snapshots/hf-evalstate--diffusers-pr--main/new-contributors-report.md

New Contributor Report: huggingface/diffusers

• Snapshot: 20260427T113512Z
• Generated: 2026-04-27T11:35:40Z
• Activity window: 60d
• Contributors: 93

Summary

Author	Profile	First seen?	Association	Account age	Repo first seen	Snapshot PRs	Snapshot issues	Follow-through	Breadth	Automation risk	Notes
sayakpaul	profile	no	MEMBER	3466d	2023-01-13T14:42:20Z	1010	132	strong	high	low	extremely high recent PR volume; broad repo spread; targets high-star repos
DN6	profile	no	MEMBER	4361d	2023-02-22T04:27:25Z	375	14	mixed	low	low	high recent PR volume; targets high-star repos
yiyixuxu	profile	no	MEMBER	3978d	2022-12-14T16:37:57Z	297	38	strong	low	low	targets high-star repos
dg845	profile	no	MEMBER	2327d	2023-03-22T05:10:45Z	66	8	mixed	low	low	no visible non-self stars; targets high-star repos
asomoza	profile	no	MEMBER	4600d	2023-11-10T05:32:15Z	50	11	weak	low	low	high open PR share; targets high-star repos
Ricardo-M-L	profile	no	CONTRIBUTOR	2082d	2026-04-02T16:08:54Z	42	0	weak	very high	medium	extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
jiqing-feng	profile	no	CONTRIBUTOR	1396d	2022-11-29T08:44:19Z	24	4	strong	moderate	low	high recent PR volume
kaixuanliu	profile	no	CONTRIBUTOR	3934d	2025-01-20T00:59:08Z	13	0	mixed	moderate	low	high recent PR volume; targets high-star repos
SHYuanBest	profile	no	CONTRIBUTOR	995d	2024-09-21T03:19:05Z	9	0	strong	high	low	broad repo spread
christopher5106	profile	no	CONTRIBUTOR	4425d	2024-03-30T15:52:41Z	8	25	mixed	low	low	targets high-star repos
akshan-main	profile	no	CONTRIBUTOR	1562d	2025-11-21T08:13:14Z	8	2	mixed	moderate	low	high recent PR volume; targets high-star repos
s-zx	profile	no	FIRST_TIME_CONTRIBUTOR	2021d	2026-03-10T22:11:42Z	6	0	weak	very high	high	high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos
azolotenkov	profile	no	CONTRIBUTOR	1019d	2025-03-04T13:58:31Z	5	0	strong	low	low	no visible non-self stars; targets high-star repos
RuixiangMa	profile	no	CONTRIBUTOR	3287d	2026-04-02T17:19:18Z	5	0	mixed	low	low	high recent PR volume
zhtmike	profile	no	CONTRIBUTOR	4275d	2026-03-17T08:08:13Z	4	2	mixed	moderate	low	high recent PR volume
howardzhang-cv	profile	no	CONTRIBUTOR	3147d	2026-01-07T18:24:00Z	4	0	mixed	low	low	high recent PR volume
HsiaWinter	profile	no	CONTRIBUTOR	1613d	2026-04-08T04:14:03Z	4	0	mixed	low	low	high open PR share; targets high-star repos
neo	profile	no	FIRST_TIME_CONTRIBUTOR	4211d	2023-09-20T21:42:50Z	4	0	mixed	low	low	high open PR share; targets high-star repos
rtrompier	profile	no	MEMBER	4940d	2023-10-19T12:21:52Z	4	0	mixed	very high	medium	extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs
songh11	profile	no	CONTRIBUTOR	1961d	2024-12-05T09:11:19Z	3	5	strong	low	low	—
Akash504-ai	profile	no	CONTRIBUTOR	426d	2026-03-29T19:06:50Z	3	3	mixed	high	medium	extremely high recent PR volume; broad repo spread
Anai-Guo	profile	no	FIRST_TIME_CONTRIBUTOR	4d	2026-04-13T06:56:28Z	3	0	weak	high	medium	very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos
Chase-Xuu	profile	no	FIRST_TIME_CONTRIBUTOR	1867d	2026-03-10T01:43:26Z	3	0	weak	low	medium	many recent closed-unmerged PRs; high open PR share; targets high-star repos
GitGlimpse895	profile	no	FIRST_TIME_CONTRIBUTOR	6d	2026-04-14T04:29:39Z	3	0	weak	moderate	high	very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos
NazarKozak	profile	no	FIRST_TIME_CONTRIBUTOR	4489d	2026-04-25T06:35:12Z	3	0	weak	low	low	high open PR share; targets high-star repos
YangKai0616	profile	no	CONTRIBUTOR	1466d	2026-03-23T11:52:46Z	3	0	mixed	moderate	low	targets high-star repos
stevhliu	profile	no	MEMBER	2296d	2023-02-22T18:18:22Z	212	6	strong	low	low	high recent PR volume; no visible non-self stars; targets high-star repos
kashif	profile	no	MEMBER	6570d	2022-06-15T15:01:24Z	63	0	mixed	high	low	high recent PR volume; broad repo spread; targets high-star repos
sywangyi	profile	no	CONTRIBUTOR	2996d	2023-09-19T06:45:24Z	9	0	strong	moderate	low	targets high-star repos
paulinebm	profile	no	MEMBER	830d	2024-12-12T10:28:15Z	7	0	strong	very high	medium	extremely high recent PR volume; very broad repo spread; no visible non-self stars
JingyaHuang	profile	no	MEMBER	2742d	2022-11-03T10:27:59Z	3	0	weak	low	low	high open PR share; targets high-star repos
chenyangzhu1	profile	no	CONTRIBUTOR	1477d	2026-04-02T15:30:04Z	2	1	strong	low	low	targets high-star repos
agarwalprakhar2511	profile	no	FIRST_TIME_CONTRIBUTOR	26d	2026-03-22T09:13:05Z	2	0	weak	low	medium	very new account; high open PR share; no visible non-self stars; targets high-star repos
cartesian-plane	profile	no	FIRST_TIME_CONTRIBUTOR	1744d	2026-04-25T09:38:56Z	2	0	weak	low	low	high open PR share; targets high-star repos
chang-zhijie	profile	no	CONTRIBUTOR	2856d	2026-04-13T03:17:22Z	2	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
eliemichel	profile	no	FIRST_TIME_CONTRIBUTOR	4553d	2026-03-09T21:49:18Z	2	0	weak	low	low	high open PR share; targets high-star repos
gambletan	profile	no	FIRST_TIME_CONTRIBUTOR	41d	2026-03-16T14:10:56Z	2	0	weak	very high	high	very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos
hf-security-analysis[bot]	profile	no	CONTRIBUTOR	?d	2026-03-27T11:59:04Z	2	0	n/a	n/a	n/a	summary unavailable
huemin-art	profile	no	CONTRIBUTOR	1508d	2026-03-12T14:56:59Z	2	0	strong	low	low	targets high-star repos
NIK-TIGER-BILL	profile	no	CONTRIBUTOR	2289d	2026-03-30T07:15:17Z	2	0	weak	very high	medium	extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos
ParamChordiya	profile	no	FIRST_TIME_CONTRIBUTOR	2149d	2026-04-16T05:37:27Z	2	0	mixed	moderate	low	targets high-star repos
hlky	profile	no	CONTRIBUTOR	1414d	2022-08-22T10:44:45Z	142	7	strong	low	low	no visible non-self stars
linoytsaban	profile	no	MEMBER	2349d	2023-06-20T06:10:02Z	74	2	weak	low	high	very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos
delmalih	profile	no	CONTRIBUTOR	3312d	2025-11-10T14:05:47Z	33	1	strong	low	low	targets high-star repos
lawrence-cj	profile	no	CONTRIBUTOR	2408d	2023-11-08T08:40:50Z	32	2	mixed	low	low	—
Beinsezii	profile	no	CONTRIBUTOR	2888d	2023-11-06T21:11:04Z	20	5	strong	moderate	low	high recent PR volume; no visible non-self stars
DefTruth	profile	no	CONTRIBUTOR	3136d	2025-08-07T07:00:06Z	15	7	strong	moderate	low	extremely high recent PR volume
entrpn	profile	no	CONTRIBUTOR	4455d	2022-10-27T22:30:33Z	12	3	mixed	moderate	low	—
satani99	profile	no	CONTRIBUTOR	2806d	2024-01-09T09:10:11Z	7	0	weak	low	low	high open PR share; targets high-star repos
miguelmartin75	profile	no	CONTRIBUTOR	4853d	2025-12-17T00:32:26Z	6	0	strong	moderate	low	—
adi776borate	profile	no	CONTRIBUTOR	735d	2025-11-11T18:30:22Z	5	0	mixed	low	low	high open PR share; targets high-star repos
CalamitousFelicitousness	profile	no	CONTRIBUTOR	2197d	2025-10-22T10:15:05Z	4	2	mixed	moderate	low	—
AlanPonnachan	profile	no	CONTRIBUTOR	1775d	2024-12-23T18:31:30Z	4	0	mixed	moderate	low	high open PR share; no visible non-self stars; targets high-star repos
cbensimon	profile	no	MEMBER	4031d	2023-09-29T10:19:13Z	4	0	n/a	low	low	no visible non-self stars
alvarobartt	profile	no	MEMBER	2975d	2025-12-22T14:10:32Z	3	0	strong	moderate	low	high recent PR volume
McPatate	profile	no	MEMBER	4208d	2024-06-07T16:06:34Z	3	0	strong	moderate	low	high recent PR volume
tcaimm	profile	no	CONTRIBUTOR	1624d	2025-12-02T11:22:45Z	3	0	strong	low	low	targets high-star repos
vkuzo	profile	no	CONTRIBUTOR	5122d	2025-12-29T17:14:53Z	3	0	strong	moderate	low	high recent PR volume
jashshah999	profile	no	FIRST_TIME_CONTRIBUTOR	2570d	2026-02-25T22:19:12Z	2	0	mixed	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
kirillsst	profile	no	CONTRIBUTOR	290d	2026-02-24T12:11:43Z	2	0	weak	low	low	young account; high open PR share
Moran232	profile	no	FIRST_TIME_CONTRIBUTOR	4195d	2026-04-07T07:58:41Z	1	2	weak	low	low	high open PR share; targets high-star repos
plugyawn	profile	no	FIRST_TIME_CONTRIBUTOR	1941d	2026-03-08T17:03:35Z	1	1	mixed	moderate	low	high open PR share
pthombre	profile	no	CONTRIBUTOR	388d	2025-12-22T23:16:56Z	1	1	strong	moderate	low	—
Sunhill666	profile	no	CONTRIBUTOR	3220d	2026-04-01T06:54:19Z	1	1	strong	low	low	targets high-star repos
ViktoriiaRomanova	profile	no	FIRST_TIME_CONTRIBUTOR	1648d	2026-04-08T09:26:22Z	1	1	weak	low	low	high open PR share; targets high-star repos
VittoriaLanzo	profile	no	NONE	78d	2026-04-02T13:06:12Z	1	1	mixed	high	low	very new account; high recent PR volume; broad repo spread
abhixb	profile	no	NONE	263d	2026-03-14T12:01:02Z	1	0	mixed	low	low	young account; many recent closed-unmerged PRs; targets high-star repos
Alexkkir	profile	no	CONTRIBUTOR	2758d	2026-03-24T08:31:05Z	1	0	strong	low	low	targets high-star repos
andrew-w-ross	profile	no	CONTRIBUTOR	3851d	2026-03-30T01:44:18Z	1	0	strong	low	low	targets high-star repos
andrewor14	profile	no	CONTRIBUTOR	4997d	2026-04-03T20:31:12Z	1	0	strong	moderate	low	—
aryabyte21	profile	no	FIRST_TIME_CONTRIBUTOR	2264d	2026-03-15T05:17:57Z	1	0	weak	low	low	many recent closed-unmerged PRs; targets high-star repos
aws-zhenguo	profile	no	FIRST_TIME_CONTRIBUTOR	514d	2026-04-14T22:28:18Z	1	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
awsr	profile	no	FIRST_TIME_CONTRIBUTOR	2751d	2026-04-04T02:02:23Z	1	0	mixed	moderate	low	—
conanna	profile	no	FIRST_TIMER	381d	2026-04-12T19:13:13Z	1	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
Dev-next-gen	profile	no	FIRST_TIME_CONTRIBUTOR	518d	2026-04-19T00:36:23Z	1	0	strong	moderate	low	—
GalacticAvenger	profile	no	CONTRIBUTOR	2212d	2026-04-02T20:15:48Z	1	0	mixed	high	low	broad repo spread; high open PR share; targets high-star repos
HaoyuLi-Nova	profile	no	FIRST_TIME_CONTRIBUTOR	853d	2026-04-24T15:24:20Z	1	0	weak	low	low	high open PR share; targets high-star repos
hitchhiker3010	profile	no	CONTRIBUTOR	3777d	2026-04-07T06:26:34Z	1	0	strong	low	low	targets high-star repos
HMAKT99	profile	no	FIRST_TIME_CONTRIBUTOR	265d	2026-03-30T15:12:13Z	1	0	mixed	very high	medium	young account; extremely high recent PR volume; very broad repo spread
kvr06-ai	profile	no	FIRST_TIME_CONTRIBUTOR	573d	2026-03-10T10:45:14Z	1	0	weak	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
LiuYinfeng01	profile	no	FIRST_TIME_CONTRIBUTOR	428d	2026-03-25T03:29:24Z	1	0	weak	low	low	high open PR share; targets high-star repos
MukundaKatta	profile	no	FIRST_TIME_CONTRIBUTOR	1536d	2026-04-25T18:34:23Z	1	0	mixed	very high	medium	extremely high recent PR volume; very broad repo spread
r266-tech	profile	no	FIRST_TIME_CONTRIBUTOR	206d	2026-03-22T18:03:37Z	1	0	weak	very high	high	young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
racyjelly	profile	no	FIRST_TIMER	1619d	2026-04-23T14:40:30Z	1	0	weak	low	low	many recent closed-unmerged PRs; targets high-star repos
sippycoder	profile	no	CONTRIBUTOR	1055d	2026-03-24T03:16:39Z	1	0	mixed	low	low	high open PR share; targets high-star repos
Songrui625	profile	no	CONTRIBUTOR	2641d	2026-02-26T12:37:36Z	1	0	mixed	low	low	high open PR share
teith	profile	no	CONTRIBUTOR	1184d	2026-03-03T01:07:16Z	1	0	n/a	low	low	no visible non-self stars
varaprasadtarunkumar	profile	no	NONE	1436d	2026-04-03T18:58:56Z	1	0	weak	low	low	many recent closed-unmerged PRs; targets high-star repos
waitingcheung	profile	no	FIRST_TIME_CONTRIBUTOR	4931d	2026-04-23T05:54:56Z	1	0	n/a	low	low	no visible non-self stars
xin3he	profile	no	FIRST_TIME_CONTRIBUTOR	1822d	2026-03-04T11:16:34Z	1	0	strong	low	low	high recent PR volume
Xyc2016	profile	no	CONTRIBUTOR	3421d	2026-04-06T14:42:14Z	1	0	strong	low	low	—
yadferhad	profile	no	CONTRIBUTOR	3308d	2026-04-15T17:24:00Z	1	0	weak	low	medium	many recent closed-unmerged PRs; high open PR share; targets high-star repos
yunjoochoi	profile	no	FIRST_TIME_CONTRIBUTOR	776d	2026-03-15T03:43:58Z	1	0	weak	low	low	high open PR share; targets high-star repos

Contributors

sayakpaul

• profile: github.com/sayakpaul
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-01-13T14:42:20Z
• repo last seen: 2026-04-27T11:20:05Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 1142
• snapshot authored PRs/issues: 1010 PRs / 132 issues
• snapshot discussion activity: 8120 comments / 6906 reviews / 7126 review comments
• account age: 3466 days
• recent public PR activity: 109 PRs (86 merged / 5 closed-unmerged / 18 open; merged rate 79%, closed-unmerged rate 5%, open rate 17%)
• public orgs: huggingface, all-things-vits
• compact scores: follow-through strong, breadth high, automation risk low
• heuristic read: extremely high recent PR volume; broad repo spread; targets high-star repos

Example artifacts:

• PR #13562: [ci] use tokenizers stable installtion in CI. — open
• PR #13548: [ci] feat: have pr labeler label for closing issues. — closed, merged
• PR #13536: [ci] allow claude to open PRs for certain instructions. — open
• Issue #13475: QwenImage has_neg_prompt derivation — closed
• Issue #13401: Help us profile important pipelines and improve if needed — open
• Issue #13375: Investigate the current DtoH sync solution in pipelines — open

DN6

• profile: github.com/DN6
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-02-22T04:27:25Z
• repo last seen: 2026-04-24T11:03:45Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 389
• snapshot authored PRs/issues: 375 PRs / 14 issues
• snapshot discussion activity: 1070 comments / 1496 reviews / 1190 review comments
• account age: 4361 days
• recent public PR activity: 33 PRs (22 merged / 1 closed-unmerged / 10 open; merged rate 67%, closed-unmerged rate 3%, open rate 30%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high recent PR volume; targets high-star repos

Example artifacts:

• PR #13554: [CI] QOL improvement for PR size labeler — open
• PR #13481: [CI] Fix BnB tests — closed, merged
• PR #13433: [CI] Use finegrained token for Issue Labeler — closed, merged
• Issue #13151: GGUF + torch.compile is not compatible with Hub Kernels — open
• Issue #12600: Add KV Cache for Autoregressive Inference — open
• Issue #10152: Diffusers Roadmap — open

yiyixuxu

• profile: github.com/yiyixuxu
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-12-14T16:37:57Z
• repo last seen: 2026-04-27T09:07:20Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 335
• snapshot authored PRs/issues: 297 PRs / 38 issues
• snapshot discussion activity: 2544 comments / 2866 reviews / 3480 review comments
• account age: 3978 days
• recent public PR activity: 11 PRs (10 merged / 0 closed-unmerged / 1 open; merged rate 91%, closed-unmerged rate 0%, open rate 9%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13567: [agents docs] add pipelines.md etc — open
• PR #13472: [agents docs] add float64 gotcha — closed, merged
• PR #13410: [agent] add modular doc — closed, merged
• Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading — open
• Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model — open
• Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline — closed

dg845

• profile: github.com/dg845
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-03-22T05:10:45Z
• repo last seen: 2026-04-23T01:33:43Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 74
• snapshot authored PRs/issues: 66 PRs / 8 issues
• snapshot discussion activity: 340 comments / 711 reviews / 622 review comments
• account age: 2327 days
• recent public PR activity: 8 PRs (6 merged / 1 closed-unmerged / 1 open; merged rate 75%, closed-unmerged rate 12%, open rate 12%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13337: Update LTX-2 Docs to Cover LTX-2.3 Models — closed, merged
• PR #13220: Refactor AttentionProcessorSkipHook to Support Custom STG Logic — open
• PR #13217: Add Support for LTX-2.3 Models — closed, merged
• Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers — open
• Issue #8547: Latent Consistency Model Possible Scaling Bug — closed
• Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation. — closed

asomoza

• profile: github.com/asomoza
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-11-10T05:32:15Z
• repo last seen: 2026-04-23T19:27:31Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 61
• snapshot authored PRs/issues: 50 PRs / 11 issues
• snapshot discussion activity: 1307 comments / 254 reviews / 200 review comments
• account age: 4600 days
• recent public PR activity: 6 PRs (2 merged / 1 closed-unmerged / 3 open; merged rate 33%, closed-unmerged rate 17%, open rate 50%)
• public orgs: huggingface
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13427: [torchao] Fix record_stream with torchao and group offloading — closed, draft
• PR #13381: [Agents] Optimizations skill — open
• PR #13212: [Z-Image] Fix more do_classifier_free_guidance thresholds — closed, merged
• Issue #12441: Support Wan2.2-Animate — closed
• Issue #11861: ControlnetUnion not working correctly — closed
• Issue #11745: Pipeline Quantization silent ignore of components not present in pipeline — closed

Ricardo-M-L

• profile: github.com/Ricardo-M-L
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-02T16:08:54Z
• repo last seen: 2026-04-25T06:35:22Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 42
• snapshot authored PRs/issues: 42 PRs / 0 issues
• snapshot discussion activity: 12 comments / 1 reviews / 1 review comments
• account age: 2082 days
• recent public PR activity: 164 PRs (32 merged / 40 closed-unmerged / 92 open; merged rate 20%, closed-unmerged rate 24%, open rate 56%)
• 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 #13550: Replace bare except with except Exception — closed
• PR #13549: Fix missing function call in is_torch_xla_version — open
• PR #13544: Fix missing raise before NotImplementedError in Flux SPMD example — open

jiqing-feng

• profile: github.com/jiqing-feng
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-11-29T08:44:19Z
• repo last seen: 2026-04-27T02:37:48Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 28
• snapshot authored PRs/issues: 24 PRs / 4 issues
• snapshot discussion activity: 62 comments / 24 reviews / 24 review comments
• account age: 1396 days
• recent public PR activity: 25 PRs (22 merged / 1 closed-unmerged / 2 open; merged rate 88%, closed-unmerged rate 4%, open rate 8%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13541: Reduce WanAnimate TorchAO test input sizes to prevent OOM — open
• PR #13540: Add _get_dummy_inputs_for_model helper for quantization tests — open
• PR #13539: Fix training gradient underflow in quantization tests — open
• Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise — closed
• Issue #12975: AnimateDiffPipeline performance regression on CPU. — closed
• Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch — closed

kaixuanliu

• profile: github.com/kaixuanliu
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-01-20T00:59:08Z
• repo last seen: 2026-04-21T08:32:53Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 13
• snapshot authored PRs/issues: 13 PRs / 0 issues
• snapshot discussion activity: 43 comments / 9 reviews / 9 review comments
• account age: 3934 days
• recent public PR activity: 35 PRs (24 merged / 6 closed-unmerged / 5 open; merged rate 69%, closed-unmerged rate 17%, 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 #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests — closed, merged
• PR #13496: add _repeated_blocks for ErnieImageTransformer2DModel — closed, merged
• PR #13336: avoid hardcode device in flux-control example — closed, merged

SHYuanBest

• profile: github.com/SHYuanBest
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-09-21T03:19:05Z
• repo last seen: 2026-03-18T07:25:19Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 9
• snapshot authored PRs/issues: 9 PRs / 0 issues
• snapshot discussion activity: 39 comments / 21 reviews / 21 review comments
• account age: 995 days
• recent public PR activity: 22 PRs (21 merged / 1 closed-unmerged / 0 open; merged rate 95%, closed-unmerged rate 5%, open rate 0%)
• public orgs: PKU-YuanGroup
• compact scores: follow-through strong, breadth high, automation risk low
• heuristic read: broad repo spread

Example artifacts:

• PR #13282: [Helios] Remove lru_cache for better AoTI compatibility and cleaner code — closed, merged
• PR #13223: Fix Helios Context Parallelism — closed, merged
• PR #13222: Optimize Helios docs — closed, merged

christopher5106

• profile: github.com/christopher5106
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-03-30T15:52:41Z
• repo last seen: 2026-04-20T09:55:36Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 33
• snapshot authored PRs/issues: 8 PRs / 25 issues
• snapshot discussion activity: 104 comments / 2 reviews / 0 review comments
• account age: 4425 days
• recent public PR activity: 8 PRs (4 merged / 1 closed-unmerged / 3 open; merged rate 50%, closed-unmerged rate 12%, open rate 38%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13482: Fix encoder difference between modular and standard pipelines for Qwen Image and consistency with other models — open
• PR #13373: FA4 local (_flash_4 mode) — open
• PR #13200: adding lora support to z-image controlnet pipelines — closed, merged
• Issue #13505: Z-Image's modular TE block only produces negative_prompt_embeds when the pipeline's guider is enabled (CFG active). — open
• Issue #13487: Loading loras on "text_pipe" of a modular pipeline fails — open
• Issue #13484: Lora loading fail on Flux 2 dev for FAL loras — closed

akshan-main

• profile: github.com/akshan-main
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-11-21T08:13:14Z
• repo last seen: 2026-04-22T23:16:20Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 10
• snapshot authored PRs/issues: 8 PRs / 2 issues
• snapshot discussion activity: 78 comments / 19 reviews / 19 review comments
• account age: 1562 days
• recent public PR activity: 26 PRs (14 merged / 6 closed-unmerged / 6 open; merged rate 54%, closed-unmerged rate 23%, open rate 23%)
• 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 #13498: Add Ernie-Image modular pipeline — open
• PR #13440: Fix HunyuanVideo 1.5 I2V by preprocessing image at pixel resolution i… — closed, merged
• PR #13422: Add negative_prompt parameter to GLMImagePipeline — closed
• Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution — closed
• Issue #13421: Add negative_prompt parameter to GLMImagePipeline — closed

s-zx

• profile: github.com/s-zx
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-10T22:11:42Z
• repo last seen: 2026-03-22T00:34:28Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 6
• snapshot authored PRs/issues: 6 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 2021 days
• recent public PR activity: 98 PRs (6 merged / 40 closed-unmerged / 52 open; merged rate 6%, closed-unmerged rate 41%, open rate 53%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos

Example artifacts:

• PR #13305: fix: skip pin_memory and non_blocking transfer for tensor subclasses in group offloading — open
• PR #13304: fix: support torchao >= 0.16.0 by importing renamed CamelCase Config classes — open
• PR #13303: fix: cast input to weight dtype in PatchEmbed and FluxTransformer2DModel to prevent dtype mismatch — open

azolotenkov

• profile: github.com/azolotenkov
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-03-04T13:58:31Z
• repo last seen: 2026-04-15T08:03:33Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 5 PRs / 0 issues
• snapshot discussion activity: 6 comments / 2 reviews / 2 review comments
• account age: 1019 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 #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering — closed, merged
• PR #13417: Fix VAE offload encode device mismatch in DreamBooth scripts — closed, merged
• PR #13415: Fix Flux2 DreamBooth prior preservation prompt repeats — closed, merged

RuixiangMa

• profile: github.com/RuixiangMa
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-02T17:19:18Z
• repo last seen: 2026-04-21T00:29:42Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 5 PRs / 0 issues
• snapshot discussion activity: 8 comments / 60 reviews / 60 review comments
• account age: 3287 days
• recent public PR activity: 47 PRs (28 merged / 1 closed-unmerged / 18 open; merged rate 60%, closed-unmerged rate 2%, open rate 38%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13511: [Feat] support AutoPipelineForText2Audio — open
• PR #13494: [Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion — closed, merged
• PR #13483: [chore] Add diffusers-format example to LongCatAudioDiTPipeline — closed, merged

zhtmike

• profile: github.com/zhtmike
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-17T08:08:13Z
• repo last seen: 2026-04-27T06:41:17Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 6
• snapshot authored PRs/issues: 4 PRs / 2 issues
• snapshot discussion activity: 6 comments / 22 reviews / 22 review comments
• account age: 4275 days
• recent public PR activity: 31 PRs (19 merged / 8 closed-unmerged / 4 open; merged rate 61%, closed-unmerged rate 26%, open rate 13%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13479: Add attention mask input support for flash backend — open
• PR #13328: Fix Ulysses SP backward with SDPA — closed, merged
• PR #13312: change QwenImageTransformer UT to batch inputs — closed, merged
• Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP. — closed
• Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs — closed

howardzhang-cv

• profile: github.com/howardzhang-cv
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-01-07T18:24:00Z
• repo last seen: 2026-03-27T22:12:52Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 5 comments / 15 reviews / 15 review comments
• account age: 3147 days
• recent public PR activity: 26 PRs (13 merged / 8 closed-unmerged / 5 open; merged rate 50%, closed-unmerged rate 31%, open rate 19%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13355: change minimum version guard for torchao to 0.15.0 — closed, merged
• PR #13291: remove str option for quantization config in torchao — closed, merged
• PR #13285: Add low precision attention API from torchao to TorchAoConfig — open

HsiaWinter

• profile: github.com/HsiaWinter
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-08T04:14:03Z
• repo last seen: 2026-04-14T03:34:39Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 0 comments / 34 reviews / 34 review comments
• account age: 1613 days
• recent public PR activity: 4 PRs (2 merged / 0 closed-unmerged / 2 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13465: fix npu compatibility — open
• PR #13464: fix some dtype issue for gguf / some gpu backends — closed, merged
• PR #13456: fix rope dtype from torch.float64 to torch.float32 — open

neo

• profile: github.com/neo
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-09-20T21:42:50Z
• repo last seen: 2026-04-13T17:33:27Z
• 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: 2 comments / 3 reviews / 3 review comments
• account age: 4211 days
• recent public PR activity: 5 PRs (2 merged / 0 closed-unmerged / 3 open; merged rate 40%, closed-unmerged rate 0%, open rate 60%)
• public orgs: Experience-Monks
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13460: Add hash check for dynamic modules cache — open
• PR #13459: Ensure consistent dynamic module path for custom components — open
• PR #13458: Accommodate custom components in maybe_raise_or_warn — open

rtrompier

• profile: github.com/rtrompier
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-10-19T12:21:52Z
• repo last seen: 2026-04-24T12:27:53Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 4940 days
• recent public PR activity: 107 PRs (60 merged / 44 closed-unmerged / 3 open; merged rate 56%, closed-unmerged rate 41%, open rate 3%)
• public orgs: smartwavesa
• compact scores: follow-through mixed, 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 #13555: chore: bump doc-builder SHA for main doc build workflow — closed, merged
• PR #13493: chore: bump doc-builder SHA for main doc build workflow — closed, draft
• PR #13476: chore: bump doc-builder SHA for PR upload workflow — closed, merged

songh11

• profile: github.com/songh11
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-12-05T09:11:19Z
• repo last seen: 2026-04-26T17:06:09Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 8
• snapshot authored PRs/issues: 3 PRs / 5 issues
• snapshot discussion activity: 15 comments / 7 reviews / 7 review comments
• account age: 1961 days
• recent public PR activity: 3 PRs (3 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: —

Example artifacts:

• PR #13545: feat: support ring attention with arbitrary KV sequence lengths — open
• PR #13507: fix: handle non-zero storage_offset in sage attention for ring compatibility — open
• PR #13478: fix(ernie-image): avoid locals() comprehension scope issue in callback kwargs — closed, merged
• Issue #13506: Sage attention fails with ring-attention. — open
• Issue #13477: ErnieImage callback locals() scope bug. — closed
• Issue #12396: Using leaf_level together with delete_adapters can get some errors. — closed

Akash504-ai

• profile: github.com/Akash504-ai
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-29T19:06:50Z
• repo last seen: 2026-04-15T02:08:43Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 6
• snapshot authored PRs/issues: 3 PRs / 3 issues
• snapshot discussion activity: 4 comments / 1 reviews / 1 review comments
• account age: 426 days
• recent public PR activity: 102 PRs (65 merged / 10 closed-unmerged / 27 open; merged rate 64%, closed-unmerged rate 10%, open rate 26%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk medium
• heuristic read: extremely high recent PR volume; broad repo spread

Example artifacts:

• PR #13471: fix(profiling): preserve instance isolation when decorating methods — closed, merged
• PR #13426: Fix division by zero in rescale_noise_cfg causing NaNs during inference — open
• PR #13395: Fix missing validation for num_inference_steps in DDPMScheduler and add tests — open
• Issue #13425: Division by zero in rescale_noise_cfg can produce NaNs during inference — open
• Issue #13394: DDPMScheduler allows num_inference_steps=0 without validation (inconsistent with DDIMScheduler) — open
• Issue #13362: DDIMPipeline does not validate eta range despite documented constraint [0, 1] — closed

Anai-Guo

• profile: github.com/Anai-Guo
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-13T06:56:28Z
• repo last seen: 2026-04-26T07:13:16Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 4 days
• recent public PR activity: 25 PRs (3 merged / 3 closed-unmerged / 19 open; merged rate 12%, closed-unmerged rate 12%, open rate 76%)
• 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; targets high-star repos

Example artifacts:

• PR #13468: fix(profiling): patch sub-component methods at class level to prevent instance-isolation bug — closed
• PR #13466: fix(LTXEulerAncestralRFScheduler): validate monotonicity of explicit sigma schedules — open
• PR #13455: fix: align text_encoder_out_layers default with pipeline for Flux 2 Klein — open

Chase-Xuu

• profile: github.com/Chase-Xuu
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-10T01:43:26Z
• repo last seen: 2026-03-10T15:07:30Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 1867 days
• recent public PR activity: 5 PRs (0 merged / 3 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 60%, open rate 40%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk medium
• heuristic read: many recent closed-unmerged PRs; high open PR share; targets high-star repos

Example artifacts:

• PR #13240: fix: deduplicate timesteps in DPMSolverMultistep for squaredcos_cap_v2 + karras/lu sigmas — open
• PR #13239: fix: deduplicate timesteps in DPMSolverMultistepScheduler to prevent IndexError — closed
• PR #13238: fix: restore module buffers during stream-based group offload — closed

GitGlimpse895

• profile: github.com/GitGlimpse895
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-14T04:29:39Z
• repo last seen: 2026-04-23T01:46:12Z
• 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: 5 comments / 0 reviews / 0 review comments
• account age: 6 days
• recent public PR activity: 11 PRs (0 merged / 6 closed-unmerged / 5 open; merged rate 0%, closed-unmerged rate 55%, open rate 45%)
• public orgs: none visible
• compact scores: follow-through weak, breadth moderate, automation risk high
• heuristic read: very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13500: Fix: use resample-aware bilinear+antialias interpolation for tensor/numpy resize in VaeImageProcessor — open
• PR #13497: hooks/pyramid_attention_broadcast: remove redundant iteration==0 guard and fix stale cache VRAM leak — open
• PR #13467: hooks/pyramid_attention_broadcast: fix redundant recompute at iteration 0 and free stale cache when outside timestep range — closed

NazarKozak

• profile: github.com/NazarKozak
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-25T06:35:12Z
• repo last seen: 2026-04-25T07:22:55Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 4489 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 #13559: feat(loading): detect Git LFS pointer files and raise a clear error — open
• PR #13558: docs(examples/server): add health-check trap when switching to background load — open
• PR #13557: docs(flux2): clarify image= is reference conditioning, not img2img — open

YangKai0616

• profile: github.com/YangKai0616
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-23T11:52:46Z
• repo last seen: 2026-03-30T04:22:51Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 3 comments / 6 reviews / 6 review comments
• account age: 1466 days
• recent public PR activity: 15 PRs (7 merged / 3 closed-unmerged / 5 open; merged rate 47%, closed-unmerged rate 20%, open rate 33%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13364: Fix MotionConv2d to cast blur_kernel to input dtype instead of reverse — closed, merged
• PR #13339: Fix: ensure consistent dtype and eval mode in pipeline save/load tests — closed, merged
• PR #13316: Stabilize low-precision custom autoencoder RMS normalization — closed, merged

stevhliu

• profile: github.com/stevhliu
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-02-22T18:18:22Z
• repo last seen: 2026-04-23T17:09:13Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 218
• snapshot authored PRs/issues: 212 PRs / 6 issues
• snapshot discussion activity: 243 comments / 760 reviews / 1587 review comments
• account age: 2296 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 #13334: [docs] refactor model skill — closed, merged
• PR #13248: [docs] updates — closed, merged
• PR #13158: [docs] add docs for qwenimagelayered — closed, merged
• Issue #7238: IP-Adapter masking — closed
• Issue #5380: [community pipeline] Mixture tiling — closed
• Issue #5379: [community pipeline] SpeechToImage — closed

kashif

• profile: github.com/kashif
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-06-15T15:01:24Z
• repo last seen: 2026-04-15T15:42:14Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 63
• snapshot authored PRs/issues: 63 PRs / 0 issues
• snapshot discussion activity: 202 comments / 157 reviews / 135 review comments
• account age: 6570 days
• recent public PR activity: 32 PRs (20 merged / 1 closed-unmerged / 11 open; merged rate 62%, closed-unmerged rate 3%, open rate 34%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk low
• heuristic read: high recent PR volume; broad repo spread; targets high-star repos

Example artifacts:

• PR #13333: [LLADA2] documentation fixes — closed, merged
• PR #13226: [Discrete Diffusion] Add LLaDA2 pipeline — closed, merged
• PR #12987: [Qwen] avoid creating attention masks when there is no padding — closed, merged

sywangyi

• profile: github.com/sywangyi
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-09-19T06:45:24Z
• repo last seen: 2026-04-22T02:04:16Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 9
• snapshot authored PRs/issues: 9 PRs / 0 issues
• snapshot discussion activity: 31 comments / 9 reviews / 9 review comments
• account age: 2996 days
• recent public PR activity: 16 PRs (12 merged / 0 closed-unmerged / 4 open; merged rate 75%, closed-unmerged rate 0%, open rate 25%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13535: fix the test_hotswapping_compiled_model_xxx case failure in xpu — closed
• PR #13270: fix parallelism case failure in xpu — closed, merged
• PR #12842: fix pytest tests/pipelines/pixart_sigma/test_pixart.py::PixArtSigmaPi… — closed, merged

paulinebm

• profile: github.com/paulinebm
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-12-12T10:28:15Z
• repo last seen: 2026-04-16T09:12:02Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 7
• snapshot authored PRs/issues: 7 PRs / 0 issues
• snapshot discussion activity: 0 comments / 9 reviews / 8 review comments
• account age: 830 days
• recent public PR activity: 159 PRs (156 merged / 2 closed-unmerged / 1 open; merged rate 98%, closed-unmerged rate 1%, open rate 1%)
• public orgs: none visible
• compact scores: follow-through strong, breadth very high, automation risk medium
• heuristic read: extremely high recent PR volume; very broad repo spread; no visible non-self stars

Example artifacts:

• PR #13438: add PR fork workable — closed, merged
• PR #13385: 🔒 Pin GitHub Actions to commit SHAs — closed, merged
• PR #12927: Add environment variables to checkout step — closed, merged

JingyaHuang

• profile: github.com/JingyaHuang
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-11-03T10:27:59Z
• repo last seen: 2026-04-15T16:57:37Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 4 comments / 4 reviews / 3 review comments
• account age: 2742 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 #13485: [Neuron] Enable torch.compile compatibility with Neuron device — open, draft
• PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device — open, draft
• PR #9766: Add a doc for AWS Neuron in Diffusers — closed, merged

chenyangzhu1

• profile: github.com/chenyangzhu1
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-02T15:30:04Z
• repo last seen: 2026-04-09T02:53:49Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 2 PRs / 1 issues
• snapshot discussion activity: 7 comments / 1 reviews / 1 review comments
• account age: 1477 days
• recent public PR activity: 2 PRs (2 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using --with_prior_preservation — closed, merged
• PR #13387: Handle prompt embedding concat in Qwen dreambooth example — closed, merged
• Issue #13386: [Bug] train_dreambooth_lora_qwen_image.py crashes with --with_prior_preservation due to tensor concatenation errors — closed

agarwalprakhar2511

• profile: github.com/agarwalprakhar2511
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-22T09:13:05Z
• repo last seen: 2026-03-22T09:21:13Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 26 days
• recent public PR activity: 4 PRs (0 merged / 1 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 25%, open rate 75%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk medium
• heuristic read: very new account; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13308: fix: disable non-blocking tensor copies to MPS during model loading — open
• PR #13307: fix(dreambooth): batch size mismatch with --with_prior_preservation in flux2 scripts — open

cartesian-plane

• profile: github.com/cartesian-plane
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-25T09:38:56Z
• repo last seen: 2026-04-25T10:57:58Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1744 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 #13561: Fix the disable_free_noise function in AnimateDiffFreeNoiseMixin — open
• PR #13560: Fix Exception message for set_item call on FrozenDict — open

chang-zhijie

• profile: github.com/chang-zhijie
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-13T03:17:22Z
• repo last seen: 2026-04-19T01:14:31Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
• account age: 2856 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; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13490: add _native_npu_attention support mask shape like [B,1,1,S] — closed, merged
• PR #13451: Fix attention_mask broadcasting for NPU compatibility — closed

eliemichel

• profile: github.com/eliemichel
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-09T21:49:18Z
• repo last seen: 2026-03-09T22:34:15Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 4553 days
• recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: w3c, CitoyensCapteurs, hackEns, FreederTeam
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13237: Add support for FLUX.2 Klein 9B and 4B in single_file_utils — open
• PR #13236: Fix error message in gguf_quantizer.py — open

gambletan

• profile: github.com/gambletan
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-16T14:10:56Z
• repo last seen: 2026-03-16T14:13:58Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 41 days
• recent public PR activity: 357 PRs (22 merged / 230 closed-unmerged / 105 open; merged rate 6%, closed-unmerged rate 64%, open rate 29%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13273: fix: wrap validation inference with torch.no_grad() in dreambooth examples — open
• PR #13272: fix: compute image_seq_len from spatial dims in Lumina2 pipeline — open

hf-security-analysis[bot]

• profile: github.com/hf-security-analysis[bot]
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-27T11:59:04Z
• repo last seen: 2026-03-31T09:26:39Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: ? days
• recent public PR activity: ? PRs (? merged / ? closed-unmerged / ? open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth n/a, automation risk n/a
• heuristic read: summary unavailable
• enrichment fetch error: [{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]

Example artifacts:

• PR #13374: chore: update claude_review.yml — closed, merged
• PR #13354: chore: update claude_review.yml — closed

huemin-art

• profile: github.com/huemin-art
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-12T14:56:59Z
• repo last seen: 2026-04-06T23:48:03Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 4 reviews / 4 review comments
• account age: 1508 days
• recent public PR activity: 3 PRs (3 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13428: FLUX.2 small decoder — closed, merged
• PR #13262: klein 9b kv — closed, merged

NIK-TIGER-BILL

• profile: github.com/NIK-TIGER-BILL
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-30T07:15:17Z
• repo last seen: 2026-04-08T23:17:59Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 1 comments / 1 reviews / 1 review comments
• account age: 2289 days
• recent public PR activity: 213 PRs (6 merged / 197 closed-unmerged / 10 open; merged rate 3%, closed-unmerged rate 92%, open rate 5%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk medium
• heuristic read: extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13436: test — closed, draft
• PR #13367: fix(ddim): validate eta is in [0, 1] in DDIMPipeline — closed, merged

ParamChordiya

• profile: github.com/ParamChordiya
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-16T05:37:27Z
• repo last seen: 2026-04-23T03:24:10Z
• 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 / 1 reviews / 1 review comments
• account age: 2149 days
• recent public PR activity: 14 PRs (8 merged / 2 closed-unmerged / 4 open; merged rate 57%, closed-unmerged rate 14%, open rate 29%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13495: Fix load_lora_weights crash on modular sub-pipelines without transformer — open
• PR #13489: Fix UniPC scheduler device mismatch when using offloading — open

hlky

• profile: github.com/hlky
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-08-22T10:44:45Z
• repo last seen: 2026-04-21T09:16:28Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 149
• snapshot authored PRs/issues: 142 PRs / 7 issues
• snapshot discussion activity: 544 comments / 411 reviews / 402 review comments
• account age: 1414 days
• recent public PR activity: 6 PRs (5 merged / 0 closed-unmerged / 1 open; merged rate 83%, closed-unmerged rate 0%, open rate 17%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

• PR #13448: Improve trust_remote_code — closed, merged
• PR #13080: ZImageControlNet cfg — closed, merged
• PR #12888: Z-Image-Turbo from_single_file fix — closed, merged
• Issue #10357: [community] PyTorch/XLA support — closed
• Issue #10106: Add HunyuanVideo — closed
• Issue #10078: Cache text encoder embeds in pipelines — open

linoytsaban

• profile: github.com/linoytsaban
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-06-20T06:10:02Z
• repo last seen: 2026-04-16T14:21:59Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 76
• snapshot authored PRs/issues: 74 PRs / 2 issues
• snapshot discussion activity: 253 comments / 185 reviews / 146 review comments
• account age: 2349 days
• recent public PR activity: 1 PRs (0 merged / 1 closed-unmerged / 0 open; merged rate 0%, closed-unmerged rate 100%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk high
• heuristic read: very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13325: [flux.2 LoRA] make lora training compatible with flux.2 klein kv — closed
• PR #13056: Z image lora training — closed, merged
• PR #12581: [LoRA] add support for more Qwen LoRAs — closed, merged
• Issue #11730: Add --lora_alpha and metadata handling in training scripts follow up — closed
• Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥 — closed

delmalih

• profile: github.com/delmalih
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-11-10T14:05:47Z
• repo last seen: 2026-02-28T10:30:41Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 34
• snapshot authored PRs/issues: 33 PRs / 1 issues
• snapshot discussion activity: 11 comments / 1 reviews / 1 review comments
• account age: 3312 days
• recent public PR activity: 2 PRs (2 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13198: docs: improve docstring scheduling_ipndm.py — closed, merged
• PR #13160: docs: improve docstring scheduling_flow_match_lcm.py — closed, merged
• PR #13130: docs: improve docstring scheduling_flow_match_heun_discrete.py — closed, merged
• Issue #12650: Question about the # Copied from system — open

lawrence-cj

• profile: github.com/lawrence-cj
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-11-08T08:40:50Z
• repo last seen: 2026-03-18T02:48:51Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 34
• snapshot authored PRs/issues: 32 PRs / 2 issues
• snapshot discussion activity: 144 comments / 76 reviews / 75 review comments
• account age: 2408 days
• recent public PR activity: 6 PRs (4 merged / 1 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 17%, open rate 17%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: —

Example artifacts:

• PR #13229: add ltx2 vae in sana-video; — closed, merged
• PR #12723: [feat] LongSANA: a minute-length real-time video generation model — open
• PR #12675: fix typo in docs — closed, merged
• Issue #5989: safetensors.torch bug — closed
• Issue #5862: Transformer2DModel does not support gradient checkpointing. — closed

Beinsezii

• profile: github.com/Beinsezii
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-11-06T21:11:04Z
• repo last seen: 2026-04-13T05:39:29Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 25
• snapshot authored PRs/issues: 20 PRs / 5 issues
• snapshot discussion activity: 57 comments / 7 reviews / 7 review comments
• account age: 2888 days
• recent public PR activity: 29 PRs (26 merged / 2 closed-unmerged / 1 open; merged rate 90%, closed-unmerged rate 7%, open rate 3%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume; no visible non-self stars

Example artifacts:

• PR #13453: Fix SDXL Refiner with Higher Order Schedulers — open
• PR #12955: ZImageTransformer2D: Only build attention mask if seqlens are not equal — closed, merged
• PR #12101: lora_conversion_utils: replace lora up/down with a/b even if transformer. in key — closed, merged
• Issue #11592: 0.33.X FluxLoraLoaderMixin delete_adapters Regression — closed
• Issue #8565: StableDiffusion3Pipeline load_lora_weights IndexError — closed
• Issue #8488: StableDiffusion3Pipeline from_pretrained Exception — closed

DefTruth

• profile: github.com/DefTruth
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-08-07T07:00:06Z
• repo last seen: 2026-03-09T06:06:26Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 22
• snapshot authored PRs/issues: 15 PRs / 7 issues
• snapshot discussion activity: 86 comments / 22 reviews / 22 review comments
• account age: 3136 days
• recent public PR activity: 187 PRs (184 merged / 1 closed-unmerged / 2 open; merged rate 98%, closed-unmerged rate 1%, open rate 1%)
• public orgs: vipshop, PaddlePaddle, xlite-dev
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: extremely high recent PR volume

Example artifacts:

• PR #13228: fix: allow pass cpu generator for helios — closed, merged
• PR #12996: feat: support Ulysses Anything Attention — closed, merged
• PR #12970: fix Qwen-Image series context parallel — closed, merged
• Issue #12823: How to use quantizer after pipeline loaded? — closed
• Issue #12706: [Feature] Ulysses Attention for any sequence length w/o padding — closed
• Issue #12661: Crash while using ChronoEdit with context parallelism — closed

entrpn

• profile: github.com/entrpn
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-10-27T22:30:33Z
• repo last seen: 2026-04-15T16:05:11Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 15
• snapshot authored PRs/issues: 12 PRs / 3 issues
• snapshot discussion activity: 32 comments / 7 reviews / 7 review comments
• account age: 4455 days
• recent public PR activity: 9 PRs (7 merged / 2 closed-unmerged / 0 open; merged rate 78%, closed-unmerged rate 22%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

• PR #13463: [ptxla] fix pytorch xla inference on TPUs. — closed, merged
• PR #11096: update readme instructions. — closed, merged
• PR #11065: reverts accidental change that removes attn_mask in attn. Improves fl… — closed, merged
• Issue #7895: Flax's use_memory_efficient_attention is broken — closed
• Issue #5224: Flax Stable Diffusion 2.1 error — closed
• Issue #2081: Converting pytorch stable diffusion weights to jax doesn't always work — closed

satani99

• profile: github.com/satani99
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-01-09T09:10:11Z
• repo last seen: 2026-03-25T05:05:58Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 7
• snapshot authored PRs/issues: 7 PRs / 0 issues
• snapshot discussion activity: 19 comments / 6 reviews / 6 review comments
• account age: 2806 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13331: Cogvideox_fun_inp pipeline — open
• PR #9597: Added Differential Diffusion to Auraflow. — open
• PR #8990: Add StableDiffusionXLControlNetPAGImg2ImgPipeline — closed, merged

miguelmartin75

• profile: github.com/miguelmartin75
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-17T00:32:26Z
• repo last seen: 2026-04-16T00:50:23Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 6
• snapshot authored PRs/issues: 6 PRs / 0 issues
• snapshot discussion activity: 9 comments / 22 reviews / 22 review comments
• account age: 4853 days
• recent public PR activity: 5 PRs (4 merged / 0 closed-unmerged / 1 open; merged rate 80%, closed-unmerged rate 0%, open rate 20%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

• PR #13251: Update Documentation for NVIDIA Cosmos — closed, merged
• PR #13114: Cosmos Transfer2.5 Auto-Regressive Inference Pipeline — closed, merged
• PR #13066: Cosmos Transfer2.5 inference pipeline: general/{seg, depth, blur, edge} — closed, merged

adi776borate

• profile: github.com/adi776borate
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-11-11T18:30:22Z
• repo last seen: 2026-04-18T05:51:05Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 5 PRs / 0 issues
• snapshot discussion activity: 35 comments / 29 reviews / 29 review comments
• account age: 735 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13299: Fix missing latents_bn_std dtype cast in VAE normalization — open
• PR #13050: Add FLUX.2 Klein Inpaint Pipeline — closed, merged
• PR #13018: Fix: Cosmos2.5 Video2World frame extraction and add default negative prompt — closed, merged

CalamitousFelicitousness

• profile: github.com/CalamitousFelicitousness
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-10-22T10:15:05Z
• repo last seen: 2026-04-25T12:54:39Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 6
• snapshot authored PRs/issues: 4 PRs / 2 issues
• snapshot discussion activity: 35 comments / 16 reviews / 16 review comments
• account age: 2197 days
• recent public PR activity: 15 PRs (12 merged / 2 closed-unmerged / 1 open; merged rate 80%, closed-unmerged rate 13%, open rate 7%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

• PR #13326: Add Flux2 LoKR adapter support prototype with dual conversion paths — open
• PR #13006: Feature/zimage inpaint pipeline — closed, merged
• PR #12751: Add ZImageImg2ImgPipeline — closed, merged
• Issue #12752: Z-Image img2img and inpainting pipeline — open
• Issue #12529: Wan2.2 TI2V-5B Tiled VAE Tensor size mismatch — closed

AlanPonnachan

• profile: github.com/AlanPonnachan
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-12-23T18:31:30Z
• repo last seen: 2026-04-21T14:49:49Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 23 comments / 8 reviews / 8 review comments
• account age: 1775 days
• recent public PR activity: 5 PRs (2 merged / 1 closed-unmerged / 2 open; merged rate 40%, closed-unmerged rate 20%, open rate 40%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13324: feat: Add Modular Pipeline for Stable Diffusion 3 (SD3) — open
• PR #13098: Add JiT model and pipeline — open
• PR #12744: Add support for Magcache — closed, merged

cbensimon

• profile: github.com/cbensimon
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-09-29T10:19:13Z
• repo last seen: 2026-03-23T12:04:18Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 9 comments / 5 reviews / 4 review comments
• account age: 4031 days
• recent public PR activity: 0 PRs (0 merged / 0 closed-unmerged / 0 open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

• PR #13290: [export] Add export-safe LRU cache helper — closed, merged
• PR #12399: [perf] Cache version checks — closed, merged
• PR #12211: [QwenImage] Do not use lru_cache when compiling — closed, draft

alvarobartt

• profile: github.com/alvarobartt
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-22T14:10:32Z
• repo last seen: 2026-03-11T17:14:51Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 1 comments / 1 reviews / 0 review comments
• account age: 2975 days
• recent public PR activity: 34 PRs (29 merged / 0 closed-unmerged / 5 open; merged rate 85%, closed-unmerged rate 0%, open rate 15%)
• public orgs: huggingface, Hugging-Face-Helping-Hand
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13257: Add PRXPipeline in AUTO_TEXT2IMAGE_PIPELINES_MAPPING — closed, merged
• PR #12877: Use T5Tokenizer instead of MT5Tokenizer (removed in Transformers v5.0+) — closed, merged
• PR #12876: Add OvisImagePipeline in AUTO_TEXT2IMAGE_PIPELINES_MAPPING — closed, merged

McPatate

• profile: github.com/McPatate
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-06-07T16:06:34Z
• repo last seen: 2026-04-14T17:27:04Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 2 comments / 4 reviews / 7 review comments
• account age: 4208 days
• recent public PR activity: 26 PRs (21 merged / 1 closed-unmerged / 4 open; merged rate 81%, closed-unmerged rate 4%, open rate 15%)
• public orgs: huggingface
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13470: feat: bump safetensors to 0.8.0-rc.0 — closed, merged
• PR #8457: fix(ci): remove unnecessary permissions — closed, merged
• PR #8430: feat(ci): add trufflehog secrets detection — closed, merged

tcaimm

• profile: github.com/tcaimm
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-02T11:22:45Z
• repo last seen: 2026-03-10T02:43:24Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 6 comments / 1 reviews / 1 review comments
• account age: 1624 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13219: Fix wrapped transformer config access in Flux2 Klein training — closed, merged
• PR #13011: Add train flux2 series lora config — closed, merged
• PR #12774: Fixed an issue with abnormal training loss in Dreambooth Flux2. — closed

vkuzo

• profile: github.com/vkuzo
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-29T17:14:53Z
• repo last seen: 2026-03-31T12:08:47Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
• account age: 5122 days
• recent public PR activity: 92 PRs (77 merged / 9 closed-unmerged / 6 open; merged rate 84%, closed-unmerged rate 10%, open rate 7%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13263: [not for land yet]: improve cuda graph support for Qwen-Image — open
• PR #13048: remove torchao autoquant from diffusers docs — closed, merged
• PR #12901: fix torchao quantizer for new torchao versions — closed, merged

jashshah999

• profile: github.com/jashshah999
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-25T22:19:12Z
• repo last seen: 2026-04-17T19:10:51Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
• account age: 2570 days
• recent public PR activity: 54 PRs (19 merged / 12 closed-unmerged / 23 open; merged rate 35%, closed-unmerged rate 22%, open rate 43%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13190: Fix None dereference crashes and mutable default feat_idx in Wan/Cosmos autoencoders — open
• PR #13185: Fix mutable default arguments, resource leak, and redundant assignment — open

kirillsst

• profile: github.com/kirillsst
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-24T12:11:43Z
• repo last seen: 2026-03-03T13:30:17Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 290 days
• recent public PR activity: 6 PRs (1 merged / 2 closed-unmerged / 3 open; merged rate 17%, closed-unmerged rate 33%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: young account; high open PR share

Example artifacts:

• PR #13206: Set begin_index for flow-matching pipelines to avoid slow index_for_timestep — open
• PR #13183: Fix wrong do_classifier_free_guidance threshold in ZImagePipeline — closed, merged

Moran232

• profile: github.com/Moran232
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-07T07:58:41Z
• repo last seen: 2026-04-14T14:49:49Z
• 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 / 12 reviews / 12 review comments
• account age: 4195 days
• recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13444: [feat] JoyAI-JoyImage-Edit support — open
• Issue #13430: Support for JoyAI-Image-Edit — open
• Issue #13429: add JoyAI-Image-Edit — closed

plugyawn

• profile: github.com/plugyawn
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-08T17:03:35Z
• repo last seen: 2026-04-27T11:10:14Z
• 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: 15 comments / 1 reviews / 1 review comments
• account age: 1941 days
• recent public PR activity: 5 PRs (3 merged / 0 closed-unmerged / 2 open; merged rate 60%, closed-unmerged rate 0%, open rate 40%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high open PR share

Example artifacts:

• PR #13231: Add RAE Diffusion Transformer inference/preliminary training pipelines — open
• Issue #13225: RAE+DiT support for published checkpoints — open

pthombre

• profile: github.com/pthombre
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-22T23:16:56Z
• repo last seen: 2026-03-28T00:07:19Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
• account age: 388 days
• recent public PR activity: 18 PRs (13 merged / 1 closed-unmerged / 4 open; merged rate 72%, closed-unmerged rate 6%, open rate 22%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

• PR #13306: [docs] Add NeMo Automodel training guide — closed, merged
• Issue #12880: Allow users to pass in a custom device_mesh to the enable_parallelism method in the diffusers library — closed

Sunhill666

• profile: github.com/Sunhill666
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-01T06:54:19Z
• repo last seen: 2026-04-17T02:37:14Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 5 comments / 5 reviews / 5 review comments
• account age: 3220 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 #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask — closed, merged
• Issue #13377: [Bug] QwenImagePipeline silently disables CFG when passing negative_prompt_embeds if mask is None (which encode_prompt returns by default) — closed

ViktoriiaRomanova

• profile: github.com/ViktoriiaRomanova
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-08T09:26:22Z
• repo last seen: 2026-04-26T21:37:51Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
• account age: 1648 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 #13564: Eliminate GPU sync overhead and CPU→GPU transfers across LTX2 pipeline — open
• Issue #13462: Decorating bound methods in profiling utils breaks instance isolation — closed

VittoriaLanzo

• profile: github.com/VittoriaLanzo
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-02T13:06:12Z
• repo last seen: 2026-04-06T21:58:29Z
• first seen in snapshot: no
• repo association: NONE
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
• account age: 78 days
• recent public PR activity: 31 PRs (22 merged / 4 closed-unmerged / 5 open; merged rate 71%, closed-unmerged rate 13%, open rate 16%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk low
• heuristic read: very new account; high recent PR volume; broad repo spread

Example artifacts:

• PR #13412: [Scheduler] Add monotonicity validation and tests for LTXEulerAncestr… — closed
• Issue #13411: LTXEulerAncestralRFScheduler.set_timesteps(sigmas=...) does not validate monotonicity, causing silent incorrect denoising — closed

abhixb

• profile: github.com/abhixb
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-14T12:01:02Z
• repo last seen: 2026-03-15T13:51:05Z
• first seen in snapshot: no
• repo association: NONE
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 263 days
• recent public PR activity: 2 PRs (1 merged / 1 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: young account; many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13265: add tensor and numpy array support for image input in Flux2KleinPipeline — closed

Alexkkir

• profile: github.com/Alexkkir
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-24T08:31:05Z
• repo last seen: 2026-03-24T10:51:41Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 2758 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13320: Use defaultdict for _SET_ADAPTER_SCALE_FN_MAPPING — closed, merged

andrew-w-ross

• profile: github.com/andrew-w-ross
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-30T01:44:18Z
• repo last seen: 2026-03-30T15:34:12Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 3851 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13363: corrects single file path validation logic — closed, merged

andrewor14

• profile: github.com/andrewor14
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-03T20:31:12Z
• repo last seen: 2026-04-08T15:43:10Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 2 reviews / 2 review comments
• account age: 4997 days
• recent public PR activity: 12 PRs (9 merged / 1 closed-unmerged / 2 open; merged rate 75%, closed-unmerged rate 8%, open rate 17%)
• public orgs: ucb-sts
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

• PR #13405: Remove references to torchao's AffineQuantizedTensor — closed, merged

aryabyte21

• profile: github.com/aryabyte21
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-15T05:17:57Z
• repo last seen: 2026-03-15T05:54:47Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 2264 days
• recent public PR activity: 18 PRs (6 merged / 11 closed-unmerged / 1 open; merged rate 33%, closed-unmerged rate 61%, open rate 6%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13268: Add DiffSynth blockwise ControlNet support to QwenImageControlNetModel — open

aws-zhenguo

• profile: github.com/aws-zhenguo
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-14T22:28:18Z
• repo last seen: 2026-04-14T22:28:18Z
• 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: 514 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 #13473: [attention backends] Add Neuron backend for context parallel — open

awsr

• profile: github.com/awsr
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-04T02:02:23Z
• repo last seen: 2026-04-04T02:46:55Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 2751 days
• recent public PR activity: 24 PRs (18 merged / 3 closed-unmerged / 3 open; merged rate 75%, closed-unmerged rate 12%, open rate 12%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

• PR #13409: Guard against calling optional ftfy module if not available — open

conanna

• profile: github.com/conanna
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-12T19:13:13Z
• repo last seen: 2026-04-12T19:13:13Z
• first seen in snapshot: no
• repo association: FIRST_TIMER
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 381 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 #13450: fix: align sigmas device in UniPCMultistepScheduler.set_timesteps — open

Dev-next-gen

• profile: github.com/Dev-next-gen
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-19T00:36:23Z
• repo last seen: 2026-04-19T00:36:23Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 518 days
• recent public PR activity: 7 PRs (5 merged / 0 closed-unmerged / 2 open; merged rate 71%, closed-unmerged rate 0%, open rate 29%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

• PR #13502: fix(ROCm): stream sync race in group_offloading + LSE shape mismatch in ring/Ulysses attention — open

GalacticAvenger

• profile: github.com/GalacticAvenger
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-02T20:15:48Z
• repo last seen: 2026-04-02T20:15:48Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2212 days
• recent public PR activity: 11 PRs (5 merged / 1 closed-unmerged / 5 open; merged rate 45%, closed-unmerged rate 9%, open rate 45%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk low
• heuristic read: broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13391: Fix typos and grammar errors in documentation — closed, merged

HaoyuLi-Nova

• profile: github.com/HaoyuLi-Nova
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-24T15:24:20Z
• repo last seen: 2026-04-24T15:24:20Z
• 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: 853 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 #13556: Fix FlaxLMS step timestep→index; complete get_lms_coefficient docs — open

hitchhiker3010

• profile: github.com/hitchhiker3010
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-07T06:26:34Z
• repo last seen: 2026-04-18T04:45:07Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
• account age: 3777 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 #13461: Remove compile bottlenecks from ZImage pipeline — closed, merged

HMAKT99

• profile: github.com/HMAKT99
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-30T15:12:13Z
• repo last seen: 2026-03-30T15:12:13Z
• 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: 265 days
• recent public PR activity: 200 PRs (93 merged / 62 closed-unmerged / 45 open; merged rate 46%, closed-unmerged rate 31%, open rate 22%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth very high, automation risk medium
• heuristic read: young account; extremely high recent PR volume; very broad repo spread

Example artifacts:

• PR #13370: Add AI image provenance community example — open

kvr06-ai

• profile: github.com/kvr06-ai
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-10T10:45:14Z
• repo last seen: 2026-03-10T10:45:14Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 573 days
• recent public PR activity: 32 PRs (11 merged / 8 closed-unmerged / 13 open; merged rate 34%, closed-unmerged rate 25%, open rate 41%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13246: Fix double-shifted sigma_min/sigma_max in FlowMatchEulerDiscreteScheduler — open

LiuYinfeng01

• profile: github.com/LiuYinfeng01
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-25T03:29:24Z
• repo last seen: 2026-03-25T03:29:24Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 428 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13327: feat(utils): optional aiter swizzle GEMM for ROCm MI + aiter — open

MukundaKatta

• profile: github.com/MukundaKatta
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-25T18:34:23Z
• repo last seen: 2026-04-25T18:34:23Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1536 days
• recent public PR activity: 900 PRs (463 merged / 268 closed-unmerged / 169 open; merged rate 51%, closed-unmerged rate 30%, open rate 19%)
• 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 #13563: SUPIR: scaffold pipeline + design doc (refs #7219) — open, draft

r266-tech

• profile: github.com/r266-tech
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-22T18:03:37Z
• repo last seen: 2026-03-22T18:03:37Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 206 days
• recent public PR activity: 202 PRs (38 merged / 72 closed-unmerged / 92 open; merged rate 19%, closed-unmerged rate 36%, open rate 46%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13309: Add warning when using CUDA random generator (#13298) — open

racyjelly

• profile: github.com/racyjelly
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-23T14:40:30Z
• repo last seen: 2026-04-23T14:40:30Z
• first seen in snapshot: no
• repo association: FIRST_TIMER
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1619 days
• recent public PR activity: 1 PRs (0 merged / 1 closed-unmerged / 0 open; merged rate 0%, closed-unmerged rate 100%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13553: Custom v0.12.1 — closed

sippycoder

• profile: github.com/sippycoder
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-24T03:16:39Z
• repo last seen: 2026-04-03T08:16:26Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 5 comments / 13 reviews / 13 review comments
• account age: 1055 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13317: NucleusMoE-Image — closed, merged

Songrui625

• profile: github.com/Songrui625
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-26T12:37:36Z
• repo last seen: 2026-02-27T06:12:03Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 1 reviews / 1 review comments
• account age: 2641 days
• recent public PR activity: 4 PRs (2 merged / 0 closed-unmerged / 2 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share

Example artifacts:

• PR #13187: Fix LTX-2 image-to-video generation failure in two stages generation — closed, merged

teith

• profile: github.com/teith
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-03T01:07:16Z
• repo last seen: 2026-03-03T01:07:16Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1184 days
• recent public PR activity: 0 PRs (0 merged / 0 closed-unmerged / 0 open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

• PR #13205: fix: correct invalid type annotation for image in Flux2Pipeline.__call__ — closed, merged

varaprasadtarunkumar

• profile: github.com/varaprasadtarunkumar
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-03T18:58:56Z
• repo last seen: 2026-04-03T19:28:43Z
• first seen in snapshot: no
• repo association: NONE
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
• account age: 1436 days
• recent public PR activity: 2 PRs (0 merged / 2 closed-unmerged / 0 open; merged rate 0%, closed-unmerged rate 100%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13404: fix: cache modulate_index tensor to eliminate per-step DtoH sync — closed

waitingcheung

• profile: github.com/waitingcheung
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-23T05:54:56Z
• repo last seen: 2026-04-23T10:29:10Z
• 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: 4931 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 #13551: feat: Add Motif-Video model and pipelines — open

xin3he

• profile: github.com/xin3he
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-04T11:16:34Z
• repo last seen: 2026-04-26T08:56:13Z
• 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 / 6 reviews / 6 review comments
• account age: 1822 days
• recent public PR activity: 52 PRs (41 merged / 5 closed-unmerged / 6 open; merged rate 79%, closed-unmerged rate 10%, open rate 12%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13552: Integrate AutoRound into Diffusers — open

Xyc2016

• profile: github.com/Xyc2016
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-06T14:42:14Z
• repo last seen: 2026-04-06T14:42:14Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 3421 days
• recent public PR activity: 3 PRs (3 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: —

Example artifacts:

• PR #13423: Fix grammar in LoRA documentation — closed, merged

yadferhad

• profile: github.com/yadferhad
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-15T17:24:00Z
• repo last seen: 2026-04-17T22:44:25Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 2 comments / 4 reviews / 4 review comments
• account age: 3308 days
• recent public PR activity: 2 PRs (0 merged / 1 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 50%, open rate 50%)
• public orgs: backspace-labs
• compact scores: follow-through weak, breadth low, automation risk medium
• heuristic read: many recent closed-unmerged PRs; high open PR share; targets high-star repos

Example artifacts:

• PR #13486: Fix Flux2 non-diffusers guidance LoRA conversion — closed, merged

yunjoochoi

• profile: github.com/yunjoochoi
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-15T03:43:58Z
• repo last seen: 2026-03-15T03:43:58Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 776 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13267: Fix missing gradient_checkpointing init in ZImageControlNetModel — open