Datasets:

evalstate
/

diffusers-pr

	# New Contributor Report: huggingface/diffusers

	- Snapshot: `20260722T133518Z`
	- Generated: `2026-07-22T13:35:47Z`
	- Activity window: `60d`
	- Contributors: `133`

	## 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` \| 1092 \| 137 \| strong \| moderate \| low \| extremely high recent PR volume \|
	\| `DN6` \| [profile](https://github.com/DN6) \| no \| MEMBER \| 4403d \| `2023-02-22T04:27:25Z` \| 384 \| 14 \| strong \| low \| low \| targets high-star repos \|
	\| `yiyixuxu` \| [profile](https://github.com/yiyixuxu) \| no \| MEMBER \| 4019d \| `2022-12-14T16:37:57Z` \| 321 \| 39 \| strong \| low \| low \| targets high-star repos \|
	\| `stevhliu` \| [profile](https://github.com/stevhliu) \| no \| MEMBER \| 2338d \| `2023-02-22T18:18:22Z` \| 217 \| 6 \| strong \| low \| low \| high recent PR volume; no visible non-self stars; targets high-star repos \|
	\| `linoytsaban` \| [profile](https://github.com/linoytsaban) \| no \| MEMBER \| 2390d \| `2023-06-20T06:10:02Z` \| 81 \| 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` \| 69 \| 0 \| mixed \| high \| low \| high recent PR volume; broad repo spread \|
	\| `akshan-main` \| [profile](https://github.com/akshan-main) \| no \| CONTRIBUTOR \| 1603d \| `2025-11-21T08:13:14Z` \| 44 \| 2 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `delmalih` \| [profile](https://github.com/delmalih) \| no \| CONTRIBUTOR \| 3392d \| `2025-11-10T14:05:47Z` \| 42 \| 1 \| mixed \| moderate \| low \| high open PR share \|
	\| `dependabot[bot]` \| [profile](https://github.com/dependabot[bot]) \| no \| CONTRIBUTOR \| ?d \| `2023-12-20T21:14:21Z` \| 37 \| 0 \| n/a \| n/a \| n/a \| summary unavailable \|
	\| `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 \|
	\| `sywangyi` \| [profile](https://github.com/sywangyi) \| no \| CONTRIBUTOR \| 3038d \| `2023-09-19T06:45:24Z` \| 16 \| 0 \| mixed \| moderate \| low \| targets high-star repos \|
	\| `dxqb` \| [profile](https://github.com/dxqb) \| no \| CONTRIBUTOR \| 628d \| `2025-01-12T14:41:12Z` \| 14 \| 24 \| 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 \| — \|
	\| `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 \|
	\| `sergioperezcheco` \| [profile](https://github.com/sergioperezcheco) \| no \| FIRST_TIME_CONTRIBUTOR \| 1541d \| `2026-07-17T08:50:42Z` \| 8 \| 0 \| weak \| high \| medium \| high recent PR volume; broad repo spread; high open PR share; targets high-star repos \|
	\| `srlynch1` \| [profile](https://github.com/srlynch1) \| no \| NONE \| 2777d \| `2026-06-21T11:26:07Z` \| 8 \| 0 \| mixed \| moderate \| low \| high recent PR volume \|
	\| `JingyaHuang` \| [profile](https://github.com/JingyaHuang) \| no \| MEMBER \| 2783d \| `2022-11-03T10:27:59Z` \| 7 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `yzhautouskay` \| [profile](https://github.com/yzhautouskay) \| no \| CONTRIBUTOR \| 588d \| `2026-05-28T11:20:40Z` \| 7 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `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 \|
	\| `atharvajoshi10` \| [profile](https://github.com/atharvajoshi10) \| no \| CONTRIBUTOR \| 3244d \| `2026-05-27T21:18:03Z` \| 5 \| 1 \| strong \| low \| low \| targets high-star repos \|
	\| `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 \|
	\| `lcheng321` \| [profile](https://github.com/lcheng321) \| no \| CONTRIBUTOR \| 2601d \| `2026-06-20T07:33:42Z` \| 4 \| 0 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `pzarzycki` \| [profile](https://github.com/pzarzycki) \| no \| CONTRIBUTOR \| 4891d \| `2026-07-07T20:03:10Z` \| 4 \| 0 \| weak \| low \| low \| high open PR share \|
	\| `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 \|
	\| `buffett0323` \| [profile](https://github.com/buffett0323) \| no \| CONTRIBUTOR \| 2030d \| `2026-05-22T21:59:05Z` \| 3 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `Functionhx` \| [profile](https://github.com/Functionhx) \| no \| FIRST_TIME_CONTRIBUTOR \| 753d \| `2026-07-09T19:22:34Z` \| 3 \| 0 \| weak \| high \| medium \| high recent PR volume; broad repo spread; high open PR share; 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 \|
	\| `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 \|
	\| `menglcai` \| [profile](https://github.com/menglcai) \| no \| CONTRIBUTOR \| 981d \| `2026-07-14T08:27:01Z` \| 3 \| 0 \| weak \| moderate \| low \| high open PR share; no visible non-self stars \|
	\| `Sunt-ing` \| [profile](https://github.com/Sunt-ing) \| no \| FIRST_TIME_CONTRIBUTOR \| 2845d \| `2026-06-22T14:21:21Z` \| 3 \| 0 \| weak \| moderate \| medium \| high recent PR volume; high open PR share; targets high-star repos \|
	\| `asomoza` \| [profile](https://github.com/asomoza) \| no \| MEMBER \| 4641d \| `2023-11-10T05:32:15Z` \| 53 \| 12 \| weak \| low \| low \| targets high-star repos \|
	\| `jiqing-feng` \| [profile](https://github.com/jiqing-feng) \| no \| CONTRIBUTOR \| 1437d \| `2022-11-29T08:44:19Z` \| 28 \| 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 \|
	\| `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 \|
	\| `zhtmike` \| [profile](https://github.com/zhtmike) \| no \| CONTRIBUTOR \| 4316d \| `2026-03-17T08:08:13Z` \| 7 \| 4 \| mixed \| moderate \| low \| high recent PR volume \|
	\| `chenyangzhu1` \| [profile](https://github.com/chenyangzhu1) \| no \| CONTRIBUTOR \| 1566d \| `2026-04-02T15:30:04Z` \| 4 \| 1 \| 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 \| — \|
	\| `GiGiKoneti` \| [profile](https://github.com/GiGiKoneti) \| no \| CONTRIBUTOR \| 436d \| `2026-06-26T09:09:23Z` \| 2 \| 2 \| weak \| moderate \| low \| high open PR share \|
	\| `TheLovesOfLadyPurple` \| [profile](https://github.com/TheLovesOfLadyPurple) \| no \| 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 \|
	\| `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 \|
	\| `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 \|
	\| `April-Sonnet` \| [profile](https://github.com/April-Sonnet) \| no \| FIRST_TIME_CONTRIBUTOR \| 78d \| `2026-06-22T04:18:41Z` \| 2 \| 0 \| weak \| moderate \| medium \| very new account; high recent PR volume; high open PR share; no visible non-self stars \|
	\| `C1-BA-B1-F3` \| [profile](https://github.com/C1-BA-B1-F3) \| no \| FIRST_TIME_CONTRIBUTOR \| 3300d \| `2026-06-25T20:34:05Z` \| 2 \| 0 \| weak \| very high \| medium \| high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `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 \|
	\| `rumutaydin` \| [profile](https://github.com/rumutaydin) \| no \| FIRST_TIME_CONTRIBUTOR \| 1329d \| `2026-07-10T22:49:14Z` \| 2 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `sridhar-3009` \| [profile](https://github.com/sridhar-3009) \| no \| FIRST_TIME_CONTRIBUTOR \| 1347d \| `2026-07-10T04:10:03Z` \| 2 \| 0 \| weak \| very high \| medium \| extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs \|
	\| `ZAID646` \| [profile](https://github.com/ZAID646) \| no \| CONTRIBUTOR \| 1315d \| `2026-07-01T18:09:53Z` \| 2 \| 0 \| weak \| moderate \| low \| high open PR share; 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 \|
	\| `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` \| 25 \| 8 \| mixed \| low \| low \| — \|
	\| `mishig25` \| [profile](https://github.com/mishig25) \| no \| MEMBER \| 4108d \| `2022-09-04T19:44:43Z` \| 24 \| 3 \| mixed \| very high \| medium \| high recent PR volume; very broad repo spread; high open PR share \|
	\| `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 \|
	\| `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 \|
	\| `christopher5106` \| [profile](https://github.com/christopher5106) \| no \| CONTRIBUTOR \| 4509d \| `2024-03-30T15:52:41Z` \| 9 \| 28 \| strong \| low \| low \| — \|
	\| `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 \|
	\| `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 \|
	\| `RuixiangMa` \| [profile](https://github.com/RuixiangMa) \| no \| CONTRIBUTOR \| 3328d \| `2026-04-02T17:19:18Z` \| 6 \| 0 \| mixed \| low \| low \| high recent PR volume \|
	\| `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 \|
	\| `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 \|
	\| `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 \|
	\| `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 \|
	\| `Shreyas-jk` \| [profile](https://github.com/Shreyas-jk) \| no \| FIRST_TIME_CONTRIBUTOR \| 547d \| `2026-05-08T23:19:21Z` \| 2 \| 0 \| mixed \| low \| low \| no visible non-self stars \|
	\| `sqhuang` \| [profile](https://github.com/sqhuang) \| no \| CONTRIBUTOR \| 4036d \| `2025-11-23T14:01:52Z` \| 2 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `chuenchen309` \| [profile](https://github.com/chuenchen309) \| no \| FIRST_TIME_CONTRIBUTOR \| 2675d \| `2026-07-16T02:42:58Z` \| 1 \| 2 \| weak \| very high \| medium \| extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `Sainava` \| [profile](https://github.com/Sainava) \| no \| NONE \| 869d \| `2026-06-22T18:05:17Z` \| 1 \| 2 \| mixed \| moderate \| low \| — \|
	\| `amd-inechakr` \| [profile](https://github.com/amd-inechakr) \| no \| FIRST_TIME_CONTRIBUTOR \| 150d \| `2026-06-26T22:12:12Z` \| 1 \| 1 \| weak \| low \| medium \| young account; high open PR share; no visible non-self stars; targets high-star repos \|
	\| `CodingForAGI` \| [profile](https://github.com/CodingForAGI) \| no \| FIRST_TIMER \| 1067d \| `2026-07-05T12:10:16Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `ElectricGoal` \| [profile](https://github.com/ElectricGoal) \| no \| CONTRIBUTOR \| 2916d \| `2026-06-25T10:27:43Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `ErenAta16` \| [profile](https://github.com/ErenAta16) \| no \| FIRST_TIME_CONTRIBUTOR \| 990d \| `2026-07-17T16:11:53Z` \| 1 \| 1 \| mixed \| very high \| medium \| high recent PR volume; very broad repo spread; high open PR share \|
	\| `fropych` \| [profile](https://github.com/fropych) \| no \| CONTRIBUTOR \| 2153d \| `2026-07-15T16:06:31Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `gabe-engineers` \| [profile](https://github.com/gabe-engineers) \| no \| NONE \| 2950d \| `2026-06-12T17:57:39Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share \|
	\| `IvenHsu01` \| [profile](https://github.com/IvenHsu01) \| no \| CONTRIBUTOR \| 323d \| `2026-07-14T02:59:47Z` \| 1 \| 1 \| weak \| low \| low \| young account; high open PR share; targets high-star repos \|
	\| `jmliu206` \| [profile](https://github.com/jmliu206) \| no \| FIRST_TIME_CONTRIBUTOR \| 2412d \| `2026-06-29T08:48:54Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `johnnynunez` \| [profile](https://github.com/johnnynunez) \| no \| FIRST_TIME_CONTRIBUTOR \| 3560d \| `2025-06-25T12:11:57Z` \| 1 \| 1 \| weak \| high \| medium \| extremely high recent PR volume; broad repo spread; high open PR share \|
	\| `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 \| CONTRIBUTOR \| 543d \| `2026-06-07T03:05:23Z` \| 1 \| 1 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `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 \| CONTRIBUTOR \| 3358d \| `2026-06-22T06:54:14Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `wutachiang` \| [profile](https://github.com/wutachiang) \| no \| FIRST_TIME_CONTRIBUTOR \| 3978d \| `2026-07-15T05:06:34Z` \| 1 \| 1 \| weak \| low \| low \| high open PR share; 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_TIME_CONTRIBUTOR \| 719d \| `2026-06-22T08:03:05Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `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 \|
	\| `Bekhouche` \| [profile](https://github.com/Bekhouche) \| no \| FIRST_TIME_CONTRIBUTOR \| 4792d \| `2026-07-22T11:03:30Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share \|
	\| `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 \|
	\| `Cedric-Perauer` \| [profile](https://github.com/Cedric-Perauer) \| no \| FIRST_TIME_CONTRIBUTOR \| 2915d \| `2025-11-21T00:20:03Z` \| 1 \| 0 \| mixed \| low \| low \| high open PR share; targets high-star repos \|
	\| `cgloriacc` \| [profile](https://github.com/cgloriacc) \| no \| FIRST_TIME_CONTRIBUTOR \| 2032d \| `2026-06-26T06:33:27Z` \| 1 \| 0 \| weak \| 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 \|
	\| `danielxmed` \| [profile](https://github.com/danielxmed) \| no \| FIRST_TIME_CONTRIBUTOR \| 679d \| `2026-07-05T13:53:55Z` \| 1 \| 0 \| weak \| 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 \|
	\| `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 \|
	\| `hanu-14` \| [profile](https://github.com/hanu-14) \| no \| FIRST_TIME_CONTRIBUTOR \| 1755d \| `2026-07-18T07:34:44Z` \| 1 \| 0 \| weak \| very high \| high \| extremely high recent PR volume; very broad repo spread; high open PR share \|
	\| `hasib2003` \| [profile](https://github.com/hasib2003) \| no \| FIRST_TIME_CONTRIBUTOR \| 1565d \| `2026-07-19T15:15:19Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; no visible non-self stars; targets high-star repos \|
	\| `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 \|
	\| `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 \|
	\| `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 \|
	\| `laradipupo` \| [profile](https://github.com/laradipupo) \| no \| FIRST_TIME_CONTRIBUTOR \| 1426d \| `2026-07-13T08:43:32Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share \|
	\| `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 \|
	\| `momomuchu` \| [profile](https://github.com/momomuchu) \| no \| FIRST_TIME_CONTRIBUTOR \| 1727d \| `2026-07-08T17:01:46Z` \| 1 \| 0 \| weak \| very high \| medium \| high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `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 \|
	\| `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 \|
	\| `Osamaali313` \| [profile](https://github.com/Osamaali313) \| no \| FIRST_TIME_CONTRIBUTOR \| 1846d \| `2026-07-17T19:52:16Z` \| 1 \| 0 \| weak \| very high \| medium \| extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos \|
	\| `Paramveersingh-S` \| [profile](https://github.com/Paramveersingh-S) \| no \| NONE \| 898d \| `2026-06-23T13:34:36Z` \| 1 \| 0 \| weak \| high \| low \| high recent PR volume; broad repo spread; high open PR share \|
	\| `pctablet505` \| [profile](https://github.com/pctablet505) \| no \| NONE \| 2503d \| `2026-07-15T19:46:56Z` \| 1 \| 0 \| weak \| very high \| medium \| high recent PR volume; very broad repo spread; high open PR share \|
	\| `pepepeboom` \| [profile](https://github.com/pepepeboom) \| no \| FIRST_TIME_CONTRIBUTOR \| 833d \| `2026-07-18T12:40:24Z` \| 1 \| 0 \| weak \| low \| low \| high open PR share; targets high-star repos \|
	\| `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 \| 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) \| no \| 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 \| 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 \|
	\| `Pruthvi226` \| [profile](https://github.com/Pruthvi226) \| no \| FIRST_TIME_CONTRIBUTOR \| 658d \| `2026-06-28T13:28:14Z` \| 1 \| 0 \| weak \| moderate \| low \| high open PR share; targets high-star repos \|
	\| `rathodkunj2005` \| [profile](https://github.com/rathodkunj2005) \| no \| FIRST_TIME_CONTRIBUTOR \| 1838d \| `2026-07-10T18:07:37Z` \| 1 \| 0 \| mixed \| moderate \| low \| high open PR share \|
	\| `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 \|
	\| `Saurav-Gupta-9741` \| [profile](https://github.com/Saurav-Gupta-9741) \| no \| FIRST_TIME_CONTRIBUTOR \| 1743d \| `2026-07-01T19:48:18Z` \| 1 \| 0 \| weak \| high \| low \| broad repo spread; high open PR share \|
	\| `Solaris-star` \| [profile](https://github.com/Solaris-star) \| no \| FIRST_TIME_CONTRIBUTOR \| 2216d \| `2026-07-20T15:17:03Z` \| 1 \| 0 \| weak \| very high \| high \| extremely high recent PR volume; very broad repo spread; high open PR share \|
	\| `spartanz51` \| [profile](https://github.com/spartanz51) \| no \| FIRST_TIME_CONTRIBUTOR \| 4713d \| `2026-07-21T09:53:44Z` \| 1 \| 0 \| mixed \| moderate \| low \| — \|
	\| `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 \|
	\| `SuryanshSS1011` \| [profile](https://github.com/SuryanshSS1011) \| no \| FIRST_TIME_CONTRIBUTOR \| 874d \| `2026-06-29T22:17:01Z` \| 1 \| 0 \| mixed \| moderate \| low \| no visible non-self stars \|
	\| `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 \|
	\| `XIONGPEILIN` \| [profile](https://github.com/XIONGPEILIN) \| no \| FIRST_TIME_CONTRIBUTOR \| 799d \| `2026-07-14T13:08:30Z` \| 1 \| 0 \| mixed \| moderate \| low \| high open PR share \|

	## 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: `2026-07-22T05:32:21Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 1229
	- snapshot authored PRs/issues: 1092 PRs / 137 issues
	- snapshot discussion activity: 8333 comments / 7229 reviews / 7542 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 #14268: [wip] [tests] migrate lora tests for pipelines to use new mixins](https://github.com/huggingface/diffusers/pull/14268) — open, draft
	- [PR #14267: [tests] migrate training tests to pytest.](https://github.com/huggingface/diffusers/pull/14267) — open
	- [PR #14262: [core] restrict logging of quant config based on the header size.](https://github.com/huggingface/diffusers/pull/14262) — open, draft
	- [Issue #14255: [tests] migrate all attention processor related stuff from pipeline to model-level testing](https://github.com/huggingface/diffusers/issues/14255) — open
	- [Issue #14249: `set_attention_backend` on one model leaks globally to other models via the active-backend registry](https://github.com/huggingface/diffusers/issues/14249) — open
	- [Issue #14247: PR GPU CI skips new-model GPU tests: Cosmos3 memory tests failed on an unrelated PR](https://github.com/huggingface/diffusers/issues/14247) — open

	### `DN6`

	- profile: [github.com/DN6](https://github.com/DN6)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADN6)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADN6)
	- repo first seen: `2023-02-22T04:27:25Z`
	- repo last seen: `2026-07-21T07:42:20Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 398
	- snapshot authored PRs/issues: 384 PRs / 14 issues
	- snapshot discussion activity: 1094 comments / 1567 reviews / 1271 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 #14169: Remove JAX/Flax ](https://github.com/huggingface/diffusers/pull/14169) — closed, merged
	- [PR #13966: Update `diffusers-cli` for agentic use](https://github.com/huggingface/diffusers/pull/13966) — closed, merged
	- [PR #13852: [CI] Fix `torch_device` import in AutoencoderTesterMixin](https://github.com/huggingface/diffusers/pull/13852) — closed, merged
	- [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: `2026-07-21T02:27:30Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 360
	- snapshot authored PRs/issues: 321 PRs / 39 issues
	- snapshot discussion activity: 2610 comments / 3034 reviews / 3878 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 #14241: [modular] detect stale auto docstrings in CI + regenerate current ones](https://github.com/huggingface/diffusers/pull/14241) — open
	- [PR #14238: Support workflows on conditional pipeline blocks](https://github.com/huggingface/diffusers/pull/14238) — open, draft
	- [PR #14234: Modular branch specific defaults](https://github.com/huggingface/diffusers/pull/14234) — open
	- [Issue #14132: [modular] ensure branch-specific input defaults](https://github.com/huggingface/diffusers/issues/14132) — open
	- [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

	### `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: `2026-07-17T16:51:08Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 223
	- snapshot authored PRs/issues: 217 PRs / 6 issues
	- snapshot discussion activity: 248 comments / 792 reviews / 1653 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 #14162: torch.dtype alias](https://github.com/huggingface/diffusers/pull/14162) — closed, merged
	- [PR #14134: [fix] missing doc-builder imports](https://github.com/huggingface/diffusers/pull/14134) — closed, merged
	- [PR #13830: [docs] add missing Returns sections to forward/__call__ docstrings](https://github.com/huggingface/diffusers/pull/13830) — 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

	### `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: `2026-07-21T10:40:25Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 83
	- snapshot authored PRs/issues: 81 PRs / 2 issues
	- snapshot discussion activity: 264 comments / 190 reviews / 151 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 #14171: [lora training] tag krea2 LoRA card with Turbo base model first to enable inference widget](https://github.com/huggingface/diffusers/pull/14171) — closed, merged
	- [PR #14158: [lora training] fix aspect ratio bucketing in dreambooth scripts (+ caption dropout, on-the-fly buckets)](https://github.com/huggingface/diffusers/pull/14158) — closed, merged
	- [PR #14089: [lora training] add caption dropout and aspect ratio buckets to krea2 and qwen-image](https://github.com/huggingface/diffusers/pull/14089) — open
	- [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: `2026-07-21T07:53:42Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 81
	- snapshot authored PRs/issues: 71 PRs / 10 issues
	- snapshot discussion activity: 402 comments / 1059 reviews / 951 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: `2026-07-10T18:07:19Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 69
	- snapshot authored PRs/issues: 69 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 #14164: Add a sampling animation example for discrete diffusion](https://github.com/huggingface/diffusers/pull/14164) — open
	- [PR #14121: Add ReMDM remasking to DiscreteDDIMScheduler](https://github.com/huggingface/diffusers/pull/14121) — open
	- [PR #14092: Add doc pages for the DiffusionGemma schedulers](https://github.com/huggingface/diffusers/pull/14092) — closed, merged

	### `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: `2026-07-20T05:09:11Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 46
	- snapshot authored PRs/issues: 44 PRs / 2 issues
	- snapshot discussion activity: 119 comments / 41 reviews / 41 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 #14242: refactor wan 2.2 image-to-video pipeline tests to the new mixin structure](https://github.com/huggingface/diffusers/pull/14242) — closed, merged
	- [PR #14240: refactor wan 2.2 pipeline tests to the new mixin structure](https://github.com/huggingface/diffusers/pull/14240) — closed, merged
	- [PR #14239: refactor wan animate pipeline tests to the new mixin structure](https://github.com/huggingface/diffusers/pull/14239) — closed, merged
	- [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

	### `delmalih`

	- profile: [github.com/delmalih](https://github.com/delmalih)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adelmalih)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adelmalih)
	- repo first seen: `2025-11-10T14:05:47Z`
	- repo last seen: `2026-07-18T07:25:07Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 43
	- snapshot authored PRs/issues: 42 PRs / 1 issues
	- snapshot discussion activity: 12 comments / 1 reviews / 1 review comments
	- account age: 3392 days
	- recent public PR activity: 7 PRs (3 merged / 1 closed-unmerged / 3 open; merged rate 43%, closed-unmerged rate 14%, open rate 43%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #14226: docs: improve docstring scheduling_k_dpm_2_ancetstral_discrete.py](https://github.com/huggingface/diffusers/pull/14226) — open
	- [PR #14212: docs: improve docstring scheduling_k_dpm_2_discrete.py](https://github.com/huggingface/diffusers/pull/14212) — closed, merged
	- [PR #14199: docs: improve docstring scheduling_repaint.py](https://github.com/huggingface/diffusers/pull/14199) — closed, merged
	- [Issue #12650: Question about the `# Copied from` system](https://github.com/huggingface/diffusers/issues/12650) — open

	### `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: `2026-07-17T22:53:29Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 37
	- snapshot authored PRs/issues: 37 PRs / 0 issues
	- snapshot discussion activity: 12 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 #14218: Bump torch from 2.7.0 to 2.13.0 in /examples/server](https://github.com/huggingface/diffusers/pull/14218) — open
	- [PR #14217: Bump torch from 2.2.0 to 2.13.0 in /examples/research_projects/realfill](https://github.com/huggingface/diffusers/pull/14217) — open
	- [PR #14180: Bump transformers from 5.3.0 to 5.5.0 in /examples/cogview4-control](https://github.com/huggingface/diffusers/pull/14180) — open

	### `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) — closed, merged
	- [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

	### `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: `2026-07-22T05:41:22Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 16
	- snapshot authored PRs/issues: 16 PRs / 0 issues
	- snapshot discussion activity: 35 comments / 15 reviews / 15 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 #14269: Fix Wan and Motif video pipeline fast test failures](https://github.com/huggingface/diffusers/pull/14269) — open
	- [PR #13892: fix test_pag_sdxl::StableDiffusionXLPAGPipelineIntegrationTests](https://github.com/huggingface/diffusers/pull/13892) — closed, merged
	- [PR #13886: fix marigold depth failure in xpu and A100](https://github.com/huggingface/diffusers/pull/13886) — 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: `2026-07-19T12:50:41Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 38
	- snapshot authored PRs/issues: 14 PRs / 24 issues
	- snapshot discussion activity: 101 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 #14244: Fix LTX2 dynamic timestep shift ignoring the sequence length](https://github.com/huggingface/diffusers/pull/14244) — open
	- [PR #14080: Complete Kohya LoRA conversion for Qwen and Z-Image](https://github.com/huggingface/diffusers/pull/14080) — closed, merged
	- [PR #14010: Fix KeyError for non-attention LoRA sublayers in Flux/Chroma mixture-format converter](https://github.com/huggingface/diffusers/pull/14010) — closed, draft
	- [Issue #14243: LTX2Pipeline: dynamic timestep shift `mu` is constant, ignores the actual sequence length](https://github.com/huggingface/diffusers/issues/14243) — open
	- [Issue #14122: `from_single_file()` support missing/incomplete for Ideogram4 and Krea2 transformers](https://github.com/huggingface/diffusers/issues/14122) — open
	- [Issue #14104: Flux-family attention: flash-attn and other backends fail in an autocast context](https://github.com/huggingface/diffusers/issues/14104) — 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: `2026-06-30T03:21:11Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 12
	- snapshot authored PRs/issues: 12 PRs / 0 issues
	- snapshot discussion activity: 18 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) — closed, merged
	- [PR #13944: ovis_image: fix guidance_scale / max_sequence_length / batched CFG / precomputed embeds + add pipeline test](https://github.com/huggingface/diffusers/pull/13944) — closed, merged

	### `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: `2026-07-19T19:40:26Z`
	- 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: 4 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

	### `sergioperezcheco`

	- profile: [github.com/sergioperezcheco](https://github.com/sergioperezcheco)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asergioperezcheco)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asergioperezcheco)
	- repo first seen: `2026-07-17T08:50:42Z`
	- repo last seen: `2026-07-22T01:42:34Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 8
	- snapshot authored PRs/issues: 8 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 1541 days
	- recent public PR activity: 29 PRs (3 merged / 7 closed-unmerged / 19 open; merged rate 10%, closed-unmerged rate 24%, open rate 66%)
	- 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 #14266: fix(ltx2): use actual video sequence length for dynamic timestep shift](https://github.com/huggingface/diffusers/pull/14266) — open
	- [PR #14237: fix(hooks): preserve original forward signature in register_hook](https://github.com/huggingface/diffusers/pull/14237) — open
	- [PR #14233: fix(pipelines): use forward slash in per-component config.json download allow patterns](https://github.com/huggingface/diffusers/pull/14233) — 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

	### `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: `2026-07-16T16:55:00Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 7
	- snapshot authored PRs/issues: 7 PRs / 0 issues
	- snapshot discussion activity: 8 comments / 18 reviews / 28 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 #14107: [Restore] torch.chunk in Flux2SwiGLU from #13485](https://github.com/huggingface/diffusers/pull/14107) — open
	- [PR #14075: [TPU] Add tensor parallel support for TPU backend](https://github.com/huggingface/diffusers/pull/14075) — open, draft
	- [PR #14039: [TPU] Initial TorchTPU backend integration (eager + torch.compile)](https://github.com/huggingface/diffusers/pull/14039) — open, draft

	### `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: `2026-07-17T09:29:15Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 7
	- snapshot authored PRs/issues: 7 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 10 reviews / 10 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 #14188: [Quantization] Fix ModelOpt pre-quantized loading ](https://github.com/huggingface/diffusers/pull/14188) — closed, merged
	- [PR #14177: Cosmos3 Distilled support](https://github.com/huggingface/diffusers/pull/14177) — closed, merged
	- [PR #14150: Transfer support for Cosmos3 ModularPipeline](https://github.com/huggingface/diffusers/pull/14150) — closed, merged

	### `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

	### `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: `2026-07-20T01:19:05Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 6
	- snapshot authored PRs/issues: 5 PRs / 1 issues
	- snapshot discussion activity: 0 comments / 6 reviews / 6 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 #14246: Fix Cosmos3 Edge generator K normalization](https://github.com/huggingface/diffusers/pull/14246) — closed, merged
	- [PR #14181: Cosmos3 edge support](https://github.com/huggingface/diffusers/pull/14181) — closed, merged
	- [PR #14054: Cosmos3 Model Parallelism](https://github.com/huggingface/diffusers/pull/14054) — open
	- [Issue #14041: Finalize Guidelines for Ulysses based context parallel attention](https://github.com/huggingface/diffusers/issues/14041) — open

	### `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: `2026-07-03T11:53:01Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 5 PRs / 0 issues
	- snapshot discussion activity: 9 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

	### `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: `2026-07-21T09:39:41Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 7 comments / 2 reviews / 2 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 #14263: Fix pr_tests_gpu.yml paths filter to match push_tests.yml](https://github.com/huggingface/diffusers/pull/14263) — open
	- [PR #14260: Repro for #14247](https://github.com/huggingface/diffusers/pull/14260) — open, draft
	- [PR #14027: fix(mag_cache): correct per-transformer step count for dual-transformer pipelines](https://github.com/huggingface/diffusers/pull/14027) — open

	### `pzarzycki`

	- profile: [github.com/pzarzycki](https://github.com/pzarzycki)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apzarzycki)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apzarzycki)
	- repo first seen: `2026-07-07T20:03:10Z`
	- repo last seen: `2026-07-11T01:07:59Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 4 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 1 reviews / 1 review comments
	- account age: 4891 days
	- recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #14168: Fix batching and precomputed embeddings in Kandinsky 5 pipelines](https://github.com/huggingface/diffusers/pull/14168) — open, draft
	- [PR #14144: Add pipeline recipe profiling scripts for optimization benchmarking](https://github.com/huggingface/diffusers/pull/14144) — open
	- [PR #14140: Fix Helios auto offload decode](https://github.com/huggingface/diffusers/pull/14140) — closed, merged

	### `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

	### `buffett0323`

	- profile: [github.com/buffett0323](https://github.com/buffett0323)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abuffett0323)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abuffett0323)
	- repo first seen: `2026-05-22T21:59:05Z`
	- repo last seen: `2026-07-21T06:13:03Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 12 comments / 18 reviews / 18 review comments
	- account age: 2030 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 #14182: Fixing path traversal/arbitrary out-of-directory file read via sharde…](https://github.com/huggingface/diffusers/pull/14182) — closed, merged
	- [PR #14126: Add `from_single_file()` support for Ideogram4 and Krea2 transformers](https://github.com/huggingface/diffusers/pull/14126) — open
	- [PR #14119: Feat -- Stable Audio 3](https://github.com/huggingface/diffusers/pull/14119) — open

	### `Functionhx`

	- profile: [github.com/Functionhx](https://github.com/Functionhx)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AFunctionhx)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AFunctionhx)
	- repo first seen: `2026-07-09T19:22:34Z`
	- repo last seen: `2026-07-09T19:41:41Z`
	- 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: 753 days
	- recent public PR activity: 42 PRs (0 merged / 6 closed-unmerged / 36 open; merged rate 0%, closed-unmerged rate 14%, open rate 86%)
	- 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 #14153: [Windows] Fix subfolder config.json silently skipped during download](https://github.com/huggingface/diffusers/pull/14153) — open
	- [PR #14152: [varlen] Fix non-hub backends mispacking keys for non-contiguous masks](https://github.com/huggingface/diffusers/pull/14152) — open
	- [PR #14151: [LTX2] Fix from_single_file: missing 2.3 key mappings and shared checkpoint dict draining](https://github.com/huggingface/diffusers/pull/14151) — 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

	### `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

	### `menglcai`

	- profile: [github.com/menglcai](https://github.com/menglcai)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amenglcai)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amenglcai)
	- repo first seen: `2026-07-14T08:27:01Z`
	- repo last seen: `2026-07-19T17:55:26Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 3 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 3 reviews / 3 review comments
	- account age: 981 days
	- recent public PR activity: 8 PRs (1 merged / 0 closed-unmerged / 7 open; merged rate 12%, closed-unmerged rate 0%, open rate 88%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share; no visible non-self stars

	Example artifacts:
	- [PR #14236: Make `WanTransformer3DModel` hidden states contiguous before the block loop](https://github.com/huggingface/diffusers/pull/14236) — closed, merged
	- [PR #14203: Make `HunyuanDiT2DModel` and `HunyuanDiT2DControlNetModel` hidden states contiguous](https://github.com/huggingface/diffusers/pull/14203) — open
	- [PR #14186: Make `SD3Transformer2DModel` hidden states contiguous](https://github.com/huggingface/diffusers/pull/14186) — closed, merged

	### `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: `2026-07-03T17:03:53Z`
	- 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: 4 comments / 1 reviews / 1 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 #14112: Fix TorchAO v1 group offloading with use_stream=True](https://github.com/huggingface/diffusers/pull/14112) — closed
	- [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](https://github.com/huggingface/diffusers/pull/14038) — open

	### `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: `2026-07-21T16:40:15Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 65
	- snapshot authored PRs/issues: 53 PRs / 12 issues
	- snapshot discussion activity: 1334 comments / 262 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 #14252: [Modular Diffusers] Fix group offload device mismatch](https://github.com/huggingface/diffusers/pull/14252) — closed, merged
	- [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
	- [Issue #13903: [Anima] Add img2img capability](https://github.com/huggingface/diffusers/issues/13903) — closed
	- [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

	### `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: `2026-07-22T03:00:14Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 32
	- snapshot authored PRs/issues: 28 PRs / 4 issues
	- snapshot discussion activity: 91 comments / 36 reviews / 36 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 #14202: Add XPU expected slice for `SlowBnb4BitFluxControlWithLoraTests::test_lora_loading`](https://github.com/huggingface/diffusers/pull/14202) — open
	- [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
	- [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

	### `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) — closed
	- [PR #13806: [fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval](https://github.com/huggingface/diffusers/pull/13806) — closed
	- [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) — closed

	### `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: `2026-07-08T03:08:08Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 11
	- snapshot authored PRs/issues: 7 PRs / 4 issues
	- snapshot discussion activity: 36 comments / 54 reviews / 54 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 #14115: fix `_flash_3_varlen_hub` mask handling](https://github.com/huggingface/diffusers/pull/14115) — closed, merged
	- [PR #13809: add SP support for `_flash_3_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13809) — closed, merged
	- [PR #13756: Fix the QwenImage Attention mask under Ulysses SP](https://github.com/huggingface/diffusers/pull/13756) — closed, merged
	- [Issue #14114: `_flash_3_varlen_hub` backend cannot handle non-contiguous mask](https://github.com/huggingface/diffusers/issues/14114) — closed
	- [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

	### `chenyangzhu1`

	- profile: [github.com/chenyangzhu1](https://github.com/chenyangzhu1)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achenyangzhu1)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achenyangzhu1)
	- repo first seen: `2026-04-02T15:30:04Z`
	- repo last seen: `2026-07-19T11:45:50Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 5
	- snapshot authored PRs/issues: 4 PRs / 1 issues
	- snapshot discussion activity: 14 comments / 7 reviews / 7 review comments
	- account age: 1566 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 #14201: Add UniPic3Pipeline for multi-image editing and composition](https://github.com/huggingface/diffusers/pull/14201) — open
	- [PR #14193: Add ace step lora support](https://github.com/huggingface/diffusers/pull/14193) — closed, merged
	- [PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using `--with_prior_preservation`](https://github.com/huggingface/diffusers/pull/13396) — closed, merged
	- [Issue #13386: [Bug] `train_dreambooth_lora_qwen_image.py` crashes with `--with_prior_preservation` due to tensor concatenation errors](https://github.com/huggingface/diffusers/issues/13386) — closed

	### `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: `2026-07-09T10:11:07Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 7
	- snapshot authored PRs/issues: 2 PRs / 5 issues
	- snapshot discussion activity: 5 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

	### `GiGiKoneti`

	- profile: [github.com/GiGiKoneti](https://github.com/GiGiKoneti)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGiGiKoneti)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGiGiKoneti)
	- repo first seen: `2026-06-26T09:09:23Z`
	- repo last seen: `2026-07-01T10:31:17Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 2 PRs / 2 issues
	- snapshot discussion activity: 5 comments / 3 reviews / 3 review comments
	- account age: 436 days
	- recent public PR activity: 22 PRs (7 merged / 2 closed-unmerged / 13 open; merged rate 32%, closed-unmerged rate 9%, open rate 59%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #14091: Fix model offloading and training tests + prevent examples timeout](https://github.com/huggingface/diffusers/pull/14091) — closed, merged
	- [PR #14073: [Tests] Skip layerwise casting tests on devices without float8_e4m3fn support](https://github.com/huggingface/diffusers/pull/14073) — closed, merged
	- [Issue #14090: Fix model offloading and training tests + prevent examples timeout](https://github.com/huggingface/diffusers/issues/14090) — closed
	- [Issue #14072: [Bug] Layerwise casting tests fail on MPS backend due to float8 unsupported dtype](https://github.com/huggingface/diffusers/issues/14072) — 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: `2026-07-03T12:10:55Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 4
	- snapshot authored PRs/issues: 2 PRs / 2 issues
	- snapshot discussion activity: 16 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) — closed, merged
	- [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) — closed
	- [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

	### `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

	### `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

	### `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: `2026-07-02T20:26:46Z`
	- 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: 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 #14111: Fix typos across the codebase (concating→concatenating, tbe→the, corrct→correct, etc.)](https://github.com/huggingface/diffusers/pull/14111) — open
	- [PR #14030: Fix typos in comments and docstrings](https://github.com/huggingface/diffusers/pull/14030) — open

	### `C1-BA-B1-F3`

	- profile: [github.com/C1-BA-B1-F3](https://github.com/C1-BA-B1-F3)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AC1-BA-B1-F3)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AC1-BA-B1-F3)
	- repo first seen: `2026-06-25T20:34:05Z`
	- repo last seen: `2026-06-25T20:40:54Z`
	- 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: 3300 days
	- recent public PR activity: 75 PRs (3 merged / 22 closed-unmerged / 50 open; merged rate 4%, closed-unmerged rate 29%, open rate 67%)
	- 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 #14070: fix: Add type validation to prevent crashes from pipeline signature mismatches (#6969)](https://github.com/huggingface/diffusers/pull/14070) — open
	- [PR #14069: Fix ControlNet img2img and inpaint control image validation](https://github.com/huggingface/diffusers/pull/14069) — open

	### `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) — closed
	- [PR #14035: fix: handle CLIP text_model prefix change in transformers>=5 for FLUX LoRA loading](https://github.com/huggingface/diffusers/pull/14035) — open

	### `rumutaydin`

	- profile: [github.com/rumutaydin](https://github.com/rumutaydin)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arumutaydin)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arumutaydin)
	- repo first seen: `2026-07-10T22:49:14Z`
	- repo last seen: `2026-07-10T23:16:26Z`
	- 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: 1 comments / 0 reviews / 0 review comments
	- account age: 1329 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 #14167: FlashPack support for transformers pipeline components](https://github.com/huggingface/diffusers/pull/14167) — open
	- [PR #14166: Fix Hub download filtering for FlashPack pipelines](https://github.com/huggingface/diffusers/pull/14166) — open

	### `sridhar-3009`

	- profile: [github.com/sridhar-3009](https://github.com/sridhar-3009)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asridhar-3009)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asridhar-3009)
	- repo first seen: `2026-07-10T04:10:03Z`
	- repo last seen: `2026-07-10T04:26:23Z`
	- 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: 1347 days
	- recent public PR activity: 196 PRs (29 merged / 117 closed-unmerged / 50 open; merged rate 15%, closed-unmerged rate 60%, open rate 26%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk medium
	- heuristic read: extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs

	Example artifacts:
	- [PR #14156: Fix wrong variable in multi-ControlNet check_inputs](https://github.com/huggingface/diffusers/pull/14156) — open
	- [PR #14155: Add validation for non-positive num_inference_steps in DDPMScheduler](https://github.com/huggingface/diffusers/pull/14155) — open

	### `ZAID646`

	- profile: [github.com/ZAID646](https://github.com/ZAID646)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AZAID646)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AZAID646)
	- repo first seen: `2026-07-01T18:09:53Z`
	- repo last seen: `2026-07-01T18:29:12Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 2 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1315 days
	- recent public PR activity: 7 PRs (0 merged / 0 closed-unmerged / 7 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #14102: Fix FA3 varlen wrapper when hub kernel returns single tensor](https://github.com/huggingface/diffusers/pull/14102) — closed, merged
	- [PR #14101: fix: preserve method docstring through apply_forward_hook decorator](https://github.com/huggingface/diffusers/pull/14101) — open

	### `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: `2026-06-27T14:58:24Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 234
	- snapshot authored PRs/issues: 150 PRs / 84 issues
	- snapshot discussion activity: 561 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

	### `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: `2026-07-09T09:44:59Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 35
	- snapshot authored PRs/issues: 33 PRs / 2 issues
	- snapshot discussion activity: 152 comments / 77 reviews / 76 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) — closed
	- [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: `2026-07-14T03:56:37Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 33
	- snapshot authored PRs/issues: 25 PRs / 8 issues
	- snapshot discussion activity: 111 comments / 66 reviews / 66 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 #14100: Add Nunchaku Lite single-file quantization](https://github.com/huggingface/diffusers/pull/14100) — closed, merged
	- [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
	- [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

	### `mishig25`

	- profile: [github.com/mishig25](https://github.com/mishig25)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amishig25)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amishig25)
	- repo first seen: `2022-09-04T19:44:43Z`
	- repo last seen: `2026-07-07T17:42:36Z`
	- first seen in snapshot: no
	- repo association: MEMBER
	- repo primary artifacts: 27
	- snapshot authored PRs/issues: 24 PRs / 3 issues
	- snapshot discussion activity: 21 comments / 27 reviews / 26 review comments
	- account age: 4108 days
	- recent public PR activity: 45 PRs (18 merged / 4 closed-unmerged / 23 open; merged rate 40%, closed-unmerged rate 9%, open rate 51%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth very high, automation risk medium
	- heuristic read: high recent PR volume; very broad repo spread; high open PR share

	Example artifacts:
	- [PR #14131: Make doc builds faster](https://github.com/huggingface/diffusers/pull/14131) — closed, merged
	- [PR #6405: wip testing doc-builder](https://github.com/huggingface/diffusers/pull/6405) — closed
	- [PR #6018: [wip test doc-builder]](https://github.com/huggingface/diffusers/pull/6018) — closed
	- [Issue #604: [FLAX-PT conversion] test ](https://github.com/huggingface/diffusers/issues/604) — closed
	- [Issue #528: Question about flax model output classes](https://github.com/huggingface/diffusers/issues/528) — closed
	- [Issue #383: Question about: `ConfigMixin` vs `XYZConfig class`](https://github.com/huggingface/diffusers/issues/383) — 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: `2026-06-26T13:31:58Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 16
	- snapshot authored PRs/issues: 15 PRs / 1 issues
	- snapshot discussion activity: 46 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) — closed, merged
	- [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) — 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

	### `christopher5106`

	- profile: [github.com/christopher5106](https://github.com/christopher5106)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achristopher5106)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achristopher5106)
	- repo first seen: `2024-03-30T15:52:41Z`
	- repo last seen: `2026-07-10T18:04:29Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 37
	- snapshot authored PRs/issues: 9 PRs / 28 issues
	- snapshot discussion activity: 113 comments / 2 reviews / 0 review comments
	- account age: 4509 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 #14163: [LoRA] add LoKr adapter support (Z-Image, Flux2/Klein)](https://github.com/huggingface/diffusers/pull/14163) — open
	- [PR #13482: Fix encoder difference between modular and standard pipelines for Qwen Image and consistency with other models](https://github.com/huggingface/diffusers/pull/13482) — open
	- [PR #13373: FA4 local (_flash_4 mode)](https://github.com/huggingface/diffusers/pull/13373) — open
	- [Issue #14037: `HookRegistry._child_registries_cache` goes stale after `enable_cache`/`disable_cache` → `ValueError: No context is set`](https://github.com/huggingface/diffusers/issues/14037) — open
	- [Issue #13998: FLUX kohya LoRA conversion crashes on `final_layer` (KeyError on missing adaLN_modulation_1; "Incompatible keys" on final_layer alphas)](https://github.com/huggingface/diffusers/issues/13998) — closed
	- [Issue #13984: FLUX LoRA with CLIP text-encoder weights fails (empty rank -> IndexError) under transformers>=5](https://github.com/huggingface/diffusers/issues/13984) — 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

	### `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

	### `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

	### `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

	### `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

	### `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

	### `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

	### `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: `2026-06-27T15:31:06Z`
	- 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: 1 comments / 4 reviews / 4 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 #14071: [mps] Fix float64 upcast in HeliosDMDScheduler.convert_flow_pred_to_x0](https://github.com/huggingface/diffusers/pull/14071) — open
	- [PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None](https://github.com/huggingface/diffusers/pull/13701) — open

	### `sqhuang`

	- profile: [github.com/sqhuang](https://github.com/sqhuang)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asqhuang)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asqhuang)
	- repo first seen: `2025-11-23T14:01:52Z`
	- repo last seen: `2026-07-10T02:18:57Z`
	- 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: 4036 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: `underqiu`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14127: Flux2 pipelines: expose the hardcoded 1MP condition-image downscale threshold (max_area)](https://github.com/huggingface/diffusers/pull/14127) — open
	- [PR #12701: Fix variable naming typos in community FluxControlNetFillInpaintPipeline](https://github.com/huggingface/diffusers/pull/12701) — closed, merged

	### `chuenchen309`

	- profile: [github.com/chuenchen309](https://github.com/chuenchen309)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achuenchen309)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achuenchen309)
	- repo first seen: `2026-07-16T02:42:58Z`
	- repo last seen: `2026-07-17T14:43:27Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 1 PRs / 2 issues
	- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
	- account age: 2675 days
	- recent public PR activity: 190 PRs (17 merged / 16 closed-unmerged / 157 open; merged rate 9%, closed-unmerged rate 8%, open rate 83%)
	- 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 #14200: [LDM3D] Fix rgblike_to_depthmap truncating 16-bit depth back to 8 bits](https://github.com/huggingface/diffusers/pull/14200) — open
	- [Issue #14213: Ancestral schedulers (EulerAncestral, KDPM2Ancestral) produce all-NaN output with beta_schedule="squaredcos_cap_v2"](https://github.com/huggingface/diffusers/issues/14213) — open
	- [Issue #14206: LDM3D rgblike_to_depthmap truncates the 16-bit depth map back to the 8-bit input dtype](https://github.com/huggingface/diffusers/issues/14206) — 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: `2026-07-09T08:02:40Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 3
	- snapshot authored PRs/issues: 1 PRs / 2 issues
	- snapshot discussion activity: 4 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) — closed, draft
	- [Issue #14076: [Proposal]: Support LoRA loading for MotifVideo pipelines](https://github.com/huggingface/diffusers/issues/14076) — closed
	- [Issue #14042: Add Flux2KleinImg2ImgPipeline for FLUX.2 Klein](https://github.com/huggingface/diffusers/issues/14042) — closed

	### `amd-inechakr`

	- profile: [github.com/amd-inechakr](https://github.com/amd-inechakr)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aamd-inechakr)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aamd-inechakr)
	- repo first seen: `2026-06-26T22:12:12Z`
	- repo last seen: `2026-07-09T18:42:53Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 150 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: young account; high open PR share; no visible non-self stars; targets high-star repos

	Example artifacts:
	- [PR #14077: Add quark as an autoquantizer](https://github.com/huggingface/diffusers/pull/14077) — open
	- [Issue #14149: Add AMD Quark support to Diffusers](https://github.com/huggingface/diffusers/issues/14149) — open

	### `CodingForAGI`

	- profile: [github.com/CodingForAGI](https://github.com/CodingForAGI)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACodingForAGI)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACodingForAGI)
	- repo first seen: `2026-07-05T12:10:16Z`
	- repo last seen: `2026-07-05T13:06:47Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1067 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 #14125: fix no text_model attribute bug when clip_skip is not None](https://github.com/huggingface/diffusers/pull/14125) — open
	- [Issue #14124: [Version 0.39.0]AttributeError: 'CLIPTextModel' object has no attribute 'text_model' WHEN SET CKIP_SKIP NOT NONE](https://github.com/huggingface/diffusers/issues/14124) — open

	### `ElectricGoal`

	- profile: [github.com/ElectricGoal](https://github.com/ElectricGoal)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AElectricGoal)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AElectricGoal)
	- repo first seen: `2026-06-25T10:27:43Z`
	- repo last seen: `2026-06-26T17:17:33Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 1 comments / 1 reviews / 1 review comments
	- account age: 2916 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 #14066: Fix DreamLite legacy block type aliases](https://github.com/huggingface/diffusers/pull/14066) — closed, merged
	- [Issue #14065: DreamLite-base fails to load due to unsupported legacy UNet block type names](https://github.com/huggingface/diffusers/issues/14065) — closed

	### `ErenAta16`

	- profile: [github.com/ErenAta16](https://github.com/ErenAta16)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AErenAta16)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AErenAta16)
	- repo first seen: `2026-07-17T16:11:53Z`
	- repo last seen: `2026-07-18T12:25:18Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 2 comments / 6 reviews / 6 review comments
	- account age: 990 days
	- recent public PR activity: 75 PRs (27 merged / 6 closed-unmerged / 42 open; merged rate 36%, closed-unmerged rate 8%, open rate 56%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth very high, automation risk medium
	- heuristic read: high recent PR volume; very broad repo spread; high open PR share

	Example artifacts:
	- [PR #14215: Fix _merged_adapters bookkeeping desync on partial unfuse_lora(components=...)](https://github.com/huggingface/diffusers/pull/14215) — open
	- [Issue #14214: unfuse_lora(components=[...]) desyncs _merged_adapters/num_fused_loras from actual per-component PEFT merge state](https://github.com/huggingface/diffusers/issues/14214) — open

	### `fropych`

	- profile: [github.com/fropych](https://github.com/fropych)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Afropych)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Afropych)
	- repo first seen: `2026-07-15T16:06:31Z`
	- repo last seen: `2026-07-16T09:14:01Z`
	- 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 / 1 reviews / 1 review comments
	- account age: 2153 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 #14204: Fix local LoRA weight auto-discovery in offline mode](https://github.com/huggingface/diffusers/pull/14204) — closed, merged
	- [Issue #14195: Offline mode rejects local LoRA files and directories without weight_name](https://github.com/huggingface/diffusers/issues/14195) — closed

	### `gabe-engineers`

	- profile: [github.com/gabe-engineers](https://github.com/gabe-engineers)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agabe-engineers)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agabe-engineers)
	- repo first seen: `2026-06-12T17:57:39Z`
	- repo last seen: `2026-07-08T16:52:09Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
	- account age: 2950 days
	- recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #14068: Constrain numba test dependency](https://github.com/huggingface/diffusers/pull/14068) — closed
	- [Issue #14067: uv pip install -e ".[test]" fails on Python 3.12 due to incompatible numba/llvmlite resolution](https://github.com/huggingface/diffusers/issues/14067) — closed

	### `IvenHsu01`

	- profile: [github.com/IvenHsu01](https://github.com/IvenHsu01)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AIvenHsu01)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AIvenHsu01)
	- repo first seen: `2026-07-14T02:59:47Z`
	- repo last seen: `2026-07-14T03:00:47Z`
	- 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: 323 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; targets high-star repos

	Example artifacts:
	- [PR #14184: Fix AuraFlow VAE dtype mismatch on pipeline reuse](https://github.com/huggingface/diffusers/pull/14184) — closed, merged
	- [Issue #14183: AuraFlowPipeline: VAE dtype mismatch on pipeline reuse (latents cast skipped on 2nd call)](https://github.com/huggingface/diffusers/issues/14183) — closed

	### `jmliu206`

	- profile: [github.com/jmliu206](https://github.com/jmliu206)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajmliu206)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajmliu206)
	- repo first seen: `2026-06-29T08:48:54Z`
	- repo last seen: `2026-07-13T02:15:11Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 2412 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 #14084: Add SeFi-Image pipeline](https://github.com/huggingface/diffusers/pull/14084) — open
	- [Issue #14086: Add SeFi-Image pipeline](https://github.com/huggingface/diffusers/issues/14086) — open

	### `johnnynunez`

	- profile: [github.com/johnnynunez](https://github.com/johnnynunez)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajohnnynunez)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajohnnynunez)
	- repo first seen: `2025-06-25T12:11:57Z`
	- repo last seen: `2026-07-09T22:06:00Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 3560 days
	- recent public PR activity: 107 PRs (25 merged / 19 closed-unmerged / 63 open; merged rate 23%, closed-unmerged rate 18%, open rate 59%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk medium
	- heuristic read: extremely high recent PR volume; broad repo spread; high open PR share

	Example artifacts:
	- [PR #14154: Enable cache support (FirstBlockCache) for Cosmos3 Omni](https://github.com/huggingface/diffusers/pull/14154) — open
	- [Issue #11805: Flash Attention](https://github.com/huggingface/diffusers/issues/11805) — 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: 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) — closed, merged
	- [Issue #13877: docs: fix typos in scheduling_euler_discrete.py](https://github.com/huggingface/diffusers/issues/13877) — closed

	### `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: `2026-07-07T08:57:36Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 2
	- snapshot authored PRs/issues: 1 PRs / 1 issues
	- snapshot discussion activity: 6 comments / 16 reviews / 16 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) — closed, merged
	- [Issue #14049: Add JoyAI-Image Edit Plus pipeline and model](https://github.com/huggingface/diffusers/issues/14049) — closed

	### `wutachiang`

	- profile: [github.com/wutachiang](https://github.com/wutachiang)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awutachiang)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awutachiang)
	- repo first seen: `2026-07-15T05:06:34Z`
	- repo last seen: `2026-07-15T13:33:26Z`
	- 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: 3978 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 #14189: Fix Qwen Image edit pipelines to forward multimodal token type IDs](https://github.com/huggingface/diffusers/pull/14189) — open
	- [Issue #14194: [Bug] QwenImageEdit produces incorrect outputs with transformers >=5 due to missing mm_token_type_ids](https://github.com/huggingface/diffusers/issues/14194) — open

	### `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: `2026-07-06T09:01:35Z`
	- 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: 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: `2026-07-15T09:10:09Z`
	- 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: 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

	### `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: `2026-07-13T17:15:15Z`
	- 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: 1 comments / 2 reviews / 2 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

	### `Bekhouche`

	- profile: [github.com/Bekhouche](https://github.com/Bekhouche)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABekhouche)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABekhouche)
	- repo first seen: `2026-07-22T11:03:30Z`
	- repo last seen: `2026-07-22T11:03:30Z`
	- 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: 4792 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: `epan-utbm`
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #14271: Fix LoRA offload detection for alignment hooks (#10914)](https://github.com/huggingface/diffusers/pull/14271) — 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: `2026-07-09T04:38:08Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIMER
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 3 comments / 40 reviews / 40 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

	### `Cedric-Perauer`

	- profile: [github.com/Cedric-Perauer](https://github.com/Cedric-Perauer)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACedric-Perauer)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACedric-Perauer)
	- repo first seen: `2025-11-21T00:20:03Z`
	- repo last seen: `2026-07-09T10:29:44Z`
	- 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: 6 comments / 0 reviews / 0 review comments
	- account age: 2915 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 #14083: Krea2 Modular Pipeline Support, Documentation, Test Cases](https://github.com/huggingface/diffusers/pull/14083) — open

	### `cgloriacc`

	- profile: [github.com/cgloriacc](https://github.com/cgloriacc)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acgloriacc)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acgloriacc)
	- repo first seen: `2026-06-26T06:33:27Z`
	- repo last seen: `2026-07-05T09:01:16Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
	- account age: 2032 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 #14087: Add PixArt-Alpha modular pipeline](https://github.com/huggingface/diffusers/pull/14087) — 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: `2026-07-20T19:15:05Z`
	- 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: 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

	### `danielxmed`

	- profile: [github.com/danielxmed](https://github.com/danielxmed)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adanielxmed)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adanielxmed)
	- repo first seen: `2026-07-05T13:53:55Z`
	- repo last seen: `2026-07-10T16:19:02Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 5 comments / 9 reviews / 9 review comments
	- account age: 679 days
	- recent public PR activity: 3 PRs (1 merged / 0 closed-unmerged / 2 open; merged rate 33%, closed-unmerged rate 0%, open rate 67%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14160: Cast attention inputs to the autocast dtype in dispatch_attention_fn](https://github.com/huggingface/diffusers/pull/14160) — open, draft

	### `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

	### `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

	### `hanu-14`

	- profile: [github.com/hanu-14](https://github.com/hanu-14)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahanu-14)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahanu-14)
	- repo first seen: `2026-07-18T07:34:44Z`
	- repo last seen: `2026-07-21T11:45:59Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
	- account age: 1755 days
	- recent public PR activity: 354 PRs (15 merged / 90 closed-unmerged / 250 open; merged rate 4%, closed-unmerged rate 25%, open rate 70%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share

	Example artifacts:
	- [PR #14227: fix: upgrade http:// to https:// in README](https://github.com/huggingface/diffusers/pull/14227) — open

	### `hasib2003`

	- profile: [github.com/hasib2003](https://github.com/hasib2003)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahasib2003)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahasib2003)
	- repo first seen: `2026-07-19T15:15:19Z`
	- repo last seen: `2026-07-19T15:15:19Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1565 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 #14245: Docs: fix misleading negative prompt argument desc in SD3 pipeline](https://github.com/huggingface/diffusers/pull/14245) — 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

	### `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

	### `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

	### `laradipupo`

	- profile: [github.com/laradipupo](https://github.com/laradipupo)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alaradipupo)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alaradipupo)
	- repo first seen: `2026-07-13T08:43:32Z`
	- repo last seen: `2026-07-13T08:43:32Z`
	- 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: 1426 days
	- recent public PR activity: 6 PRs (0 merged / 0 closed-unmerged / 6 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

	Example artifacts:
	- [PR #14176: [DtoH sync] set scheduler begin index in SD3 T2I](https://github.com/huggingface/diffusers/pull/14176) — open

	### `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

	### `momomuchu`

	- profile: [github.com/momomuchu](https://github.com/momomuchu)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amomomuchu)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amomomuchu)
	- repo first seen: `2026-07-08T17:01:46Z`
	- repo last seen: `2026-07-08T17:01:46Z`
	- 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: 1727 days
	- recent public PR activity: 74 PRs (10 merged / 13 closed-unmerged / 51 open; merged rate 14%, closed-unmerged rate 18%, open rate 69%)
	- 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 #14143: Preserve HookRegistry forward signatures](https://github.com/huggingface/diffusers/pull/14143) — 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

	### `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

	### `Osamaali313`

	- profile: [github.com/Osamaali313](https://github.com/Osamaali313)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AOsamaali313)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AOsamaali313)
	- repo first seen: `2026-07-17T19:52:16Z`
	- repo last seen: `2026-07-18T20:05:59Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 1846 days
	- recent public PR activity: 164 PRs (46 merged / 17 closed-unmerged / 101 open; merged rate 28%, closed-unmerged rate 10%, open rate 62%)
	- 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 #14216: Fix DDIMParallelScheduler batch path ignoring final_alpha_cumprod](https://github.com/huggingface/diffusers/pull/14216) — 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: `2026-06-26T15:57:34Z`
	- first seen in snapshot: no
	- repo association: NONE
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 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) — closed

	### `pctablet505`

	- profile: [github.com/pctablet505](https://github.com/pctablet505)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apctablet505)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apctablet505)
	- repo first seen: `2026-07-15T19:46:56Z`
	- repo last seen: `2026-07-15T19:46:56Z`
	- 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: 2503 days
	- recent public PR activity: 86 PRs (5 merged / 11 closed-unmerged / 70 open; merged rate 6%, closed-unmerged rate 13%, open rate 81%)
	- 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 #14198: fix: allow local LoRA paths in offline mode](https://github.com/huggingface/diffusers/pull/14198) — closed, draft

	### `pepepeboom`

	- profile: [github.com/pepepeboom](https://github.com/pepepeboom)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apepepeboom)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apepepeboom)
	- repo first seen: `2026-07-18T12:40:24Z`
	- repo last seen: `2026-07-18T12:40:24Z`
	- 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: 833 days
	- recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth low, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14232: [docs] remove link to unmaintained HEIM in evaluation guide](https://github.com/huggingface/diffusers/pull/14232) — 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: `2026-06-26T17:18:02Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 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) — closed, merged

	### `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: `2026-07-02T13:15:12Z`
	- first seen in snapshot: no
	- repo association: CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
	- account age: 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) — closed, merged

	### `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: `2026-07-16T11:08:44Z`
	- 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 / 9 reviews / 9 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) — closed, merged

	### `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

	### `Pruthvi226`

	- profile: [github.com/Pruthvi226](https://github.com/Pruthvi226)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APruthvi226)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APruthvi226)
	- repo first seen: `2026-06-28T13:28:14Z`
	- repo last seen: `2026-06-28T13:28:14Z`
	- 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: 658 days
	- recent public PR activity: 4 PRs (0 merged / 0 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth moderate, automation risk low
	- heuristic read: high open PR share; targets high-star repos

	Example artifacts:
	- [PR #14081: Add Krea2 modular pipeline](https://github.com/huggingface/diffusers/pull/14081) — open

	### `rathodkunj2005`

	- profile: [github.com/rathodkunj2005](https://github.com/rathodkunj2005)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arathodkunj2005)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arathodkunj2005)
	- repo first seen: `2026-07-10T18:07:37Z`
	- repo last seen: `2026-07-10T18:07:37Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 1838 days
	- recent public PR activity: 6 PRs (3 merged / 0 closed-unmerged / 3 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

	Example artifacts:
	- [PR #14165: Handle Anima LoRA alpha keys](https://github.com/huggingface/diffusers/pull/14165) — open

	### `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

	### `Saurav-Gupta-9741`

	- profile: [github.com/Saurav-Gupta-9741](https://github.com/Saurav-Gupta-9741)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASaurav-Gupta-9741)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASaurav-Gupta-9741)
	- repo first seen: `2026-07-01T19:48:18Z`
	- repo last seen: `2026-07-06T09:56:03Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
	- account age: 1743 days
	- recent public PR activity: 12 PRs (3 merged / 3 closed-unmerged / 6 open; merged rate 25%, closed-unmerged rate 25%, open rate 50%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth high, automation risk low
	- heuristic read: broad repo spread; high open PR share

	Example artifacts:
	- [PR #14105: feat: auto-detect and fuse QKV for original PEFT adapters](https://github.com/huggingface/diffusers/pull/14105) — open

	### `Solaris-star`

	- profile: [github.com/Solaris-star](https://github.com/Solaris-star)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASolaris-star)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASolaris-star)
	- repo first seen: `2026-07-20T15:17:03Z`
	- repo last seen: `2026-07-20T15:17:03Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
	- account age: 2216 days
	- recent public PR activity: 246 PRs (35 merged / 71 closed-unmerged / 140 open; merged rate 14%, closed-unmerged rate 29%, open rate 57%)
	- public orgs: none visible
	- compact scores: follow-through weak, breadth very high, automation risk high
	- heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share

	Example artifacts:
	- [PR #14250: fix: do not leak set_attention_backend into process-wide registry](https://github.com/huggingface/diffusers/pull/14250) — open

	### `spartanz51`

	- profile: [github.com/spartanz51](https://github.com/spartanz51)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aspartanz51)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aspartanz51)
	- repo first seen: `2026-07-21T09:53:44Z`
	- repo last seen: `2026-07-21T09:53:58Z`
	- first seen in snapshot: no
	- repo association: FIRST_TIME_CONTRIBUTOR
	- repo primary artifacts: 1
	- snapshot authored PRs/issues: 1 PRs / 0 issues
	- snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
	- account age: 4713 days
	- recent public PR activity: 21 PRs (13 merged / 4 closed-unmerged / 4 open; merged rate 62%, closed-unmerged rate 19%, open rate 19%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: —

	Example artifacts:
	- [PR #14264: Support native-layout Krea2 checkpoints (community GGUFs) in `from_single_file()`](https://github.com/huggingface/diffusers/pull/14264) — 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

	### `SuryanshSS1011`

	- profile: [github.com/SuryanshSS1011](https://github.com/SuryanshSS1011)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASuryanshSS1011)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASuryanshSS1011)
	- repo first seen: `2026-06-29T22:17:01Z`
	- repo last seen: `2026-07-13T21:24:16Z`
	- 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 / 4 reviews / 4 review comments
	- account age: 874 days
	- recent public PR activity: 16 PRs (11 merged / 0 closed-unmerged / 5 open; merged rate 69%, closed-unmerged rate 0%, open rate 31%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: no visible non-self stars

	Example artifacts:
	- [PR #14093: Invalidate HookRegistry child-registries cache on enable/disable cache](https://github.com/huggingface/diffusers/pull/14093) — 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

	### `XIONGPEILIN`

	- profile: [github.com/XIONGPEILIN](https://github.com/XIONGPEILIN)
	- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AXIONGPEILIN)
	- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AXIONGPEILIN)
	- repo first seen: `2026-07-14T13:08:30Z`
	- repo last seen: `2026-07-14T13:08:30Z`
	- 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: 799 days
	- recent public PR activity: 5 PRs (2 merged / 0 closed-unmerged / 3 open; merged rate 40%, closed-unmerged rate 0%, open rate 60%)
	- public orgs: none visible
	- compact scores: follow-through mixed, breadth moderate, automation risk low
	- heuristic read: high open PR share

	Example artifacts:
	- [PR #14187: Fix SEG `_gaussian_blur_2d`: finite `blur_sigma` is ignored (inverted infinite-blur branch)](https://github.com/huggingface/diffusers/pull/14187) — open