006) — open, draft
	- [Issue #14009: Kohya->diffusers LoRA key converter fails for Chroma and Flux1, if LoRA is not attention-only](https://github.com/huggingface/diffusers/issues/14009) — open
	- [Issue #14008: from_pretrained fails loading deprecated pipelines](https://github.com/huggingface/diffusers/issues/14008) — open
	- [Issue #14005: _convert_unet_lora_key misses conv_in/conv_out/time_embedding mapping for Kohya UNet LoRAs](https://github.com/huggingface/diffusers/issues/14005) — open

	### `HaozheZhang6`

	- profile: [github.com/HaozheZhang6](https://github.com/HaozheZhang6)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHaozheZhang6)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHaozheZhang6)
	- repo first seen: `2026-06-09T08:45:25Z`
	- repo last seen: `2026-06-23T03:47:35Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 12
	- snapshot authored PRs/issues: 12 PRs / 0 issues
	- snapshot discussion activity: 17 comments / 1 reviews / 1 review comments
	- account age: 2679 days
	- recent public PR activity: 16 PRs (11 merged / 2 closed-unmerged / 3 open; merged rate 69%, closed-unmerged rate 12%, open rate 19%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13953: Add from_single_file support for HunyuanVideo15Transformer3DModel](https://github.com/huggingface/diffusers/pull/13953) — open
	- [PR #13946: Add from_single_file support for SkyReelsV2 and ChronoEdit transformers](https://github.com/huggingface/diffusers/pull/13946) — open
	- [PR #13944: ovis_image: fix guidance_scale / max_sequence_length / batched CFG / precomputed embeds + add pipeline test](https://github.com/huggingface/diffusers/pull/13944) — open

	### `Dev-X25874`

	- profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-X25874)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-X25874)
	- repo first seen: `2026-05-12T02:45:59Z`
	- repo last seen: `2026-06-17T05:38:01Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 11
	- snapshot authored PRs/issues: 11 PRs / 0 issues
	- snapshot discussion activity: 14 comments / 1 reviews / 1 review comments
	- account age: 20 days
	- recent public PR activity: 106 PRs (27 merged / 32 closed-unmerged / 47 open; merged rate 25%, closed-unmerged rate 30%, open rate 44%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars

	Example artifacts:
	- [PR #13973: Fix clip_skip being ignored for negative prompt embeddings in SDXL pipelines](https://github.com/huggingface/diffusers/pull/13973) — open
	- [PR #13806: [fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval](https://github.com/huggingface/diffusers/pull/13806) — open
	- [PR #13797: [DreamBooth SDXL LoRA] Apply SNR min-weighting to prior preservation loss when snr_gamma is set](https://github.com/huggingface/diffusers/pull/13797) — open

	### `Whning0513`

	- profile: [github.com/Whning0513](https://github.com/Whning0513)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AWhning0513)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AWhning0513)
	- repo first seen: `2026-06-19T06:35:46Z`
	- repo last seen: `2026-06-20T06:52:01Z`
	- 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: 2 comments / 0 reviews / 0 review comments
	- account age: 1037 days
	- recent public PR activity: 146 PRs (0 merged / 61 closed-unmerged / 85 open; merged rate 0%, closed-unmerged rate 42%, open rate 58%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share

	Example artifacts:
	- [PR #13997: Fix LoKr format LoRA weight loading for Flux2 pipelines](https://github.com/huggingface/diffusers/pull/13997) — closed
	- [PR #13996: Fix Flux2LoraLoaderMixin crash on modular pipeline sub-pipes](https://github.com/huggingface/diffusers/pull/13996) — open
	- [PR #13995: Fix set_attention_backend skipping hub kernel download](https://github.com/huggingface/diffusers/pull/13995) — open

	### `srlynch1`

	- profile: [github.com/srlynch1](https://github.com/srlynch1)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asrlynch1)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asrlynch1)
	- repo first seen: `2026-06-21T11:26:07Z`
	- repo last seen: `2026-06-21T11:29:14Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 8
	- snapshot authored PRs/issues: 8 PRs / 0 issues
	- snapshot discussion activity: 8 comments / 0 reviews / 0 review comments
	- account age: 2777 days
	- recent public PR activity: 68 PRs (53 merged / 11 closed-unmerged / 4 open; merged rate 78%, closed-unmerged rate 16%, open rate 6%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #14024: Add SD3 attention masks for text padding tokens (#8673)](https://github.com/huggingface/diffusers/pull/14024) — closed
	- [PR #14023: Fix context parallel padding for indivisible sequence lengths (#12568)](https://github.com/huggingface/diffusers/pull/14023) — closed
	- [PR #14022: Support multiple ControlNet-XS adapters (#8434)](https://github.com/huggingface/diffusers/pull/14022) — closed

	### `Liauuu`

	- profile: [github.com/Liauuu](https://github.com/Liauuu)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ALiauuu)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ALiauuu)
	- repo first seen: `2026-06-13T16:59:29Z`
	- repo last seen: `2026-06-16T03:48:53Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 6 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 291 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: young account; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13969: Fix CUDA synchronization bottleneck in LCMScheduler (#9485)](https://github.com/huggingface/diffusers/pull/13969) — closed
	- [PR #13964: fix(pipeline): preserve original pipeline dtype in from_pipe() by default](https://github.com/huggingface/diffusers/pull/13964) — closed
	- [PR #13959: Fix silent feature mixing bug in IP-Adapter batch processing by removing redundant batch_size multiplication (#9813)](https://github.com/huggingface/diffusers/pull/13959) — closed

	### `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: `2026-05-27T16:14:19Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 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 #13817: chore: update serge_review.yml](https://github.com/huggingface/diffusers/pull/13817) — open
	- [PR #13737: chore: update serge_review.yml](https://github.com/huggingface/diffusers/pull/13737) — open
	- [PR #13685: chore: update pr_labeler.yml](https://github.com/huggingface/diffusers/pull/13685) — closed, merged

	### `tarekziade`

	- profile: [github.com/tarekziade](https://github.com/tarekziade)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atarekziade)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atarekziade)
	- repo first seen: `2026-05-13T07:23:25Z`
	- repo last seen: `2026-06-18T15:39:37Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 7 comments / 10 reviews / 7 review comments
	- account age: 5880 days
	- recent public PR activity: 72 PRs (32 merged / 7 closed-unmerged / 33 open; merged rate 44%, closed-unmerged rate 10%, open rate 46%)
	- public orgs: `AFPy`, `faitmain`, `circus-tent`
	- 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 #13987: ci: use hosted runners](https://github.com/huggingface/diffusers/pull/13987) — closed, merged
	- [PR #13884: switch to a webhook](https://github.com/huggingface/diffusers/pull/13884) — closed, merged
	- [PR #13836: moved to a webhook](https://github.com/huggingface/diffusers/pull/13836) — closed, merged

	### `wunianze666-netizen`

	- profile: [github.com/wunianze666-netizen](https://github.com/wunianze666-netizen)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awunianze666-netizen)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awunianze666-netizen)
	- repo first seen: `2026-06-08T14:18:35Z`
	- repo last seen: `2026-06-14T17:22:40Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 295 days
	- recent public PR activity: 3 PRs (0 merged / 1 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 33%, open rate 67%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: young account; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13950: Clarify LTX2 pipeline docs and examples](https://github.com/huggingface/diffusers/pull/13950) — open
	- [PR #13939: Log VQ remapping configuration through the model logger](https://github.com/huggingface/diffusers/pull/13939) — open
	- [PR #13936: Log WanAnimate interpolation resizing as a warning](https://github.com/huggingface/diffusers/pull/13936) — open

	### `taivu1998`

	- profile: [github.com/taivu1998](https://github.com/taivu1998)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ataivu1998)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ataivu1998)
	- repo first seen: `2026-05-10T11:20:33Z`
	- repo last seen: `2026-05-10T11:23:21Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2693 days
	- recent public PR activity: 204 PRs (29 merged / 41 closed-unmerged / 134 open; merged rate 14%, closed-unmerged rate 20%, open rate 66%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars

	Example artifacts:
	- [PR #13711: Fix shared transformer masks and temporal output channels](https://github.com/huggingface/diffusers/pull/13711) — open
	- [PR #13710: Add opt-in Exclusive Self Attention support](https://github.com/huggingface/diffusers/pull/13710) — open
	- [PR #13709: Fix model infrastructure edge cases](https://github.com/huggingface/diffusers/pull/13709) — open

	### `TheChyeahhh`

	- profile: [github.com/TheChyeahhh](https://github.com/TheChyeahhh)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ATheChyeahhh)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ATheChyeahhh)
	- repo first seen: `2026-05-29T21:09:17Z`
	- repo last seen: `2026-05-29T23:35:05Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 82 days
	- recent public PR activity: 38 PRs (0 merged / 4 closed-unmerged / 34 open; merged rate 0%, closed-unmerged rate 11%, open rate 89%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk medium
	- heuristic read: very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13842: Fix typos found by codespell](https://github.com/huggingface/diffusers/pull/13842) — open
	- [PR #13841: Fix typo: maxmium -> maximum in memory optimization docs](https://github.com/huggingface/diffusers/pull/13841) — open
	- [PR #13839: Fix stale docstring in KarrasVeScheduler.step_correct](https://github.com/huggingface/diffusers/pull/13839) — open

	### `atharvajoshi10`

	- profile: [github.com/atharvajoshi10](https://github.com/atharvajoshi10)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aatharvajoshi10)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aatharvajoshi10)
	- repo first seen: `2026-05-27T21:18:03Z`
	- repo last seen: `2026-06-23T17:31:06Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 3 PRs / 1 issues
	- snapshot discussion activity: 0 comments / 3 reviews / 3 review comments
	- account age: 3244 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 #14054: Cosmos3 context parallel](https://github.com/huggingface/diffusers/pull/14054) — open, draft
	- [PR #13924: multi-GPU VAE Fix for Cosmos 3](https://github.com/huggingface/diffusers/pull/13924) — open
	- [PR #13818: Adding Cosmos 3 to Diffusers](https://github.com/huggingface/diffusers/pull/13818) — closed, merged
	- [Issue #14041: Finalize Guidelines for Ulysses based context parallel attention](https://github.com/huggingface/diffusers/issues/14041) — open

	### `gagandhakrey`

	- profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agagandhakrey)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agagandhakrey)
	- repo first seen: `2026-06-01T10:21:42Z`
	- repo last seen: `2026-06-09T02:10:29Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 5 comments / 1 reviews / 1 review comments
	- account age: 2330 days
	- recent public PR activity: 18 PRs (4 merged / 8 closed-unmerged / 6 open; merged rate 22%, closed-unmerged rate 44%, open rate 33%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13890: fix(attention): correct XLA flash attention availability check and in…](https://github.com/huggingface/diffusers/pull/13890) — open
	- [PR #13854: Fix resource leak in load_video GIF handling](https://github.com/huggingface/diffusers/pull/13854) — open
	- [PR #13851: Fix duplicate safetensors.load_file call in _onload_from_disk when st…](https://github.com/huggingface/diffusers/pull/13851) — closed, merged

	### `jbbqqf`

	- profile: [github.com/jbbqqf](https://github.com/jbbqqf)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajbbqqf)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajbbqqf)
	- repo first seen: `2026-05-10T09:20:21Z`
	- repo last seen: `2026-05-22T07:11:13Z`
	- 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: 6 comments / 0 reviews / 0 review comments
	- account age: 4301 days
	- recent public PR activity: 352 PRs (17 merged / 68 closed-unmerged / 267 open; merged rate 5%, closed-unmerged rate 19%, open rate 76%)
	- public orgs: `just-escape`
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share

	Example artifacts:
	- [PR #13706: Fix double timestep shifting in `FlowMatchEulerDiscreteScheduler.set_timesteps` (#13243)](https://github.com/huggingface/diffusers/pull/13706) — open
	- [PR #13705: Validate `num_inference_steps > 0` in `DDPMScheduler.set_timesteps` (#13394)](https://github.com/huggingface/diffusers/pull/13705) — open
	- [PR #13704: Guard against zero `std_cfg` in `rescale_noise_cfg` (#13425)](https://github.com/huggingface/diffusers/pull/13704) — open

	### `Jefsky`

	- profile: [github.com/Jefsky](https://github.com/Jefsky)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJefsky)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJefsky)
	- repo first seen: `2026-05-28T08:16:01Z`
	- repo last seen: `2026-06-21T20:11:41Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
	- account age: 4418 days
	- recent public PR activity: 82 PRs (13 merged / 32 closed-unmerged / 37 open; merged rate 16%, closed-unmerged rate 39%, open rate 45%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk medium
	- heuristic read: high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14029: Fix kohya FLUX CLIP text-encoder LoRA loading under transformers>=5 (#13984)](https://github.com/huggingface/diffusers/pull/14029) — open
	- [PR #13846: Fix incorrect batch temporal IDs for cond_model_input in dreambooth flux2 img2img](https://github.com/huggingface/diffusers/pull/13846) — open
	- [PR #13821: fix(dreambooth): correct batch handling in _prepare_image_ids for flux2 img2img](https://github.com/huggingface/diffusers/pull/13821) — open

	### `yzhautouskay`

	- profile: [github.com/yzhautouskay](https://github.com/yzhautouskay)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayzhautouskay)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayzhautouskay)
	- repo first seen: `2026-05-28T11:20:40Z`
	- repo last seen: `2026-06-23T16:46:42Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 6 reviews / 6 review comments
	- account age: 588 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 #14053: Transfer capability to Cosmos3 pipeline](https://github.com/huggingface/diffusers/pull/14053) — open
	- [PR #13896: Add Cosmos3 video2video generation support](https://github.com/huggingface/diffusers/pull/13896) — closed, merged
	- [PR #13823: Add Cosmos3 action generation support](https://github.com/huggingface/diffusers/pull/13823) — closed, merged

	### `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: `2026-06-23T01:11:22Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 64
	- snapshot authored PRs/issues: 52 PRs / 12 issues
	- snapshot discussion activity: 1326 comments / 261 reviews / 206 review comments
	- account age: 4641 days
	- recent public PR activity: 3 PRs (1 merged / 1 closed-unmerged / 1 open; merged rate 33%, closed-unmerged rate 33%, open rate 33%)
	- public orgs: `huggingface`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: targets high-star repos

	Example artifacts:
	- [PR #13843: [fix] CLIPTextModel with transformers >= 5.6 and from_single_file](https://github.com/huggingface/diffusers/pull/13843) — closed, merged
	- [PR #13575: [Ernie-Image] Add lora support](https://github.com/huggingface/diffusers/pull/13575) — closed, merged
	- [PR #13427: [torchao] Fix `record_stream` with torchao and group offloading](https://github.com/huggingface/diffusers/pull/13427) — closed, draft
	- [Issue #13903: [Anima] Add img2img capability](https://github.com/huggingface/diffusers/issues/13903) — open
	- [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

	### `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: `2026-06-25T07:26:28Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 16
	- snapshot authored PRs/issues: 15 PRs / 1 issues
	- snapshot discussion activity: 45 comments / 9 reviews / 9 review comments
	- account age: 3976 days
	- recent public PR activity: 49 PRs (37 merged / 9 closed-unmerged / 3 open; merged rate 76%, closed-unmerged rate 18%, open rate 6%)
	- 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 #14050: fix #14063 for Kandinsky5 pipeline load with device_map=balanced](https://github.com/huggingface/diffusers/pull/14050) — open
	- [PR #13766: fix device mismatch issue for HiDreamTransformerTests](https://github.com/huggingface/diffusers/pull/13766) — closed, merged
	- [PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests](https://github.com/huggingface/diffusers/pull/13534) — closed, merged
	- [Issue #14063: Kandinsky5 pipeline does not support device_map=balanced](https://github.com/huggingface/diffusers/issues/14063) — 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: `2026-06-03T17:59:59Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 7
	- snapshot authored PRs/issues: 7 PRs / 0 issues
	- snapshot discussion activity: 12 comments / 10 reviews / 10 review comments
	- account age: 1060 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: no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13857: Add Flux2 DreamBooth prior preservation tests](https://github.com/huggingface/diffusers/pull/13857) — open
	- [PR #13712: Allow bucket reshuffling with DreamBooth caches](https://github.com/huggingface/diffusers/pull/13712) — closed, merged
	- [PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering](https://github.com/huggingface/diffusers/pull/13441) — closed, merged

	### `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: `2026-06-12T06:46:39Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 9
	- snapshot authored PRs/issues: 6 PRs / 3 issues
	- snapshot discussion activity: 25 comments / 47 reviews / 47 review comments
	- account age: 4316 days
	- recent public PR activity: 67 PRs (42 merged / 20 closed-unmerged / 5 open; merged rate 63%, closed-unmerged rate 30%, open rate 7%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13809: add SP support for `_flash_3_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13809) — open
	- [PR #13756: Fix the QwenImage Attention mask under Ulysses SP](https://github.com/huggingface/diffusers/pull/13756) — closed, merged
	- [PR #13479: add SP support for `flash_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13479) — closed, merged
	- [Issue #13696: [bug] The mask is not correctly sharded for QwenImageTransformer + Ulysses SP](https://github.com/huggingface/diffusers/issues/13696) — closed
	- [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

	### `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: `2026-06-22T14:50:43Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 7 comments / 9 reviews / 14 review comments
	- account age: 2783 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 #14039: [TPU] Initial TorchTPU backend integration (eager + torch.compile)](https://github.com/huggingface/diffusers/pull/14039) — open, draft
	- [PR #13718: [Neuron] Add tensor parallel support for Neuron backend](https://github.com/huggingface/diffusers/pull/13718) — open
	- [PR #13485: [Neuron] Enable `torch.compile` compatibility with Neuron device](https://github.com/huggingface/diffusers/pull/13485) — closed, merged

	### `SamuelTallet`

	- profile: [github.com/SamuelTallet](https://github.com/SamuelTallet)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASamuelTallet)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASamuelTallet)
	- repo first seen: `2026-04-18T22:26:11Z`
	- repo last seen: `2026-06-23T21:20:15Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 7
	- snapshot authored PRs/issues: 2 PRs / 5 issues
	- snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
	- account age: 3048 days
	- recent public PR activity: 3 PRs (2 merged / 0 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 0%, open rate 33%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13980: Enable LoRA loading on `Ideogram4ModularPipeline`](https://github.com/huggingface/diffusers/pull/13980) — closed, merged
	- [PR #13948: Enable LoRA loading on `ErnieImageModularPipeline`](https://github.com/huggingface/diffusers/pull/13948) — closed, merged
	- [Issue #14056: Modular pipeline: Krea 2](https://github.com/huggingface/diffusers/issues/14056) — open
	- [Issue #13979: Can't use `load_lora_weights()` on `Ideogram4ModularPipeline`](https://github.com/huggingface/diffusers/issues/13979) — closed
	- [Issue #13967: Can't use `load_lora_weights()` on `ErnieImageModularPipeline`](https://github.com/huggingface/diffusers/issues/13967) — closed

	### `TheLovesOfLadyPurple`

	- profile: [github.com/TheLovesOfLadyPurple](https://github.com/TheLovesOfLadyPurple)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ATheLovesOfLadyPurple)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ATheLovesOfLadyPurple)
	- repo first seen: `2026-06-05T00:38:29Z`
	- repo last seen: `2026-06-24T23:13:33Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 2 PRs / 2 issues
	- snapshot discussion activity: 14 comments / 0 reviews / 0 review comments
	- account age: 289 days
	- recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: young account; high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #14011: fix rf time scheduler problem](https://github.com/huggingface/diffusers/pull/14011) — open
	- [PR #13868: fix the bug on the leading time schedule](https://github.com/huggingface/diffusers/pull/13868) — closed, draft
	- [Issue #14013: A bug on the set_timesteps function of the FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/issues/14013) — open
	- [Issue #13887: When use UniPCMultistepScheduler as the ODE solver, and input different num_inference_steps in StableDiffusionXLPipeline, the first inference step is wrong](https://github.com/huggingface/diffusers/issues/13887) — open

	### `Boffee`

	- profile: [github.com/Boffee](https://github.com/Boffee)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABoffee)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABoffee)
	- repo first seen: `2026-06-11T01:41:27Z`
	- repo last seen: `2026-06-12T19:52:08Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 2 PRs / 1 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 4284 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 #13931: Fix LTX2 connector token/register layout (regression from #13564)](https://github.com/huggingface/diffusers/pull/13931) — closed, merged
	- [PR #13918: Cast LTX2 scale_shift tables to the activation dtype at use site](https://github.com/huggingface/diffusers/pull/13918) — closed
	- [Issue #13930: LTX2 text connectors pass reversed prompt tokens and misplaced registers to the transformer (regression from #13564)](https://github.com/huggingface/diffusers/issues/13930) — closed

	### `feice-huang`

	- profile: [github.com/feice-huang](https://github.com/feice-huang)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Afeice-huang)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Afeice-huang)
	- repo first seen: `2026-04-22T10:38:45Z`
	- repo last seen: `2026-06-10T12:07:37Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 2 PRs / 1 issues
	- snapshot discussion activity: 14 comments / 19 reviews / 19 review comments
	- account age: 1479 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 #13908: [feat] JoyAI-Echo support](https://github.com/huggingface/diffusers/pull/13908) — closed
	- [PR #13726: [docs] add docs for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/pull/13726) — closed, merged
	- [Issue #13907: Support for JoyAI-Echo](https://github.com/huggingface/diffusers/issues/13907) — closed

	### `Ace3Z`

	- profile: [github.com/Ace3Z](https://github.com/Ace3Z)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAce3Z)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAce3Z)
	- repo first seen: `2026-05-24T21:27:06Z`
	- repo last seen: `2026-05-29T12:24:29Z`
	- 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: 2602 days
	- recent public PR activity: 16 PRs (2 merged / 1 closed-unmerged / 13 open; merged rate 12%, closed-unmerged rate 6%, open rate 81%)
	- 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 #13804: fix(ernie_image): pass attn_mask=None when text is unpadded](https://github.com/huggingface/diffusers/pull/13804) — closed
	- [PR #13802: fix(ernie-image): pass attn_mask=None when text is unpadded](https://github.com/huggingface/diffusers/pull/13802) — open

	### `adhavan18`

	- profile: [github.com/adhavan18](https://github.com/adhavan18)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadhavan18)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadhavan18)
	- repo first seen: `2026-06-15T07:15:47Z`
	- repo last seen: `2026-06-15T07:55:45Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1585 days
	- recent public PR activity: 8 PRs (4 merged / 0 closed-unmerged / 4 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13963: fix(modeling): remove tuple builtin shadow and raise on empty dtype in get_parameter_dtype](https://github.com/huggingface/diffusers/pull/13963) — open
	- [PR #13962: fix(scheduler): store sigma_min/max before shifting to prevent double-shift in FlowMatchEulerDiscreteScheduler (#13243)](https://github.com/huggingface/diffusers/pull/13962) — open

	### `adityasingh2400`

	- profile: [github.com/adityasingh2400](https://github.com/adityasingh2400)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadityasingh2400)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadityasingh2400)
	- repo first seen: `2026-05-21T11:20:08Z`
	- repo last seen: `2026-05-21T11:22:41Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2321 days
	- recent public PR activity: 335 PRs (81 merged / 102 closed-unmerged / 152 open; merged rate 24%, closed-unmerged rate 30%, open rate 45%)
	- 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 #13784: Point users at AOBaseConfig replacement when passing string quant_type to TorchAoConfig](https://github.com/huggingface/diffusers/pull/13784) — closed
	- [PR #13783: Fix AttentionModuleMixin.set_attention_backend skipping hub kernel download](https://github.com/huggingface/diffusers/pull/13783) — closed

	### `Alex-Wengg`

	- profile: [github.com/Alex-Wengg](https://github.com/Alex-Wengg)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAlex-Wengg)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAlex-Wengg)
	- repo first seen: `2026-06-21T02:31:56Z`
	- repo last seen: `2026-06-21T04:30:47Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 3055 days
	- recent public PR activity: 136 PRs (113 merged / 19 closed-unmerged / 4 open; merged rate 83%, closed-unmerged rate 14%, open rate 3%)
	- public orgs: `job-pulse`, `slipboxai`, `FluidInference`
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: extremely high recent PR volume

	Example artifacts:
	- [PR #14016: Fix flash-attn2 hub-kernel attribute names in attention dispatch (#14012)](https://github.com/huggingface/diffusers/pull/14016) — closed
	- [PR #14014: Fix kohya FLUX CLIP text-encoder LoRA loading under transformers>=5 (#13984)](https://github.com/huggingface/diffusers/pull/14014) — closed

	### `Enderfga`

	- profile: [github.com/Enderfga](https://github.com/Enderfga)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AEnderfga)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AEnderfga)
	- repo first seen: `2023-05-08T05:27:53Z`
	- repo last seen: `2026-05-27T15:19:26Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 14 comments / 43 reviews / 43 review comments
	- account age: 2011 days
	- recent public PR activity: 38 PRs (32 merged / 3 closed-unmerged / 3 open; merged rate 84%, closed-unmerged rate 8%, open rate 8%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13792: [AnyFlow] FAR: standalone causal-mask builder + torch.compile follow-up](https://github.com/huggingface/diffusers/pull/13792) — closed, merged
	- [PR #13745: Add AnyFlow Any-Step Video Diffusion Pipelines (Bidirectional + FAR Causal)](https://github.com/huggingface/diffusers/pull/13745) — closed, merged

	### `gueraf`

	- profile: [github.com/gueraf](https://github.com/gueraf)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agueraf)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agueraf)
	- repo first seen: `2026-04-27T22:38:24Z`
	- repo last seen: `2026-05-18T12:44:21Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
	- account age: 4102 days
	- recent public PR activity: 11 PRs (8 merged / 0 closed-unmerged / 3 open; merged rate 73%, closed-unmerged rate 0%, open rate 27%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13681: Add a (rolling) KV cache for Wan models to enable autoregressive rollouts ("SelfForcing-style").](https://github.com/huggingface/diffusers/pull/13681) — open
	- [PR #13569: Add rolling KV cache hook](https://github.com/huggingface/diffusers/pull/13569) — open, draft

	### `KartavyaDikshit`

	- profile: [github.com/KartavyaDikshit](https://github.com/KartavyaDikshit)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AKartavyaDikshit)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AKartavyaDikshit)
	- repo first seen: `2026-06-22T08:21:01Z`
	- repo last seen: `2026-06-22T09:05:22Z`
	- 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: 0 comments / 0 reviews / 0 review comments
	- account age: 1742 days
	- recent public PR activity: 122 PRs (60 merged / 14 closed-unmerged / 48 open; merged rate 49%, closed-unmerged rate 11%, open rate 39%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth very high, automation risk medium
	- heuristic read: extremely high recent PR volume; very broad repo spread

	Example artifacts:
	- [PR #14036: fix: ensure custom timesteps are consistent with sigmas in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/14036) — open
	- [PR #14035: fix: handle CLIP text_model prefix change in transformers>=5 for FLUX LoRA loading](https://github.com/huggingface/diffusers/pull/14035) — open

	### `lcheng321`

	- profile: [github.com/lcheng321](https://github.com/lcheng321)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alcheng321)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alcheng321)
	- repo first seen: `2026-06-20T07:33:42Z`
	- repo last seen: `2026-06-21T17:43:13Z`
	- 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: 2601 days
	- recent public PR activity: 11 PRs (0 merged / 1 closed-unmerged / 10 open; merged rate 0%, closed-unmerged rate 9%, open rate 91%)
	- 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 #14027: fix(mag_cache): correct per-transformer step count for dual-transformer pipelines](https://github.com/huggingface/diffusers/pull/14027) — open
	- [PR #14001: [Fix] Fix three final_layer LoRA conversion bugs in _convert_sd_scripts_to_ai_toolkit](https://github.com/huggingface/diffusers/pull/14001) — closed, merged

	### `RobbinMarcus`

	- profile: [github.com/RobbinMarcus](https://github.com/RobbinMarcus)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARobbinMarcus)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARobbinMarcus)
	- repo first seen: `2026-05-03T18:15:59Z`
	- repo last seen: `2026-05-04T19:16:57Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 4718 days
	- recent public PR activity: 2 PRs (1 merged / 1 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: many recent closed-unmerged PRs; targets high-star repos

	Example artifacts:
	- [PR #13678: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13678) — closed, merged
	- [PR #13677: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13677) — closed

	### `Sunt-ing`

	- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASunt-ing)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASunt-ing)
	- repo first seen: `2026-06-22T14:21:21Z`
	- repo last seen: `2026-06-22T20:03:19Z`
	- 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: 2845 days
	- recent public PR activity: 71 PRs (23 merged / 6 closed-unmerged / 42 open; merged rate 32%, closed-unmerged rate 8%, open rate 59%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk medium
	- heuristic read: high recent PR volume; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14043: Fix clip_skip AttributeError on Stable Diffusion pipelines with transformers>=5.6](https://github.com/huggingface/diffusers/pull/14043) — open
	- [PR #14038: Fix group offloading for quanto-quantized models and the use_stream path for quantized tensor subclasses](https://github.com/huggingface/diffusers/pull/14038) — open

	### `terarachang`

	- profile: [github.com/terarachang](https://github.com/terarachang)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aterarachang)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aterarachang)
	- repo first seen: `2026-04-28T06:39:25Z`
	- repo last seen: `2026-05-07T18:13:51Z`
	- 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 / 6 reviews / 6 review comments
	- account age: 3934 days
	- recent public PR activity: 2 PRs (1 merged / 1 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: many recent closed-unmerged PRs; targets high-star repos

	Example artifacts:
	- [PR #13664: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13664) — closed, merged
	- [PR #13573: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13573) — closed

	### `xodn348`

	- profile: [github.com/xodn348](https://github.com/xodn348)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axodn348)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axodn348)
	- repo first seen: `2026-05-07T07:22:44Z`
	- repo last seen: `2026-05-13T09:19:39Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2380 days
	- recent public PR activity: 319 PRs (109 merged / 52 closed-unmerged / 158 open; merged rate 34%, closed-unmerged rate 16%, open rate 50%)
	- 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

	Example artifacts:
	- [PR #13742: fix(dynamic_modules): enforce trust_remote_code for community pipeline branch](https://github.com/huggingface/diffusers/pull/13742) — closed
	- [PR #13688: fix(deepfloyd_if): remove @torch.no_grad() from encode_prompt in all IF variants](https://github.com/huggingface/diffusers/pull/13688) — closed

	### `zxuhan`

	- profile: [github.com/zxuhan](https://github.com/zxuhan)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azxuhan)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azxuhan)
	- repo first seen: `2026-05-14T19:07:05Z`
	- repo last seen: `2026-05-14T19:39:53Z`
	- 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: 1020 days
	- recent public PR activity: 60 PRs (11 merged / 21 closed-unmerged / 28 open; merged rate 18%, closed-unmerged rate 35%, open rate 47%)
	- 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 #13755: [pipelines] fix SD3 crash with pre-computed prompt_embeds and num_images_per_prompt](https://github.com/huggingface/diffusers/pull/13755) — open
	- [PR #13754: [schedulers] fix RecursionError in CosineDPMSolverMultistepScheduler](https://github.com/huggingface/diffusers/pull/13754) — open

	### `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: `2026-06-18T03:26:35Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 35
	- snapshot authored PRs/issues: 33 PRs / 2 issues
	- snapshot discussion activity: 147 comments / 76 reviews / 75 review comments
	- account age: 2459 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 #13881: Add SANA-WM camera-controlled image-to-video pipeline](https://github.com/huggingface/diffusers/pull/13881) — open
	- [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
	- [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

	### `bghira`

	- profile: [github.com/bghira](https://github.com/bghira)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abghira)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abghira)
	- repo first seen: `2023-05-13T19:58:56Z`
	- repo last seen: `2026-06-22T23:56:02Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 73
	- snapshot authored PRs/issues: 28 PRs / 45 issues
	- snapshot discussion activity: 971 comments / 241 reviews / 248 review comments
	- account age: 2353 days
	- recent public PR activity: 94 PRs (82 merged / 4 closed-unmerged / 8 open; merged rate 87%, closed-unmerged rate 4%, open rate 9%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth high, automation risk low
	- heuristic read: high recent PR volume; broad repo spread

	Example artifacts:
	- [PR #14000: fa3 varlen return type should be tested before unpacking](https://github.com/huggingface/diffusers/pull/14000) — open
	- [PR #10543: LTXPipeline should tolerate torch.Generator on CPU by generating the latents on the device where the Generator is](https://github.com/huggingface/diffusers/pull/10543) — closed
	- [PR #9880: add skip_layers argument to SD3 transformer model class](https://github.com/huggingface/diffusers/pull/9880) — closed, merged
	- [Issue #14012: attention dispatcher assumes wrong attributes for flash attn kernel from hub](https://github.com/huggingface/diffusers/issues/14012) — open
	- [Issue #13999: Flash Attention 3 varlen wrapper assumes output is a tuple](https://github.com/huggingface/diffusers/issues/13999) — open
	- [Issue #12610: Quanto + Group Offload causes device mismatch error (weights on cpu, mat1 on gpu)](https://github.com/huggingface/diffusers/issues/12610) — open

	### `rootonchair`

	- profile: [github.com/rootonchair](https://github.com/rootonchair)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arootonchair)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arootonchair)
	- repo first seen: `2023-12-27T03:24:34Z`
	- repo last seen: `2026-05-28T08:51:55Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 32
	- snapshot authored PRs/issues: 24 PRs / 8 issues
	- snapshot discussion activity: 107 comments / 40 reviews / 40 review comments
	- account age: 3478 days
	- recent public PR activity: 3 PRs (2 merged / 0 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 0%, open rate 33%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13730: Fix redundant Z-Image terminal timestep](https://github.com/huggingface/diffusers/pull/13730) — closed, merged
	- [PR #12934: LTX2 distilled checkpoint support](https://github.com/huggingface/diffusers/pull/12934) — closed, merged
	- [PR #10488: Implement framewise encoding/decoding in LTX Video VAE](https://github.com/huggingface/diffusers/pull/10488) — closed, merged
	- [Issue #13232: LTX-2.3 Support](https://github.com/huggingface/diffusers/issues/13232) — closed
	- [Issue #8686: `SDXLCFGCutoffCallback` does not work with `StableDiffusionXLControlNetPipeline`](https://github.com/huggingface/diffusers/issues/8686) — closed
	- [Issue #7985: IPAdapter not compatible to torch.compile ](https://github.com/huggingface/diffusers/issues/7985) — 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: `2026-06-12T08:56:43Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 11
	- snapshot authored PRs/issues: 11 PRs / 0 issues
	- snapshot discussion activity: 13 comments / 0 reviews / 0 review comments
	- account age: 2234 days
	- recent public PR activity: 7 PRs (1 merged / 0 closed-unmerged / 6 open; merged rate 14%, closed-unmerged rate 0%, open rate 86%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #13927: Fix #13094: fix: correct Z-Image guidance scale threshold from > 1 to > 0](https://github.com/huggingface/diffusers/pull/13927) — open, draft
	- [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

	### `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: `2026-06-16T07:03:17Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 9
	- snapshot authored PRs/issues: 8 PRs / 1 issues
	- snapshot discussion activity: 8 comments / 50 reviews / 49 review comments
	- account age: 4055 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: `wikistat`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13928: Add PRXPixelPipeline: pixel-space PRX text-to-image pipeline](https://github.com/huggingface/diffusers/pull/13928) — closed, merged
	- [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
	- [Issue #13142: PRXPipeline.from_pretrained() broken with transformers 5.1.0](https://github.com/huggingface/diffusers/issues/13142) — closed

	### `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: `2026-05-07T12:01:20Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 8
	- snapshot authored PRs/issues: 8 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 9 reviews / 8 review comments
	- account age: 871 days
	- recent public PR activity: 192 PRs (179 merged / 9 closed-unmerged / 4 open; merged rate 93%, closed-unmerged rate 5%, open rate 2%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth very high, automation risk medium
	- heuristic read: extremely high recent PR volume; very broad repo spread; no visible non-self stars

	Example artifacts:
	- [PR #13690: [CI] Bump style-bot SHA + switch to GitHub App](https://github.com/huggingface/diffusers/pull/13690) — closed, merged
	- [PR #13438: add PR fork workable](https://github.com/huggingface/diffusers/pull/13438) — closed, merged
	- [PR #13385: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/diffusers/pull/13385) — 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: `2026-06-03T17:48:48Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 6 PRs / 0 issues
	- snapshot discussion activity: 10 comments / 61 reviews / 61 review comments
	- account age: 3328 days
	- recent public PR activity: 25 PRs (17 merged / 1 closed-unmerged / 7 open; merged rate 68%, closed-unmerged rate 4%, open rate 28%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13837: [New Model] Add LensPipeline （microsoft/Lens）](https://github.com/huggingface/diffusers/pull/13837) — open
	- [PR #13511: [Feat] support AutoPipelineForText2Audio](https://github.com/huggingface/diffusers/pull/13511) — closed, merged
	- [PR #13494: [Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion](https://github.com/huggingface/diffusers/pull/13494) — closed, merged

	### `neo`

	- profile: [github.com/neo](https://github.com/neo)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aneo)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aneo)
	- repo first seen: `2023-09-20T21:42:50Z`
	- repo last seen: `2026-06-08T21:30:57Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 3 reviews / 3 review comments
	- account age: 4253 days
	- recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: `Experience-Monks`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13889: Fix typo in `AutoModel`](https://github.com/huggingface/diffusers/pull/13889) — closed, merged
	- [PR #13460: Add hash check for dynamic modules cache](https://github.com/huggingface/diffusers/pull/13460) — open
	- [PR #13459: Ensure consistent dynamic module path for custom components](https://github.com/huggingface/diffusers/pull/13459) — open

	### `catwell`

	- profile: [github.com/catwell](https://github.com/catwell)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acatwell)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acatwell)
	- repo first seen: `2024-07-19T08:49:58Z`
	- repo last seen: `2026-05-19T10:14:19Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 5921 days
	- recent public PR activity: 3 PRs (0 merged / 1 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 33%, open rate 67%)
	- public orgs: `oploadk`, `strawberry-graphql`, `lunarmodules`, `finegrain-ai`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13765: properly check for ftfy and warn if unavailable in all pipelines](https://github.com/huggingface/diffusers/pull/13765) — open
	- [PR #10982: fix default values of Flux guidance_scale in docstrings](https://github.com/huggingface/diffusers/pull/10982) — closed, merged
	- [PR #8905: allow tensors in several schedulers step() call](https://github.com/huggingface/diffusers/pull/8905) — closed, merged

	### `chinoll`

	- profile: [github.com/chinoll](https://github.com/chinoll)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achinoll)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achinoll)
	- repo first seen: `2022-11-02T08:27:54Z`
	- repo last seen: `2026-05-18T09:06:24Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 2 PRs / 3 issues
	- snapshot discussion activity: 7 comments / 0 reviews / 0 review comments
	- account age: 3525 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 #13749: feat: Add HiDream-O1 transformer and image generation pipeline](https://github.com/huggingface/diffusers/pull/13749) — open
	- [PR #1671: Fix the bug that torch version less than 1.12 throws TypeError](https://github.com/huggingface/diffusers/pull/1671) — closed, merged
	- [Issue #1343: Enable xformers by default](https://github.com/huggingface/diffusers/issues/1343) — closed
	- [Issue #1214: CLIPTextModel does not work at half precision](https://github.com/huggingface/diffusers/issues/1214) — closed
	- [Issue #1100: Low probability of throwing 'CLIPTextTransformer' object has no attribute 'device' exception](https://github.com/huggingface/diffusers/issues/1100) — closed

	### `WaterKnight1998`

	- profile: [github.com/WaterKnight1998](https://github.com/WaterKnight1998)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AWaterKnight1998)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AWaterKnight1998)
	- repo first seen: `2024-01-11T10:06:01Z`
	- repo last seen: `2026-05-28T10:09:11Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 2 PRs / 2 issues
	- snapshot discussion activity: 10 comments / 0 reviews / 0 review comments
	- account age: 2876 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 #13822: Update repo_id for FLASH_4_HUB in attention_dispatch](https://github.com/huggingface/diffusers/pull/13822) — closed, merged
	- [PR #12787: [PRX] Improve model compilation](https://github.com/huggingface/diffusers/pull/12787) — closed, merged
	- [Issue #12786: [PRX] Improving export to Tensorrt](https://github.com/huggingface/diffusers/issues/12786) — closed
	- [Issue #6529: SDXL Fooocus Inpaint](https://github.com/huggingface/diffusers/issues/6529) — closed

	### `luren55`

	- profile: [github.com/luren55](https://github.com/luren55)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aluren55)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aluren55)
	- repo first seen: `2025-10-31T04:34:34Z`
	- repo last seen: `2026-05-10T16:11:06Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 2 PRs / 1 issues
	- snapshot discussion activity: 7 comments / 2 reviews / 2 review comments
	- account age: 1599 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 #13689: z-image support npu](https://github.com/huggingface/diffusers/pull/13689) — open
	- [PR #12979: z-image support npu](https://github.com/huggingface/diffusers/pull/12979) — open, draft
	- [Issue #12565: Wan2.1 i2v running issue](https://github.com/huggingface/diffusers/issues/12565) — open

	### `ivnvalex`

	- profile: [github.com/ivnvalex](https://github.com/ivnvalex)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aivnvalex)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aivnvalex)
	- repo first seen: `2026-04-29T16:10:12Z`
	- repo last seen: `2026-04-29T16:19:34Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2629 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 #13645: [docs] fix typo in AutoencoderOobleck docs (#13642)](https://github.com/huggingface/diffusers/pull/13645) — closed, merged
	- [Issue #13642: [docs] typo in AutoencoderOobleck docs](https://github.com/huggingface/diffusers/issues/13642) — closed

	### `LucasSte`

	- profile: [github.com/LucasSte](https://github.com/LucasSte)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ALucasSte)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ALucasSte)
	- repo first seen: `2026-03-28T23:48:15Z`
	- repo last seen: `2026-06-10T22:20:39Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
	- account age: 2976 days
	- recent public PR activity: 30 PRs (20 merged / 5 closed-unmerged / 5 open; merged rate 67%, closed-unmerged rate 17%, open rate 17%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13915: Enable BitsAndBytes quantization in MPS](https://github.com/huggingface/diffusers/pull/13915) — closed, merged
	- [Issue #13361: Enable MPS backend for bitsandbytes quantization](https://github.com/huggingface/diffusers/issues/13361) — closed

	### `ramkumar27072006`

	- profile: [github.com/ramkumar27072006](https://github.com/ramkumar27072006)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aramkumar27072006)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aramkumar27072006)
	- repo first seen: `2026-06-07T03:05:23Z`
	- repo last seen: `2026-06-07T07:09:29Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
	- account age: 543 days
	- recent public PR activity: 6 PRs (0 merged / 2 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 33%, open rate 67%)
	- public orgs: `init-club`, `Crimson-Trinity`, `PixelPack-exe`
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13876: docs: fix repeated word typo in set_timesteps docstring](https://github.com/huggingface/diffusers/pull/13876) — open
	- [Issue #13877: docs: fix typos in scheduling_euler_discrete.py](https://github.com/huggingface/diffusers/issues/13877) — open

	### `Sainava`

	- profile: [github.com/Sainava](https://github.com/Sainava)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASainava)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASainava)
	- repo first seen: `2026-06-22T18:05:17Z`
	- repo last seen: `2026-06-22T20:14:01Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 869 days
	- recent public PR activity: 11 PRs (5 merged / 2 closed-unmerged / 4 open; merged rate 45%, closed-unmerged rate 18%, open rate 36%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #14044: feat(flux2): add Flux2KleinImg2ImgPipeline](https://github.com/huggingface/diffusers/pull/14044) — open, draft
	- [Issue #14042: Add Flux2KleinImg2ImgPipeline for FLUX.2 Klein](https://github.com/huggingface/diffusers/issues/14042) — open

	### `sjq66`

	- profile: [github.com/sjq66](https://github.com/sjq66)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asjq66)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asjq66)
	- repo first seen: `2026-06-10T12:14:31Z`
	- repo last seen: `2026-06-10T12:15:07Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1033 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 #13910: [feat] Add JoyAI-Echo multi-shot audio-video generation pipeline](https://github.com/huggingface/diffusers/pull/13910) — open
	- [Issue #13909: [New Pipeline/Model] Add JoyAI-Echo multi-shot audio-video generation pipeline](https://github.com/huggingface/diffusers/issues/13909) — open

	### `tangyanf`

	- profile: [github.com/tangyanf](https://github.com/tangyanf)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atangyanf)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atangyanf)
	- repo first seen: `2026-06-22T06:54:14Z`
	- repo last seen: `2026-06-25T03:01:44Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 3 comments / 11 reviews / 11 review comments
	- account age: 3358 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 #14032: feat: add JoyImage edit plus](https://github.com/huggingface/diffusers/pull/14032) — open
	- [Issue #14049: Add JoyAI-Image Edit Plus pipeline and model](https://github.com/huggingface/diffusers/issues/14049) — open

	### `ViktoriiaRomanova`

	- profile: [github.com/ViktoriiaRomanova](https://github.com/ViktoriiaRomanova)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AViktoriiaRomanova)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AViktoriiaRomanova)
	- repo first seen: `2026-04-08T09:26:22Z`
	- repo last seen: `2026-05-04T09:32:13Z`
	- 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 / 3 reviews / 3 review comments
	- account age: 1680 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 #13564: Eliminate GPU sync overhead and CPU→GPU transfers across LTX2 pipeline](https://github.com/huggingface/diffusers/pull/13564) — closed, merged
	- [Issue #13462: Decorating bound methods in profiling utils breaks instance isolation](https://github.com/huggingface/diffusers/issues/13462) — closed

	### `Zhu1116`

	- profile: [github.com/Zhu1116](https://github.com/Zhu1116)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AZhu1116)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AZhu1116)
	- repo first seen: `2025-05-30T08:21:12Z`
	- repo last seen: `2026-06-04T13:04:49Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
	- account age: 2178 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 #13813: fix: resolve issue #13811](https://github.com/huggingface/diffusers/pull/13813) — open
	- [Issue #13811: Fix incorrect batch handling in _prepare_image_ids usage in train_dreambooth_lora_flux2_img2img.py](https://github.com/huggingface/diffusers/issues/13811) — open

	### `abhay23-AI`

	- profile: [github.com/abhay23-AI](https://github.com/abhay23-AI)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aabhay23-AI)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aabhay23-AI)
	- repo first seen: `2026-06-17T17:25:14Z`
	- repo last seen: `2026-06-17T17:25:14Z`
	- 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: 519 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: no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13978: Support batched multi-controlnet conditioning in SDXL ControlNet inpaint pipeline](https://github.com/huggingface/diffusers/pull/13978) — open

	### `Allure2233`

	- profile: [github.com/Allure2233](https://github.com/Allure2233)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAllure2233)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAllure2233)
	- repo first seen: `2026-06-22T08:03:05Z`
	- repo last seen: `2026-06-22T08:03:05Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 719 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 #14034: Add convert_diffusers_to_cogvideox.py reverse conversion script](https://github.com/huggingface/diffusers/pull/14034) — open

	### `April-Sonnet`

	- profile: [github.com/April-Sonnet](https://github.com/April-Sonnet)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AApril-Sonnet)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AApril-Sonnet)
	- repo first seen: `2026-06-22T04:18:41Z`
	- repo last seen: `2026-06-22T04:18:41Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 78 days
	- recent public PR activity: 28 PRs (1 merged / 5 closed-unmerged / 22 open; merged rate 4%, closed-unmerged rate 18%, open rate 79%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk medium
	- heuristic read: very new account; high recent PR volume; high open PR share; no visible non-self stars

	Example artifacts:
	- [PR #14030: Fix typos in comments and docstrings](https://github.com/huggingface/diffusers/pull/14030) — open

	### `archievi`

	- profile: [github.com/archievi](https://github.com/archievi)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aarchievi)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aarchievi)
	- repo first seen: `2026-06-14T00:32:24Z`
	- repo last seen: `2026-06-14T00:32:24Z`
	- 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: 3995 days
	- recent public PR activity: 15 PRs (5 merged / 0 closed-unmerged / 10 open; merged rate 33%, closed-unmerged rate 0%, open rate 67%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13945: Warn and skip transformer LoRA loading when the transformer is absent (#13487)](https://github.com/huggingface/diffusers/pull/13945) — open

	### `arieleli01212`

	- profile: [github.com/arieleli01212](https://github.com/arieleli01212)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aarieleli01212)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aarieleli01212)
	- repo first seen: `2026-05-17T18:44:15Z`
	- repo last seen: `2026-05-17T18:44:15Z`
	- 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: 407 days
	- recent public PR activity: 21 PRs (3 merged / 7 closed-unmerged / 11 open; merged rate 14%, closed-unmerged rate 33%, open rate 52%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk medium
	- heuristic read: broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13763: Fix rescale_noise_cfg zero std handling](https://github.com/huggingface/diffusers/pull/13763) — open

	### `aryanmotgi`

	- profile: [github.com/aryanmotgi](https://github.com/aryanmotgi)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaryanmotgi)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaryanmotgi)
	- repo first seen: `2026-05-22T02:15:07Z`
	- repo last seen: `2026-05-22T02:15:07Z`
	- 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: 1809 days
	- recent public PR activity: 101 PRs (79 merged / 9 closed-unmerged / 13 open; merged rate 78%, closed-unmerged rate 9%, open rate 13%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth high, automation risk medium
	- heuristic read: extremely high recent PR volume; broad repo spread

	Example artifacts:
	- [PR #13786: Fix from_pretrain typo in StableCascade and Wuerstchen docstrings](https://github.com/huggingface/diffusers/pull/13786) — open

	### `ATOM00blue`

	- profile: [github.com/ATOM00blue](https://github.com/ATOM00blue)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AATOM00blue)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AATOM00blue)
	- repo first seen: `2026-05-22T01:48:23Z`
	- repo last seen: `2026-05-22T01:48:23Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 325 days
	- recent public PR activity: 72 PRs (10 merged / 9 closed-unmerged / 53 open; merged rate 14%, closed-unmerged rate 12%, open rate 74%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk medium
	- heuristic read: young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13785: Fix FlowMatchEulerDiscreteScheduler.index_for_timestep float precision lookup](https://github.com/huggingface/diffusers/pull/13785) — open

	### `Boogu-Team`

	- profile: [github.com/Boogu-Team](https://github.com/Boogu-Team)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABoogu-Team)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABoogu-Team)
	- repo first seen: `2026-06-22T15:55:13Z`
	- repo last seen: `2026-06-25T08:20:40Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 26 reviews / 26 review comments
	- account age: 20 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 medium
	- heuristic read: very new account; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14040: Add Boogu-Image generation, editing, and turbo pipelines](https://github.com/huggingface/diffusers/pull/14040) — open

	### `botbikamordehai2-sketch`

	- profile: [github.com/botbikamordehai2-sketch](https://github.com/botbikamordehai2-sketch)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abotbikamordehai2-sketch)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abotbikamordehai2-sketch)
	- repo first seen: `2026-05-28T18:12:27Z`
	- repo last seen: `2026-05-28T18:12:27Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 34 days
	- recent public PR activity: 92 PRs (0 merged / 9 closed-unmerged / 83 open; merged rate 0%, closed-unmerged rate 10%, open rate 90%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: very new account; high recent PR volume; very broad repo spread; high open PR share

	Example artifacts:
	- [PR #13825: fix: Add missing StableAudioPipeline dummy class to prevent RecursionError (closes #13274)](https://github.com/huggingface/diffusers/pull/13825) — open

	### `Carlofkl`

	- profile: [github.com/Carlofkl](https://github.com/Carlofkl)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACarlofkl)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACarlofkl)
	- repo first seen: `2026-05-27T06:16:54Z`
	- repo last seen: `2026-06-12T05:38:00Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 8 comments / 23 reviews / 23 review comments
	- account age: 2302 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 #13815: [Pipelines] Add DreamLite text-to-image and image-edit pipelines](https://github.com/huggingface/diffusers/pull/13815) — closed, merged

	### `ChinChyi`

	- profile: [github.com/ChinChyi](https://github.com/ChinChyi)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChinChyi)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChinChyi)
	- repo first seen: `2026-05-06T17:18:28Z`
	- repo last seen: `2026-05-06T17:18:28Z`
	- 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: 3098 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: `Alpha-VLLM`
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13686: [LLaDA 2.0-Uni] Add LLaDA 2.0-Uni multimodal discrete diffusion pipeline](https://github.com/huggingface/diffusers/pull/13686) — open

	### `Chinmay1220`

	- profile: [github.com/Chinmay1220](https://github.com/Chinmay1220)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChinmay1220)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChinmay1220)
	- repo first seen: `2026-06-13T16:50:00Z`
	- repo last seen: `2026-06-13T16:50:00Z`
	- 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: 1001 days
	- recent public PR activity: 51 PRs (44 merged / 2 closed-unmerged / 5 open; merged rate 86%, closed-unmerged rate 4%, open rate 10%)
	- public orgs: none visible
	- compact scores: follow-through strong, breadth moderate, automation risk low
	- heuristic read: high recent PR volume

	Example artifacts:
	- [PR #13937: Validate empty image and video lists](https://github.com/huggingface/diffusers/pull/13937) — open

	### `CoderSATTY`

	- profile: [github.com/CoderSATTY](https://github.com/CoderSATTY)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACoderSATTY)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACoderSATTY)
	- repo first seen: `2026-05-23T06:54:12Z`
	- repo last seen: `2026-06-13T13:50:51Z`
	- 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: 3 comments / 1 reviews / 0 review comments
	- account age: 650 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 #13798: Fix: FLUX.2 encode_prompt dtype and add bitsandbytes int8+bfloat16 warning](https://github.com/huggingface/diffusers/pull/13798) — open

	### `david-PHR`

	- profile: [github.com/david-PHR](https://github.com/david-PHR)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adavid-PHR)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adavid-PHR)
	- repo first seen: `2026-04-30T08:17:26Z`
	- repo last seen: `2026-04-30T08:17:26Z`
	- 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: 1515 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 #13660: [qwenimage] add image_area kwarg to QwenImageEditPlusPipeline](https://github.com/huggingface/diffusers/pull/13660) — open

	### `delcenjo`

	- profile: [github.com/delcenjo](https://github.com/delcenjo)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adelcenjo)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adelcenjo)
	- repo first seen: `2026-06-23T19:06:11Z`
	- repo last seen: `2026-06-23T19:06:11Z`
	- 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: 121 days
	- recent public PR activity: 38 PRs (30 merged / 2 closed-unmerged / 6 open; merged rate 79%, closed-unmerged rate 5%, open rate 16%)
	- public orgs: `jmweb-org`
	- compact scores: follow-through strong, breadth high, automation risk medium
	- heuristic read: young account; high recent PR volume; broad repo spread; no visible non-self stars

	Example artifacts:
	- [PR #14055: Start Spanish (es) documentation translation](https://github.com/huggingface/diffusers/pull/14055) — open

	### `discobot`

	- profile: [github.com/discobot](https://github.com/discobot)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adiscobot)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adiscobot)
	- repo first seen: `2026-06-13T11:15:56Z`
	- repo last seen: `2026-06-13T11:16:06Z`
	- 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: 6068 days
	- recent public PR activity: 32 PRs (5 merged / 0 closed-unmerged / 27 open; merged rate 16%, closed-unmerged rate 0%, open rate 84%)
	- 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

	Example artifacts:
	- [PR #13934: Fix scale_noise crash in EasyAnimate inpaint denoising loop](https://github.com/huggingface/diffusers/pull/13934) — open

	### `dparikh79`

	- profile: [github.com/dparikh79](https://github.com/dparikh79)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adparikh79)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adparikh79)
	- repo first seen: `2026-05-16T22:41:41Z`
	- repo last seen: `2026-05-16T22:41:41Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2871 days
	- recent public PR activity: 25 PRs (3 merged / 2 closed-unmerged / 20 open; merged rate 12%, closed-unmerged rate 8%, open rate 80%)
	- 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; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #13759: fix(peft_utils): raise actionable ValueError when rank_dict is empty in get_peft_kwargs](https://github.com/huggingface/diffusers/pull/13759) — open

	### `gaurav-init`

	- profile: [github.com/gaurav-init](https://github.com/gaurav-init)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agaurav-init)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agaurav-init)
	- repo first seen: `2026-06-21T19:11:42Z`
	- repo last seen: `2026-06-22T16:33:54Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 1225 days
	- recent public PR activity: 3 PRs (1 merged / 0 closed-unmerged / 2 open; merged rate 33%, closed-unmerged rate 0%, open rate 67%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #14028: Fix typos missed by #13842 (docs + a few additional pipelines)](https://github.com/huggingface/diffusers/pull/14028) — open

	### `hf-dependantbot-rollout[bot]`

	- profile: [github.com/hf-dependantbot-rollout[bot]](https://github.com/hf-dependantbot-rollout[bot])
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-dependantbot-rollout%5Bbot%5D)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-dependantbot-rollout%5Bbot%5D)
	- repo first seen: `2026-05-26T10:32:00Z`
	- repo last seen: `2026-05-26T10:32:00Z`
	- 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: ? 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-dependantbot-rollout[bot]'."}]`

	Example artifacts:
	- [PR #13812: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/diffusers/pull/13812) — closed, merged

	### `hoangperry`

	- profile: [github.com/hoangperry](https://github.com/hoangperry)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahoangperry)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahoangperry)
	- repo first seen: `2026-05-17T09:23:14Z`
	- repo last seen: `2026-05-17T09:23:14Z`
	- 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: 2993 days
	- recent public PR activity: 4 PRs (0 merged / 0 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: `dpsnewailab`, `deepis-vn`
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13761: security: fix SSRF in load_image and load_video URL fetching](https://github.com/huggingface/diffusers/pull/13761) — open

	### `islem-esi`

	- profile: [github.com/islem-esi](https://github.com/islem-esi)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aislem-esi)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aislem-esi)
	- repo first seen: `2026-06-18T11:22:21Z`
	- repo last seen: `2026-06-18T11:22:21Z`
	- 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: 2315 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 moderate, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13985: Use requests instead of urllib in convert_consistency_decoder _download](https://github.com/huggingface/diffusers/pull/13985) — open

	### `itzzdeep`

	- profile: [github.com/itzzdeep](https://github.com/itzzdeep)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aitzzdeep)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aitzzdeep)
	- repo first seen: `2026-05-11T21:21:31Z`
	- repo last seen: `2026-05-11T21:21:31Z`
	- 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: 2114 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 #13721: torchao: safetensors save/load + disk group offload (closes #13713)](https://github.com/huggingface/diffusers/pull/13721) — open

	### `javierdejesusda`

	- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
	- repo first seen: `2026-05-24T23:05:02Z`
	- repo last seen: `2026-05-29T10:19:09Z`
	- 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: 549 days
	- recent public PR activity: 20 PRs (10 merged / 0 closed-unmerged / 10 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: broad repo spread; high open PR share

	Example artifacts:
	- [PR #13803: [utils] preserve method metadata in apply_forward_hook](https://github.com/huggingface/diffusers/pull/13803) — open

	### `JinLiIdeogram`

	- profile: [github.com/JinLiIdeogram](https://github.com/JinLiIdeogram)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJinLiIdeogram)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJinLiIdeogram)
	- repo first seen: `2026-05-11T18:57:43Z`
	- repo last seen: `2026-05-11T18:57:43Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 979 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 #13720: Test](https://github.com/huggingface/diffusers/pull/13720) — closed

	### `liwd190019`

	- profile: [github.com/liwd190019](https://github.com/liwd190019)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aliwd190019)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aliwd190019)
	- repo first seen: `2025-02-04T05:11:43Z`
	- repo last seen: `2026-06-13T07:12:58Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
	- account age: 1606 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 #13932: Add tutorial translations in Chinese](https://github.com/huggingface/diffusers/pull/13932) — closed, merged

	### `lucasruan1618`

	- profile: [github.com/lucasruan1618](https://github.com/lucasruan1618)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alucasruan1618)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alucasruan1618)
	- repo first seen: `2026-06-17T11:29:47Z`
	- repo last seen: `2026-06-18T01:58:55Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 1078 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 #13977: Add Ideogram4 image-to-image pipeline](https://github.com/huggingface/diffusers/pull/13977) — open

	### `MaciejBalaNV`

	- profile: [github.com/MaciejBalaNV](https://github.com/MaciejBalaNV)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMaciejBalaNV)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMaciejBalaNV)
	- repo first seen: `2026-06-10T13:21:27Z`
	- repo last seen: `2026-06-16T09:09:05Z`
	- 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 / 13 reviews / 13 review comments
	- account age: 737 days
	- recent public PR activity: 11 PRs (5 merged / 3 closed-unmerged / 3 open; merged rate 45%, closed-unmerged rate 27%, open rate 27%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #13911: Add Sound Encoder to Cosmos3](https://github.com/huggingface/diffusers/pull/13911) — closed, merged

	### `michaelmanly`

	- profile: [github.com/michaelmanly](https://github.com/michaelmanly)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amichaelmanly)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amichaelmanly)
	- repo first seen: `2026-06-16T13:41:22Z`
	- repo last seen: `2026-06-16T13:41:22Z`
	- 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: 2469 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 #13972: docs: mention AI Badgr Compute as optional managed compute path](https://github.com/huggingface/diffusers/pull/13972) — open

	### `nandanadileep`

	- profile: [github.com/nandanadileep](https://github.com/nandanadileep)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Anandanadileep)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Anandanadileep)
	- repo first seen: `2026-06-12T08:50:55Z`
	- repo last seen: `2026-06-12T08:50:55Z`
	- 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: 0 comments / 0 reviews / 0 review comments
	- account age: 1413 days
	- recent public PR activity: 67 PRs (18 merged / 10 closed-unmerged / 39 open; merged rate 27%, closed-unmerged rate 15%, open rate 58%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk medium
	- heuristic read: high recent PR volume; very broad repo spread; high open PR share

	Example artifacts:
	- [PR #13926: Fix #13094: fix: correct Z-Image guidance scale threshold from > 1 to > 0](https://github.com/huggingface/diffusers/pull/13926) — open, draft

	### `Nas01010101`

	- profile: [github.com/Nas01010101](https://github.com/Nas01010101)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANas01010101)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANas01010101)
	- repo first seen: `2026-06-21T15:44:05Z`
	- repo last seen: `2026-06-21T15:44:36Z`
	- 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: 889 days
	- recent public PR activity: 26 PRs (6 merged / 6 closed-unmerged / 14 open; merged rate 23%, closed-unmerged rate 23%, open rate 54%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk low
	- heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14026: [Fix] Resolve deprecated pipeline modules in from_pretrained](https://github.com/huggingface/diffusers/pull/14026) — open

	### `oab24413gmai`

	- profile: [github.com/oab24413gmai](https://github.com/oab24413gmai)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aoab24413gmai)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aoab24413gmai)
	- repo first seen: `2026-05-14T04:22:50Z`
	- repo last seen: `2026-05-14T04:22:50Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 46 days
	- recent public PR activity: 67 PRs (9 merged / 20 closed-unmerged / 38 open; merged rate 13%, closed-unmerged rate 30%, open rate 57%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13746: docs: fix duplicated "to" in UNetSpatioTemporalConditionModel docstring](https://github.com/huggingface/diffusers/pull/13746) — open

	### `ooovenenoso`

	- profile: [github.com/ooovenenoso](https://github.com/ooovenenoso)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aooovenenoso)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aooovenenoso)
	- repo first seen: `2026-05-24T12:21:28Z`
	- repo last seen: `2026-05-24T12:21:28Z`
	- 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: 1262 days
	- recent public PR activity: 11 PRs (4 merged / 2 closed-unmerged / 5 open; merged rate 36%, closed-unmerged rate 18%, open rate 45%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #13799: Fix Cosmos2 safety checker grad mode leak](https://github.com/huggingface/diffusers/pull/13799) — open

	### `Paramveersingh-S`

	- profile: [github.com/Paramveersingh-S](https://github.com/Paramveersingh-S)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AParamveersingh-S)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AParamveersingh-S)
	- repo first seen: `2026-06-23T13:34:36Z`
	- repo last seen: `2026-06-23T13:34:36Z`
	- 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: 898 days
	- recent public PR activity: 26 PRs (3 merged / 1 closed-unmerged / 22 open; merged rate 12%, closed-unmerged rate 4%, open rate 85%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk low
	- heuristic read: high recent PR volume; broad repo spread; high open PR share

	Example artifacts:
	- [PR #14051: feat(anima): add img2img capability (#13903)](https://github.com/huggingface/diffusers/pull/14051) — open

	### `PlagueKind`

	- profile: [github.com/PlagueKind](https://github.com/PlagueKind)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APlagueKind)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APlagueKind)
	- repo first seen: `2026-06-24T18:22:29Z`
	- repo last seen: `2026-06-24T18:22:29Z`
	- 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: 41 days
	- recent public PR activity: 20 PRs (7 merged / 9 closed-unmerged / 4 open; merged rate 35%, closed-unmerged rate 45%, open rate 20%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk medium
	- heuristic read: very new account; many recent closed-unmerged PRs; targets high-star repos

	Example artifacts:
	- [PR #14061: fix: resolve leftover conflict marker in bria pipeline docstring](https://github.com/huggingface/diffusers/pull/14061) — open

	### `porunov`

	- profile: [github.com/porunov](https://github.com/porunov)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aporunov)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aporunov)
	- repo first seen: `2026-06-16T12:36:55Z`
	- repo last seen: `2026-06-16T12:36:55Z`
	- 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: 0 comments / 0 reviews / 0 review comments
	- account age: 3755 days
	- recent public PR activity: 4 PRs (0 merged / 0 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: `JanusGraph`
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #13971: feat: bump safetensors to 0.8.0](https://github.com/huggingface/diffusers/pull/13971) — open

	### `Praanjaljain29`

	- profile: [github.com/Praanjaljain29](https://github.com/Praanjaljain29)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APraanjaljain29)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APraanjaljain29)
	- repo first seen: `2026-05-28T02:28:09Z`
	- repo last seen: `2026-05-29T06:54:07Z`
	- 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: 1089 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 #13820: Fix black image output in QwenImageEdit docstring](https://github.com/huggingface/diffusers/pull/13820) — open

	### `PrakshaaleJain`

	- profile: [github.com/PrakshaaleJain](https://github.com/PrakshaaleJain)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APrakshaaleJain)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APrakshaaleJain)
	- repo first seen: `2026-06-24T13:19:25Z`
	- repo last seen: `2026-06-25T09:52:22Z`
	- first seen in snapshot: yes
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 947 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 #14064: Fix mutable default args in lora_base.py](https://github.com/huggingface/diffusers/pull/14064) — open

	### `PreethamNoelP`

	- profile: [github.com/PreethamNoelP](https://github.com/PreethamNoelP)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APreethamNoelP)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APreethamNoelP)
	- repo first seen: `2026-06-10T00:04:40Z`
	- repo last seen: `2026-06-19T03:38:41Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 3 comments / 2 reviews / 2 review comments
	- account age: 1022 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 #13929: [Anima] Add img2img pipeline blocks](https://github.com/huggingface/diffusers/pull/13929) — open

	### `ProgramerSalar`

	- profile: [github.com/ProgramerSalar](https://github.com/ProgramerSalar)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AProgramerSalar)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AProgramerSalar)
	- repo first seen: `2026-06-05T16:29:56Z`
	- repo last seen: `2026-06-06T07:10:07Z`
	- 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: 1646 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 #13874: [Core] Fix community pipeline initialization compatibility with primitive types](https://github.com/huggingface/diffusers/pull/13874) — open

	### `rmatif`

	- profile: [github.com/rmatif](https://github.com/rmatif)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Armatif)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Armatif)
	- repo first seen: `2026-05-12T16:24:51Z`
	- repo last seen: `2026-05-29T13:02:50Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 3 comments / 4 reviews / 4 review comments
	- account age: 2185 days
	- recent public PR activity: 4 PRs (1 merged / 2 closed-unmerged / 1 open; merged rate 25%, closed-unmerged rate 50%, open rate 25%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: many recent closed-unmerged PRs

	Example artifacts:
	- [PR #13732: Add Anima modular pipeline](https://github.com/huggingface/diffusers/pull/13732) — closed, merged

	### `rumitvn`

	- profile: [github.com/rumitvn](https://github.com/rumitvn)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arumitvn)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arumitvn)
	- repo first seen: `2026-06-14T17:28:45Z`
	- repo last seen: `2026-06-14T17:28:45Z`
	- 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: 849 days
	- recent public PR activity: 39 PRs (25 merged / 3 closed-unmerged / 11 open; merged rate 64%, closed-unmerged rate 8%, open rate 28%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth high, automation risk low
	- heuristic read: high recent PR volume; broad repo spread

	Example artifacts:
	- [PR #13951: Fix CogView3 lazy export to match the actual output class name](https://github.com/huggingface/diffusers/pull/13951) — open

	### `Shreyas-jk`

	- profile: [github.com/Shreyas-jk](https://github.com/Shreyas-jk)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AShreyas-jk)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AShreyas-jk)
	- repo first seen: `2026-05-08T23:19:21Z`
	- repo last seen: `2026-05-08T23:19:21Z`
	- 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: 547 days
	- recent public PR activity: 3 PRs (2 merged / 0 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 0%, open rate 33%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth low, automation risk low
	- heuristic read: no visible non-self stars

	Example artifacts:
	- [PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None](https://github.com/huggingface/diffusers/pull/13701) — open

	### `st7109`

	- profile: [github.com/st7109](https://github.com/st7109)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ast7109)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ast7109)
	- repo first seen: `2026-05-28T13:25:48Z`
	- repo last seen: `2026-06-03T06:50:34Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
	- account age: 2512 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 #13824: Add use_real parameter to Z-Image for platform compatibility](https://github.com/huggingface/diffusers/pull/13824) — open

	### `Vitaliy-Pikalo`

	- profile: [github.com/Vitaliy-Pikalo](https://github.com/Vitaliy-Pikalo)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AVitaliy-Pikalo)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AVitaliy-Pikalo)
	- repo first seen: `2026-06-21T03:47:01Z`
	- repo last seen: `2026-06-21T03:47:01Z`
	- 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: 636 days
	- recent public PR activity: 17 PRs (0 merged / 1 closed-unmerged / 16 open; merged rate 0%, closed-unmerged rate 6%, open rate 94%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk low
	- heuristic read: broad repo spread; high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14015: fix(attention_dispatch): use correct attr names for FLASH_VARLEN_HUB …](https://github.com/huggingface/diffusers/pull/14015) — open