new-contributors-report.md

New Contributor Report: huggingface/diffusers

• Snapshot: 20260530T193524Z
• Generated: 2026-05-30T19:35:51Z
• Activity window: 60d
• Contributors: 102

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	3507d	2023-01-13T14:42:20Z	1041	133	strong	moderate	low	extremely high recent PR volume
DN6	profile	no	MEMBER	4403d	2023-02-22T04:27:25Z	381	14	strong	low	low	targets high-star repos
yiyixuxu	profile	no	MEMBER	4019d	2022-12-14T16:37:57Z	303	38	strong	low	low	targets high-star repos
stevhliu	profile	no	MEMBER	2338d	2023-02-22T18:18:22Z	215	6	strong	low	low	high recent PR volume; no visible non-self stars; targets high-star repos
hlky	profile	no	CONTRIBUTOR	1455d	2022-08-22T10:44:45Z	149	84	strong	moderate	low	high recent PR volume; no visible non-self stars
asomoza	profile	no	MEMBER	4641d	2023-11-10T05:32:15Z	52	11	weak	low	low	targets high-star repos
Ricardo-M-L	profile	no	CONTRIBUTOR	2123d	2026-04-02T16:08:54Z	45	0	weak	very high	medium	extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
jiqing-feng	profile	no	CONTRIBUTOR	1437d	2022-11-29T08:44:19Z	27	4	mixed	moderate	low	high recent PR volume; targets high-star repos
akshan-main	profile	no	CONTRIBUTOR	1603d	2025-11-21T08:13:14Z	21	2	mixed	low	low	high open PR share; targets high-star repos
dependabot[bot]	profile	no	CONTRIBUTOR	?d	2023-12-20T21:14:21Z	21	0	n/a	n/a	n/a	summary unavailable
kaixuanliu	profile	no	CONTRIBUTOR	3976d	2025-01-20T00:59:08Z	14	0	mixed	moderate	low	high recent PR volume; targets high-star repos
Anai-Guo	profile	no	FIRST_TIME_CONTRIBUTOR	46d	2026-04-13T06:56:28Z	13	0	weak	very high	high	very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos
sywangyi	profile	no	CONTRIBUTOR	3038d	2023-09-19T06:45:24Z	12	0	mixed	moderate	low	targets high-star repos
Dev-X25874	profile	no	CONTRIBUTOR	20d	2026-05-12T02:45:59Z	10	0	weak	very high	high	very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars
paulinebm	profile	no	MEMBER	871d	2024-12-12T10:28:15Z	8	0	strong	very high	medium	extremely high recent PR volume; very broad repo spread; no visible non-self stars
zhtmike	profile	no	CONTRIBUTOR	4316d	2026-03-17T08:08:13Z	6	3	mixed	moderate	low	high recent PR volume
azolotenkov	profile	no	CONTRIBUTOR	1060d	2025-03-04T13:58:31Z	6	0	strong	low	low	no visible non-self stars; targets high-star repos
RuixiangMa	profile	no	CONTRIBUTOR	3328d	2026-04-02T17:19:18Z	6	0	mixed	low	low	high recent PR volume
hf-security-analysis[bot]	profile	no	CONTRIBUTOR	?d	2026-03-27T11:59:04Z	5	0	n/a	n/a	n/a	summary unavailable
HsiaWinter	profile	no	CONTRIBUTOR	1655d	2026-04-08T04:14:03Z	4	0	mixed	low	low	high open PR share; targets high-star repos
neo	profile	no	FIRST_TIME_CONTRIBUTOR	4253d	2023-09-20T21:42:50Z	4	0	weak	low	low	high open PR share; targets high-star repos
rtrompier	profile	no	MEMBER	4981d	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
taivu1998	profile	no	FIRST_TIME_CONTRIBUTOR	2693d	2026-05-10T11:20:33Z	4	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars
TheChyeahhh	profile	no	FIRST_TIME_CONTRIBUTOR	82d	2026-05-29T21:09:17Z	4	0	weak	high	medium	very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
songh11	profile	no	CONTRIBUTOR	2002d	2024-12-05T09:11:19Z	3	5	strong	low	low	targets high-star repos
Akash504-ai	profile	no	CONTRIBUTOR	467d	2026-03-29T19:06:50Z	3	3	mixed	high	medium	extremely high recent PR volume; broad repo spread
GitGlimpse895	profile	no	FIRST_TIME_CONTRIBUTOR	47d	2026-04-14T04:29:39Z	3	0	weak	high	medium	very new account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos
jbbqqf	profile	no	FIRST_TIME_CONTRIBUTOR	4301d	2026-05-10T09:20:21Z	3	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share
NazarKozak	profile	no	FIRST_TIME_CONTRIBUTOR	4523d	2026-04-25T06:35:12Z	3	0	weak	low	low	high open PR share; targets high-star repos
tarekziade	profile	no	MEMBER	5880d	2026-05-13T07:23:25Z	3	0	mixed	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
dg845	profile	no	MEMBER	2368d	2023-03-22T05:10:45Z	68	8	strong	low	low	no visible non-self stars; targets high-star repos
kashif	profile	no	MEMBER	6611d	2022-06-15T15:01:24Z	65	0	mixed	high	low	high recent PR volume; broad repo spread
JingyaHuang	profile	no	MEMBER	2783d	2022-11-03T10:27:59Z	4	0	weak	low	low	high open PR share; targets high-star repos
chenyangzhu1	profile	no	CONTRIBUTOR	1518d	2026-04-02T15:30:04Z	2	1	strong	low	low	targets high-star repos
Ace3Z	profile	no	FIRST_TIME_CONTRIBUTOR	2602d	2026-05-24T21:27:06Z	2	0	weak	moderate	low	high open PR share; targets high-star repos
adityasingh2400	profile	no	FIRST_TIME_CONTRIBUTOR	2321d	2026-05-21T11:20:08Z	2	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
cartesian-plane	profile	no	FIRST_TIME_CONTRIBUTOR	1778d	2026-04-25T09:38:56Z	2	0	weak	low	low	high open PR share; targets high-star repos
chang-zhijie	profile	no	CONTRIBUTOR	2898d	2026-04-13T03:17:22Z	2	0	mixed	low	low	no visible non-self stars; targets high-star repos
Enderfga	profile	no	CONTRIBUTOR	2011d	2023-05-08T05:27:53Z	2	0	strong	moderate	low	high recent PR volume
gueraf	profile	no	FIRST_TIME_CONTRIBUTOR	4102d	2026-04-27T22:38:24Z	2	0	strong	moderate	low	—
Jefsky	profile	no	FIRST_TIME_CONTRIBUTOR	4418d	2026-05-28T08:16:01Z	2	0	weak	very high	medium	high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
ParamChordiya	profile	no	CONTRIBUTOR	2191d	2026-04-16T05:37:27Z	2	0	mixed	moderate	low	targets high-star repos
RobbinMarcus	profile	no	CONTRIBUTOR	4718d	2026-05-03T18:15:59Z	2	0	mixed	low	low	many recent closed-unmerged PRs; targets high-star repos
terarachang	profile	no	CONTRIBUTOR	3934d	2026-04-28T06:39:25Z	2	0	mixed	low	low	many recent closed-unmerged PRs; targets high-star repos
xodn348	profile	no	FIRST_TIME_CONTRIBUTOR	2380d	2026-05-07T07:22:44Z	2	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share
zxuhan	profile	no	FIRST_TIME_CONTRIBUTOR	1020d	2026-05-14T19:07:05Z	2	0	weak	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
linoytsaban	profile	no	MEMBER	2390d	2023-06-20T06:10:02Z	75	2	mixed	low	low	high open PR share; targets high-star repos
rootonchair	profile	no	CONTRIBUTOR	3478d	2023-12-27T03:24:34Z	24	8	mixed	low	low	—
Beinsezii	profile	no	CONTRIBUTOR	2929d	2023-11-06T21:11:04Z	20	5	strong	low	low	no visible non-self stars
entrpn	profile	no	CONTRIBUTOR	4497d	2022-10-27T22:30:33Z	12	3	strong	low	low	targets high-star repos
christopher5106	profile	no	CONTRIBUTOR	4466d	2024-03-30T15:52:41Z	8	25	weak	low	low	high open PR share; targets high-star repos
catwell	profile	no	CONTRIBUTOR	5921d	2024-07-19T08:49:58Z	3	0	weak	low	low	high open PR share; targets high-star repos
McPatate	profile	no	MEMBER	4249d	2024-06-07T16:06:34Z	3	0	strong	moderate	low	high recent PR volume
chinoll	profile	no	CONTRIBUTOR	3525d	2022-11-02T08:27:54Z	2	3	weak	low	low	high open PR share; targets high-star repos
WaterKnight1998	profile	no	CONTRIBUTOR	2876d	2024-01-11T10:06:01Z	2	2	mixed	low	low	high open PR share; targets high-star repos
luren55	profile	no	FIRST_TIME_CONTRIBUTOR	1599d	2025-10-31T04:34:34Z	2	1	mixed	low	low	high open PR share; targets high-star repos
huemin-art	profile	no	CONTRIBUTOR	1549d	2026-03-12T14:56:59Z	2	0	strong	low	low	targets high-star repos
NIK-TIGER-BILL	profile	no	CONTRIBUTOR	2330d	2026-03-30T07:15:17Z	2	0	weak	high	medium	high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos
Moran232	profile	no	CONTRIBUTOR	4236d	2026-04-07T07:58:41Z	1	2	strong	low	low	targets high-star repos
ivnvalex	profile	no	CONTRIBUTOR	2629d	2026-04-29T16:10:12Z	1	1	strong	low	low	targets high-star repos
Sunhill666	profile	no	CONTRIBUTOR	3261d	2026-04-01T06:54:19Z	1	1	strong	low	low	targets high-star repos
ViktoriiaRomanova	profile	no	CONTRIBUTOR	1680d	2026-04-08T09:26:22Z	1	1	strong	low	low	targets high-star repos
VittoriaLanzo	profile	no	NONE	119d	2026-04-02T13:06:12Z	1	1	weak	high	medium	young account; broad repo spread; high open PR share
Zhu1116	profile	no	FIRST_TIMER	2178d	2025-05-30T08:21:12Z	1	1	weak	low	low	high open PR share; targets high-star repos
andrewor14	profile	no	CONTRIBUTOR	5039d	2026-04-03T20:31:12Z	1	0	strong	moderate	low	targets high-star repos
arieleli01212	profile	no	FIRST_TIME_CONTRIBUTOR	407d	2026-05-17T18:44:15Z	1	0	weak	high	medium	broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
aryanmotgi	profile	no	FIRST_TIME_CONTRIBUTOR	1809d	2026-05-22T02:15:07Z	1	0	strong	high	medium	extremely high recent PR volume; broad repo spread
atharvajoshi10	profile	no	CONTRIBUTOR	3244d	2026-05-27T21:18:03Z	1	0	strong	low	low	targets high-star repos
ATOM00blue	profile	no	FIRST_TIME_CONTRIBUTOR	325d	2026-05-22T01:48:23Z	1	0	weak	very high	medium	young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
aws-zhenguo	profile	no	FIRST_TIME_CONTRIBUTOR	556d	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	2793d	2026-04-04T02:02:23Z	1	0	strong	moderate	low	high recent PR volume
botbikamordehai2-sketch	profile	no	FIRST_TIME_CONTRIBUTOR	34d	2026-05-28T18:12:27Z	1	0	weak	very high	high	very new account; high recent PR volume; very broad repo spread; high open PR share
Carlofkl	profile	no	FIRST_TIME_CONTRIBUTOR	2302d	2026-05-27T06:16:54Z	1	0	weak	low	low	high open PR share; targets high-star repos
ChinChyi	profile	no	FIRST_TIME_CONTRIBUTOR	3098d	2026-05-06T17:18:28Z	1	0	mixed	low	low	high open PR share; targets high-star repos
CoderSATTY	profile	no	FIRST_TIME_CONTRIBUTOR	650d	2026-05-23T06:54:12Z	1	0	weak	low	low	high open PR share; targets high-star repos
conanna	profile	no	FIRST_TIMER	422d	2026-04-12T19:13:13Z	1	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
david-PHR	profile	no	CONTRIBUTOR	1515d	2026-04-30T08:17:26Z	1	0	mixed	low	low	high open PR share; targets high-star repos
Dev-next-gen	profile	no	FIRST_TIME_CONTRIBUTOR	559d	2026-04-19T00:36:23Z	1	0	strong	high	low	broad repo spread
dparikh79	profile	no	FIRST_TIME_CONTRIBUTOR	2871d	2026-05-16T22:41:41Z	1	0	weak	high	medium	high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
feice-huang	profile	no	CONTRIBUTOR	1479d	2026-04-22T10:38:45Z	1	0	strong	low	low	targets high-star repos
GalacticAvenger	profile	no	CONTRIBUTOR	2254d	2026-04-02T20:15:48Z	1	0	mixed	moderate	low	targets high-star repos
HaoyuLi-Nova	profile	no	FIRST_TIME_CONTRIBUTOR	888d	2026-04-24T15:24:20Z	1	0	mixed	low	low	high open PR share; targets high-star repos
hf-dependantbot-rollout[bot]	profile	no	CONTRIBUTOR	?d	2026-05-26T10:32:00Z	1	0	n/a	n/a	n/a	summary unavailable
hitchhiker3010	profile	no	CONTRIBUTOR	3818d	2026-04-07T06:26:34Z	1	0	strong	low	low	targets high-star repos
hoangperry	profile	no	FIRST_TIME_CONTRIBUTOR	2993d	2026-05-17T09:23:14Z	1	0	weak	moderate	low	high open PR share; targets high-star repos
itzzdeep	profile	no	FIRST_TIME_CONTRIBUTOR	2114d	2026-05-11T21:21:31Z	1	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
javierdejesusda	profile	no	FIRST_TIME_CONTRIBUTOR	549d	2026-05-24T23:05:02Z	1	0	mixed	high	medium	broad repo spread; high open PR share
JinLiIdeogram	profile	no	NONE	979d	2026-05-11T18:57:43Z	1	0	weak	low	low	many recent closed-unmerged PRs; targets high-star repos
MukundaKatta	profile	no	FIRST_TIME_CONTRIBUTOR	1569d	2026-04-25T18:34:23Z	1	0	mixed	very high	medium	extremely high recent PR volume; very broad repo spread
oab24413gmai	profile	no	FIRST_TIME_CONTRIBUTOR	46d	2026-05-14T04:22:50Z	1	0	weak	very high	high	very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
ooovenenoso	profile	no	FIRST_TIME_CONTRIBUTOR	1262d	2026-05-24T12:21:28Z	1	0	mixed	moderate	low	high open PR share; targets high-star repos
Praanjaljain29	profile	no	FIRST_TIME_CONTRIBUTOR	1089d	2026-05-28T02:28:09Z	1	0	weak	low	low	high open PR share; targets high-star repos
racyjelly	profile	no	FIRST_TIMER	1655d	2026-04-23T14:40:30Z	1	0	weak	low	low	many recent closed-unmerged PRs; targets high-star repos
rmatif	profile	no	CONTRIBUTOR	2185d	2026-05-12T16:24:51Z	1	0	weak	moderate	low	many recent closed-unmerged PRs
Shreyas-jk	profile	no	FIRST_TIME_CONTRIBUTOR	547d	2026-05-08T23:19:21Z	1	0	mixed	low	low	no visible non-self stars
st7109	profile	no	FIRST_TIMER	2512d	2026-05-28T13:25:48Z	1	0	weak	low	low	high open PR share; targets high-star repos
varaprasadtarunkumar	profile	no	NONE	1478d	2026-04-03T18:58:56Z	1	0	weak	low	low	many recent closed-unmerged PRs; targets high-star repos
waitingcheung	profile	no	CONTRIBUTOR	4967d	2026-04-23T05:54:56Z	1	0	n/a	low	low	no visible non-self stars
xin3he	profile	no	FIRST_TIME_CONTRIBUTOR	1858d	2026-03-04T11:16:34Z	1	0	strong	moderate	low	high recent PR volume
Xyc2016	profile	no	CONTRIBUTOR	3463d	2026-04-06T14:42:14Z	1	0	mixed	low	low	—
yadferhad	profile	no	CONTRIBUTOR	3350d	2026-04-15T17:24:00Z	1	0	mixed	low	low	—
yzhautouskay	profile	no	CONTRIBUTOR	588d	2026-05-28T11:20:40Z	1	0	weak	low	low	high open PR share; no visible non-self stars; 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: 2026-05-30T04:38:22Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 1174
• snapshot authored PRs/issues: 1041 PRs / 133 issues
• snapshot discussion activity: 8204 comments / 7004 reviews / 7288 review comments
• account age: 3507 days
• recent public PR activity: 101 PRs (86 merged / 7 closed-unmerged / 8 open; merged rate 85%, closed-unmerged rate 7%, open rate 8%)
• public orgs: huggingface, all-things-vits
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: extremely high recent PR volume

Example artifacts:

• PR #13831: override torch stuff to prevent them from getting updated — closed, merged
• PR #13807: note: torch.zeros -> torch.empty — closed, merged
• PR #13795: [ci] shorten serge name. — closed, merged
• Issue #13713: Incorporate safetensors support to TorchAO — open
• Issue #13475: QwenImage has_neg_prompt derivation — closed
• Issue #13401: Help us profile important pipelines and improve if needed — 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: 2026-05-29T10:23:46Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 395
• snapshot authored PRs/issues: 381 PRs / 14 issues
• snapshot discussion activity: 1079 comments / 1519 reviews / 1198 review comments
• account age: 4403 days
• recent public PR activity: 12 PRs (10 merged / 1 closed-unmerged / 1 open; merged rate 83%, closed-unmerged rate 8%, open rate 8%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13794: [WIP] Refactor Model Design — open
• PR #13753: Update contribution guidelines — closed, merged
• PR #13729: Update Flax removal version — 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: 2026-05-29T19:19:14Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 341
• snapshot authored PRs/issues: 303 PRs / 38 issues
• snapshot discussion activity: 2593 comments / 2939 reviews / 3601 review comments
• account age: 4019 days
• recent public PR activity: 11 PRs (9 merged / 0 closed-unmerged / 2 open; merged rate 82%, closed-unmerged rate 0%, open rate 18%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13808: [docs] update philosophy.md (finally) — open
• PR #13775: [agents docs] review-rules: add Tripwires section — open
• PR #13774: [CI] claude_review: target source PR's branch for follow-up PRs — 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

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: 2026-05-29T03:04:27Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 221
• snapshot authored PRs/issues: 215 PRs / 6 issues
• snapshot discussion activity: 246 comments / 772 reviews / 1610 review comments
• account age: 2338 days
• recent public PR activity: 30 PRs (25 merged / 0 closed-unmerged / 5 open; merged rate 83%, closed-unmerged rate 0%, open rate 17%)
• public orgs: huggingface
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: high recent PR volume; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13830: [docs] add missing Returns sections to forward/call docstrings — closed, merged
• PR #13771: [docs] remove pipeline examples section — closed, merged
• PR #13769: Fix missing forward/call docstring entries — closed, merged
• Issue #7238: IP-Adapter masking — closed
• Issue #5380: [community pipeline] Mixture tiling — closed
• Issue #5379: [community pipeline] SpeechToImage — closed

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: 2026-05-29T09:09:26Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 233
• snapshot authored PRs/issues: 149 PRs / 84 issues
• snapshot discussion activity: 553 comments / 415 reviews / 418 review comments
• account age: 1455 days
• recent public PR activity: 25 PRs (19 merged / 0 closed-unmerged / 6 open; merged rate 76%, closed-unmerged rate 0%, open rate 24%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume; no visible non-self stars

Example artifacts:

• PR #13719: Incorporate safetensors support to TorchAO — open
• PR #13695: Fix Stable Cascade review issues — open
• PR #13694: Fix LongCat AudioDiT dtype, VAE, and attention API issues — open
• Issue #13656: [meta issue] Systematic model/pipeline review findings / tracking — open
• Issue #13655: model_infrastructure model/pipeline review — open
• Issue #13654: model_unets_shared model/pipeline review — open

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: 2026-05-30T07:14:59Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 63
• snapshot authored PRs/issues: 52 PRs / 11 issues
• snapshot discussion activity: 1316 comments / 259 reviews / 205 review comments
• account age: 4641 days
• recent public PR activity: 3 PRs (1 merged / 1 closed-unmerged / 1 open; merged rate 33%, closed-unmerged rate 33%, open rate 33%)
• public orgs: huggingface
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13843: [fix] CLIPTextModel with transformers >= 5.6 and from_single_file — open
• PR #13575: [Ernie-Image] Add lora support — closed, merged
• PR #13427: [torchao] Fix record_stream with torchao and group offloading — closed, draft
• 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: 2026-05-23T07:56:12Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 45
• snapshot authored PRs/issues: 45 PRs / 0 issues
• snapshot discussion activity: 23 comments / 1 reviews / 1 review comments
• account age: 2123 days
• recent public PR activity: 281 PRs (62 merged / 94 closed-unmerged / 125 open; merged rate 22%, closed-unmerged rate 33%, open rate 44%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk medium
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13760: Fix FlowMatchEulerDiscreteScheduler double-shift in set_timesteps — open
• PR #13741: Route SanaTransformer2DModel.forward by time-embed type, not by guidance presence — open
• PR #13740: Raise ValueError instead of tearing down CUDA when AuraFlow latents exceed pos_embed_max_size — 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: 2026-05-29T06:36:39Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 31
• snapshot authored PRs/issues: 27 PRs / 4 issues
• snapshot discussion activity: 81 comments / 32 reviews / 32 review comments
• account age: 1437 days
• recent public PR activity: 35 PRs (23 merged / 7 closed-unmerged / 5 open; merged rate 66%, closed-unmerged rate 20%, open rate 14%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high recent PR volume; targets high-star repos

Example artifacts:

• PR #13816: Use device_map="auto" in single file tests to support large models on limited GPU memory — open
• PR #13777: Fix OOM in WanAnimate BitsAndBytes Training Test — closed, merged
• PR #13776: Reduce FLUX int8 test peak memory with sequential offload — 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

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: 2026-05-30T11:00:52Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 23
• snapshot authored PRs/issues: 21 PRs / 2 issues
• snapshot discussion activity: 103 comments / 22 reviews / 22 review comments
• account age: 1603 days
• recent public PR activity: 17 PRs (7 merged / 3 closed-unmerged / 7 open; merged rate 41%, closed-unmerged rate 18%, open rate 41%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13845: refactor autoencoder tests (asymmetric_kl, ltx_video) — open
• PR #13840: refactor autoencoder_kl_cogvideox tests — open
• PR #13835: refactor autoencoder_hunyuan_video tests — open
• 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

dependabot[bot]

• profile: github.com/dependabot[bot]
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-12-20T21:14:21Z
• repo last seen: 2026-05-26T15:48:39Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 21
• snapshot authored PRs/issues: 21 PRs / 0 issues
• snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
• account age: ? days
• recent public PR activity: ? PRs (? merged / ? closed-unmerged / ? open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth n/a, automation risk n/a
• heuristic read: summary unavailable
• enrichment fetch error: [{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]

Example artifacts:

• PR #13814: Bump the actions group with 15 updates — open
• PR #13773: Bump diffusers from 0.9.0 to 0.38.0 in /examples/research_projects/dreambooth_inpaint — open
• PR #13692: Bump diffusers from 0.20.1 to 0.38.0 in /examples/research_projects/realfill — closed, merged

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: 2026-05-19T14:09:06Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 14
• snapshot authored PRs/issues: 14 PRs / 0 issues
• snapshot discussion activity: 44 comments / 9 reviews / 9 review comments
• account age: 3976 days
• recent public PR activity: 49 PRs (37 merged / 9 closed-unmerged / 3 open; merged rate 76%, closed-unmerged rate 18%, open rate 6%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high recent PR volume; targets high-star repos

Example artifacts:

• PR #13766: fix device mismatch issue for HiDreamTransformerTests — closed, merged
• PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests — closed, merged
• PR #13496: add _repeated_blocks for ErnieImageTransformer2DModel — closed, merged

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: 2026-05-28T01:33:45Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 13
• snapshot authored PRs/issues: 13 PRs / 0 issues
• snapshot discussion activity: 5 comments / 0 reviews / 0 review comments
• account age: 46 days
• recent public PR activity: 137 PRs (35 merged / 57 closed-unmerged / 45 open; merged rate 26%, closed-unmerged rate 42%, open rate 33%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13791: fix(modeling_utils): rename shadowed tuple loop var in get_parameter_dtype (#13789) — open
• PR #13671: fix(ddpm): use _execution_device, validate inputs, free hooks (#13649) — open
• PR #13669: fix(unets): preserve scalar float timestep dtype in UNet1D/2D + FlaxUNet2DCondition (#13654) — open

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: 2026-05-26T06:47:54Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 12
• snapshot authored PRs/issues: 12 PRs / 0 issues
• snapshot discussion activity: 34 comments / 10 reviews / 10 review comments
• account age: 3038 days
• recent public PR activity: 19 PRs (13 merged / 3 closed-unmerged / 3 open; merged rate 68%, closed-unmerged rate 16%, open rate 16%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13810: This PR updates the Stable Diffusion IP-Adapter integration — closed, merged
• PR #13805: Initialize ZImage pad tokens deterministically — closed, merged
• PR #13770: update safetensors.torch._tobytes to safetensors.torch._to_ndarray — closed, merged

Dev-X25874

• profile: github.com/Dev-X25874
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-12T02:45:59Z
• repo last seen: 2026-05-29T08:01:15Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 10
• snapshot authored PRs/issues: 10 PRs / 0 issues
• snapshot discussion activity: 13 comments / 1 reviews / 1 review comments
• account age: 20 days
• recent public PR activity: 106 PRs (27 merged / 32 closed-unmerged / 47 open; merged rate 25%, closed-unmerged rate 30%, open rate 44%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars

Example artifacts:

• PR #13806: [fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval — open
• PR #13797: [DreamBooth SDXL LoRA] Apply SNR min-weighting to prior preservation loss when snr_gamma is set — open
• PR #13796: [SDXL] Fix clip_skip not applied to negative prompt embeddings in encode_prompt — open

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

Example artifacts:

• PR #13690: [CI] Bump style-bot SHA + switch to GitHub App — closed, merged
• PR #13438: add PR fork workable — closed, merged
• PR #13385: 🔒 Pin GitHub Actions to commit SHAs — 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: 2026-05-26T06:18:49Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 9
• snapshot authored PRs/issues: 6 PRs / 3 issues
• snapshot discussion activity: 14 comments / 36 reviews / 36 review comments
• account age: 4316 days
• recent public PR activity: 67 PRs (42 merged / 20 closed-unmerged / 5 open; merged rate 63%, closed-unmerged rate 30%, open rate 7%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13809: add SP support for _flash_3_varlen_hub backend — open
• PR #13756: Fix the QwenImage Attention mask under Ulysses SP — open
• PR #13479: add SP support for flash_varlen_hub backend — closed, merged
• Issue #13696: [bug] The mask is not correctly sharded for QwenImageTransformer + Ulysses SP — open
• Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP. — closed
• Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs — closed

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: 2026-05-27T16:34:29Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 6
• snapshot authored PRs/issues: 6 PRs / 0 issues
• snapshot discussion activity: 11 comments / 9 reviews / 9 review comments
• account age: 1060 days
• recent public PR activity: 4 PRs (3 merged / 0 closed-unmerged / 1 open; merged rate 75%, closed-unmerged rate 0%, open rate 25%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13712: Allow bucket reshuffling with DreamBooth caches — open
• 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

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: 2026-05-29T20:05:57Z
• 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 / 61 reviews / 61 review comments
• account age: 3328 days
• recent public PR activity: 25 PRs (17 merged / 1 closed-unmerged / 7 open; merged rate 68%, closed-unmerged rate 4%, open rate 28%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13837: [Feat] Add LensPipeline （microsoft/Lens） — open
• PR #13511: [Feat] support AutoPipelineForText2Audio — closed, merged
• PR #13494: [Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion — closed, merged

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: 2026-05-27T16:14:19Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 5 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: ? days
• recent public PR activity: ? PRs (? merged / ? closed-unmerged / ? open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth n/a, automation risk n/a
• heuristic read: summary unavailable
• enrichment fetch error: [{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]

Example artifacts:

• PR #13817: chore: update serge_review.yml — open
• PR #13737: chore: update serge_review.yml — open
• PR #13685: chore: update pr_labeler.yml — closed, merged

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: 1655 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: 4253 days
• recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: Experience-Monks
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #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: 4981 days
• recent public PR activity: 115 PRs (69 merged / 46 closed-unmerged / 0 open; merged rate 60%, closed-unmerged rate 40%, open rate 0%)
• 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

taivu1998

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

Example artifacts:

• PR #13711: Fix shared transformer masks and temporal output channels — open
• PR #13710: Add opt-in Exclusive Self Attention support — open
• PR #13709: Fix model infrastructure edge cases — open

TheChyeahhh

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

Example artifacts:

• PR #13842: Fix typos found by codespell — open
• PR #13841: Fix typo: maxmium -> maximum in memory optimization docs — open
• PR #13839: Fix stale docstring in KarrasVeScheduler.step_correct — open

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: 2026-04-29T02:43:56Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 8
• snapshot authored PRs/issues: 3 PRs / 5 issues
• snapshot discussion activity: 16 comments / 9 reviews / 9 review comments
• account age: 2002 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: targets high-star repos

Example artifacts:

• PR #13545: feat: support ring attention with arbitrary KV sequence lengths — closed, merged
• 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: 467 days
• recent public PR activity: 172 PRs (104 merged / 36 closed-unmerged / 32 open; merged rate 60%, closed-unmerged rate 21%, open rate 19%)
• 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

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: 2026-04-28T09:00:29Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
• account age: 47 days
• recent public PR activity: 33 PRs (2 merged / 29 closed-unmerged / 2 open; merged rate 6%, closed-unmerged rate 88%, open rate 6%)
• 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; many recent closed-unmerged PRs; 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

jbbqqf

• profile: github.com/jbbqqf
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-10T09:20:21Z
• repo last seen: 2026-05-22T07:11:13Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 6 comments / 0 reviews / 0 review comments
• account age: 4301 days
• recent public PR activity: 352 PRs (17 merged / 68 closed-unmerged / 267 open; merged rate 5%, closed-unmerged rate 19%, open rate 76%)
• public orgs: just-escape
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share

Example artifacts:

• PR #13706: Fix double timestep shifting in FlowMatchEulerDiscreteScheduler.set_timesteps (#13243) — open
• PR #13705: Validate num_inference_steps > 0 in DDPMScheduler.set_timesteps (#13394) — open
• PR #13704: Guard against zero std_cfg in rescale_noise_cfg (#13425) — open

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: 2026-04-27T21:18:53Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 4523 days
• recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #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

tarekziade

• profile: github.com/tarekziade
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-13T07:23:25Z
• repo last seen: 2026-05-29T16:28:16Z
• 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 / 6 reviews / 3 review comments
• account age: 5880 days
• recent public PR activity: 72 PRs (32 merged / 7 closed-unmerged / 33 open; merged rate 44%, closed-unmerged rate 10%, open rate 46%)
• public orgs: AFPy, faitmain, circus-tent
• compact scores: follow-through mixed, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13836: moved to a webhook — open
• PR #13748: feat: Add Motif-Video model and pipelines — open
• PR #13747: do not merge - testing reviewbot — open

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: 2026-05-30T06:56:24Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 76
• snapshot authored PRs/issues: 68 PRs / 8 issues
• snapshot discussion activity: 366 comments / 883 reviews / 764 review comments
• account age: 2368 days
• recent public PR activity: 2 PRs (2 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13697: Fix GGUF to Work Better with modules_to_not_convert / keep_in_fp32_modules — closed, merged
• PR #13572: Add LTX-2.X IC LoRA and HDR Pipelines — closed, merged
• PR #13337: Update LTX-2 Docs to Cover 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

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: 2026-05-28T10:12:37Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 65
• snapshot authored PRs/issues: 65 PRs / 0 issues
• snapshot discussion activity: 204 comments / 158 reviews / 135 review comments
• account age: 6611 days
• recent public PR activity: 32 PRs (18 merged / 3 closed-unmerged / 11 open; merged rate 56%, closed-unmerged rate 9%, open rate 34%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk low
• heuristic read: high recent PR volume; broad repo spread

Example artifacts:

• PR #13699: [discrete diffusion] Add dflash pipeline — open
• PR #13698: [LLADA2] Fix llada2 review #13598 — closed, merged
• PR #13333: [LLADA2] documentation fixes — 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: 2026-05-26T15:18:32Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 6 comments / 5 reviews / 7 review comments
• account age: 2783 days
• recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13718: [Neuron] Add tensor parallel support for Neuron backend — open, draft
• PR #13485: [Neuron] Enable torch.compile compatibility with Neuron device — open
• PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device — open

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: 1518 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

Ace3Z

• profile: github.com/Ace3Z
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-24T21:27:06Z
• repo last seen: 2026-05-29T12:24:29Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 2602 days
• recent public PR activity: 16 PRs (2 merged / 1 closed-unmerged / 13 open; merged rate 12%, closed-unmerged rate 6%, open rate 81%)
• public orgs: none visible
• compact scores: follow-through weak, breadth moderate, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13804: fix(ernie_image): pass attn_mask=None when text is unpadded — closed
• PR #13802: fix(ernie-image): pass attn_mask=None when text is unpadded — open

adityasingh2400

• profile: github.com/adityasingh2400
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-21T11:20:08Z
• repo last seen: 2026-05-21T11:22:41Z
• 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: 2321 days
• recent public PR activity: 335 PRs (81 merged / 102 closed-unmerged / 152 open; merged rate 24%, closed-unmerged rate 30%, open rate 45%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13784: Point users at AOBaseConfig replacement when passing string quant_type to TorchAoConfig — open
• PR #13783: Fix AttentionModuleMixin.set_attention_backend skipping hub kernel download — 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: 1778 days
• recent public PR activity: 3 PRs (0 merged / 0 closed-unmerged / 3 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #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: 2898 days
• recent public PR activity: 3 PRs (2 merged / 1 closed-unmerged / 0 open; merged rate 67%, closed-unmerged rate 33%, open rate 0%)
• 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 #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

Enderfga

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

Example artifacts:

• PR #13792: [AnyFlow] FAR: standalone causal-mask builder + torch.compile follow-up — closed, merged
• PR #13745: Add AnyFlow Any-Step Video Diffusion Pipelines (Bidirectional + FAR Causal) — closed, merged

gueraf

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

Example artifacts:

• PR #13681: Add a (rolling) KV cache for Wan models to enable autoregressive rollouts ("SelfForcing-style"). — open
• PR #13569: Add rolling KV cache hook — open, draft

Jefsky

• profile: github.com/Jefsky
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-28T08:16:01Z
• repo last seen: 2026-05-30T16:10:09Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 4418 days
• recent public PR activity: 82 PRs (13 merged / 32 closed-unmerged / 37 open; merged rate 16%, closed-unmerged rate 39%, open rate 45%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk medium
• heuristic read: high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13846: Fix incorrect batch temporal IDs for cond_model_input in dreambooth flux2 img2img — open
• PR #13821: fix(dreambooth): correct batch handling in _prepare_image_ids for flux2 img2img — open

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: 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: 2191 days
• recent public PR activity: 15 PRs (7 merged / 4 closed-unmerged / 4 open; merged rate 47%, closed-unmerged rate 27%, open rate 27%)
• 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 — closed, merged

RobbinMarcus

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

Example artifacts:

• PR #13678: Fix ignored generator in FlowMatchEulerDiscreteScheduler — closed, merged
• PR #13677: Fix ignored generator in FlowMatchEulerDiscreteScheduler — closed

terarachang

• profile: github.com/terarachang
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-28T06:39:25Z
• repo last seen: 2026-05-07T18:13:51Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 6 reviews / 6 review comments
• account age: 3934 days
• recent public PR activity: 2 PRs (1 merged / 1 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13664: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo — closed, merged
• PR #13573: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo — closed

xodn348

• profile: github.com/xodn348
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-07T07:22:44Z
• repo last seen: 2026-05-13T09:19:39Z
• 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: 2380 days
• recent public PR activity: 319 PRs (109 merged / 52 closed-unmerged / 158 open; merged rate 34%, closed-unmerged rate 16%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share

Example artifacts:

• PR #13742: fix(dynamic_modules): enforce trust_remote_code for community pipeline branch — open
• PR #13688: fix(deepfloyd_if): remove @torch.no_grad() from encode_prompt in all IF variants — open

zxuhan

• profile: github.com/zxuhan
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-14T19:07:05Z
• repo last seen: 2026-05-14T19:39:53Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1020 days
• recent public PR activity: 60 PRs (11 merged / 21 closed-unmerged / 28 open; merged rate 18%, closed-unmerged rate 35%, open rate 47%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13755: [pipelines] fix SD3 crash with pre-computed prompt_embeds and num_images_per_prompt — open
• PR #13754: [schedulers] fix RecursionError in CosineDPMSolverMultistepScheduler — 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: 2026-05-22T03:33:27Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 77
• snapshot authored PRs/issues: 75 PRs / 2 issues
• snapshot discussion activity: 253 comments / 185 reviews / 146 review comments
• account age: 2390 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13788: [LTX 2.3] update docs — closed, merged
• PR #13325: [flux.2 LoRA] make lora training compatible with flux.2 klein kv — closed
• PR #13056: Z image lora training — 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

rootonchair

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

Example artifacts:

• PR #13730: Fix redundant Z-Image terminal timestep — closed, merged
• PR #12934: LTX2 distilled checkpoint support — closed, merged
• PR #10488: Implement framewise encoding/decoding in LTX Video VAE — closed, merged
• Issue #13232: LTX-2.3 Support — closed
• Issue #8686: SDXLCFGCutoffCallback does not work with StableDiffusionXLControlNetPipeline — closed
• Issue #7985: IPAdapter not compatible to torch.compile — 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: 2026-05-09T22:52:52Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 25
• snapshot authored PRs/issues: 20 PRs / 5 issues
• snapshot discussion activity: 58 comments / 7 reviews / 7 review comments
• account age: 2929 days
• recent public PR activity: 17 PRs (15 merged / 1 closed-unmerged / 1 open; merged rate 88%, closed-unmerged rate 6%, open rate 6%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: 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

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: 4497 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 #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

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: 2026-04-30T07:12:02Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 33
• snapshot authored PRs/issues: 8 PRs / 25 issues
• snapshot discussion activity: 106 comments / 2 reviews / 0 review comments
• account age: 4466 days
• recent public PR activity: 4 PRs (1 merged / 1 closed-unmerged / 2 open; merged rate 25%, closed-unmerged rate 25%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; 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

catwell

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

Example artifacts:

• PR #13765: properly check for ftfy and warn if unavailable in all pipelines — open
• PR #10982: fix default values of Flux guidance_scale in docstrings — closed, merged
• PR #8905: allow tensors in several schedulers step() call — 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: 4249 days
• recent public PR activity: 29 PRs (21 merged / 2 closed-unmerged / 6 open; merged rate 72%, closed-unmerged rate 7%, open rate 21%)
• 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

chinoll

• profile: github.com/chinoll
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-11-02T08:27:54Z
• repo last seen: 2026-05-18T09:06:24Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 2 PRs / 3 issues
• snapshot discussion activity: 7 comments / 0 reviews / 0 review comments
• account age: 3525 days
• recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13749: feat: Add HiDream-O1 transformer and image generation pipeline — open
• PR #1671: Fix the bug that torch version less than 1.12 throws TypeError — closed, merged
• Issue #1343: Enable xformers by default — closed
• Issue #1214: CLIPTextModel does not work at half precision — closed
• Issue #1100: Low probability of throwing 'CLIPTextTransformer' object has no attribute 'device' exception — closed

WaterKnight1998

• profile: github.com/WaterKnight1998
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-01-11T10:06:01Z
• repo last seen: 2026-05-28T10:09:11Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 2 PRs / 2 issues
• snapshot discussion activity: 10 comments / 0 reviews / 0 review comments
• account age: 2876 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13822: Update repo_id for FLASH_4_HUB in attention_dispatch — closed, merged
• PR #12787: [PRX] Improve model compilation — closed, merged
• Issue #12786: [PRX] Improving export to Tensorrt — closed
• Issue #6529: SDXL Fooocus Inpaint — closed

luren55

• profile: github.com/luren55
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-10-31T04:34:34Z
• repo last seen: 2026-05-10T16:11:06Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 2 PRs / 1 issues
• snapshot discussion activity: 7 comments / 2 reviews / 2 review comments
• account age: 1599 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13689: z-image support npu — open
• PR #12979: z-image support npu — open
• Issue #12565: Wan2.1 i2v running issue — open

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: 1549 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 #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: 2330 days
• recent public PR activity: 66 PRs (9 merged / 50 closed-unmerged / 7 open; merged rate 14%, closed-unmerged rate 76%, open rate 11%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13436: test — closed, draft
• PR #13367: fix(ddim): validate eta is in [0, 1] in DDIMPipeline — 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: 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: 4236 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 #13444: [feat] JoyAI-JoyImage-Edit support — closed, merged
• Issue #13430: Support for JoyAI-Image-Edit — closed
• Issue #13429: add JoyAI-Image-Edit — closed

ivnvalex

• profile: github.com/ivnvalex
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-29T16:10:12Z
• repo last seen: 2026-04-29T16:19:34Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2629 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13645: [docs] fix typo in AutoencoderOobleck docs (#13642) — closed, merged
• Issue #13642: [docs] typo in AutoencoderOobleck docs — 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: 3261 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: 2026-05-04T09:32:13Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
• account age: 1680 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13564: Eliminate GPU sync overhead and CPU→GPU transfers across LTX2 pipeline — closed, merged
• 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: 119 days
• recent public PR activity: 15 PRs (5 merged / 3 closed-unmerged / 7 open; merged rate 33%, closed-unmerged rate 20%, open rate 47%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: young account; broad repo spread; high open PR share

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

Zhu1116

• profile: github.com/Zhu1116
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-05-30T08:21:12Z
• repo last seen: 2026-05-28T03:05:33Z
• first seen in snapshot: no
• repo association: FIRST_TIMER
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
• account age: 2178 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13813: fix: resolve issue #13811 — open
• Issue #13811: Fix incorrect batch handling in _prepare_image_ids usage in train_dreambooth_lora_flux2_img2img.py — open

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: 5039 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: ucb-sts
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

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

arieleli01212

• profile: github.com/arieleli01212
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-17T18:44:15Z
• repo last seen: 2026-05-17T18:44:15Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 407 days
• recent public PR activity: 21 PRs (3 merged / 7 closed-unmerged / 11 open; merged rate 14%, closed-unmerged rate 33%, open rate 52%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13763: Fix rescale_noise_cfg zero std handling — open

aryanmotgi

• profile: github.com/aryanmotgi
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-22T02:15:07Z
• repo last seen: 2026-05-22T02:15:07Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1809 days
• recent public PR activity: 101 PRs (79 merged / 9 closed-unmerged / 13 open; merged rate 78%, closed-unmerged rate 9%, open rate 13%)
• public orgs: none visible
• compact scores: follow-through strong, breadth high, automation risk medium
• heuristic read: extremely high recent PR volume; broad repo spread

Example artifacts:

• PR #13786: Fix from_pretrain typo in StableCascade and Wuerstchen docstrings — open

atharvajoshi10

• profile: github.com/atharvajoshi10
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-27T21:18:03Z
• repo last seen: 2026-05-29T00:07:50Z
• 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 / 3 reviews / 3 review comments
• account age: 3244 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13818: Adding Cosmos 3 to Diffusers — closed, merged

ATOM00blue

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

Example artifacts:

• PR #13785: Fix FlowMatchEulerDiscreteScheduler.index_for_timestep float precision lookup — 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: 556 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: 2793 days
• recent public PR activity: 28 PRs (25 merged / 1 closed-unmerged / 2 open; merged rate 89%, closed-unmerged rate 4%, 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 #13409: Guard against calling optional ftfy module if not available — open

botbikamordehai2-sketch

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

Example artifacts:

• PR #13825: fix: Add missing StableAudioPipeline dummy class to prevent RecursionError (closes #13274) — open

Carlofkl

• profile: github.com/Carlofkl
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-27T06:16:54Z
• repo last seen: 2026-05-28T04:40:30Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 2302 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13815: [Pipelines] Add DreamLite text-to-image and image-edit pipelines — open, draft

ChinChyi

• profile: github.com/ChinChyi
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-06T17:18:28Z
• repo last seen: 2026-05-06T17:18:28Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 3098 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: Alpha-VLLM
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13686: [LLaDA 2.0-Uni] Add LLaDA 2.0-Uni multimodal discrete diffusion pipeline — open

CoderSATTY

• profile: github.com/CoderSATTY
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-23T06:54:12Z
• repo last seen: 2026-05-30T06:18:49Z
• 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 / 1 reviews / 0 review comments
• account age: 650 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13798: Fix: FLUX.2 encode_prompt dtype and add bitsandbytes int8+bfloat16 warning — 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: 422 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

david-PHR

• profile: github.com/david-PHR
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-30T08:17:26Z
• repo last seen: 2026-04-30T08:17:26Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1515 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13660: [qwenimage] add image_area kwarg to QwenImageEditPlusPipeline — 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: 2026-05-06T00:13:06Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 10 comments / 0 reviews / 0 review comments
• account age: 559 days
• recent public PR activity: 13 PRs (10 merged / 1 closed-unmerged / 2 open; merged rate 77%, closed-unmerged rate 8%, open rate 15%)
• public orgs: none visible
• compact scores: follow-through strong, breadth high, automation risk low
• heuristic read: broad repo spread

Example artifacts:

• PR #13502: fix(group_offloading): synchronize default stream against transfer stream — open

dparikh79

• profile: github.com/dparikh79
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-16T22:41:41Z
• repo last seen: 2026-05-16T22:41:41Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2871 days
• recent public PR activity: 25 PRs (3 merged / 2 closed-unmerged / 20 open; merged rate 12%, closed-unmerged rate 8%, open rate 80%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13759: fix(peft_utils): raise actionable ValueError when rank_dict is empty in get_peft_kwargs — open

feice-huang

• profile: github.com/feice-huang
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-22T10:38:45Z
• repo last seen: 2026-05-12T07:13:42Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 12 comments / 19 reviews / 19 review comments
• account age: 1479 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13726: [docs] add docs for JoyAI-Image-Edit — closed, merged

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: 2254 days
• recent public PR activity: 10 PRs (5 merged / 2 closed-unmerged / 3 open; merged rate 50%, closed-unmerged rate 20%, open rate 30%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: 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: 888 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 #13556: Fix Flax LMSDiscreteScheduler sigma indexing and align LMS prediction_type with PyTorch — open

hf-dependantbot-rollout[bot]

• profile: github.com/hf-dependantbot-rollout[bot]
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-26T10:32:00Z
• repo last seen: 2026-05-26T10:32:00Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: ? days
• recent public PR activity: ? PRs (? merged / ? closed-unmerged / ? open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth n/a, automation risk n/a
• heuristic read: summary unavailable
• enrichment fetch error: [{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-dependantbot-rollout[bot]'."}]

Example artifacts:

• PR #13812: chore: enable Dependabot weekly GitHub Actions bumps — closed, merged

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: 3818 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

hoangperry

• profile: github.com/hoangperry
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-17T09:23:14Z
• repo last seen: 2026-05-17T09:23:14Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2993 days
• recent public PR activity: 4 PRs (0 merged / 0 closed-unmerged / 4 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: dpsnewailab, deepis-vn
• compact scores: follow-through weak, breadth moderate, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13761: security: fix SSRF in load_image and load_video URL fetching — open

itzzdeep

• profile: github.com/itzzdeep
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-11T21:21:31Z
• repo last seen: 2026-05-11T21:21:31Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2114 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13721: torchao: safetensors save/load + disk group offload (closes #13713) — open

javierdejesusda

• profile: github.com/javierdejesusda
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-24T23:05:02Z
• repo last seen: 2026-05-29T10:19:09Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 549 days
• recent public PR activity: 20 PRs (10 merged / 0 closed-unmerged / 10 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk medium
• heuristic read: broad repo spread; high open PR share

Example artifacts:

• PR #13803: [utils] preserve method metadata in apply_forward_hook — open

JinLiIdeogram

• profile: github.com/JinLiIdeogram
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-11T18:57:43Z
• repo last seen: 2026-05-11T18:57:43Z
• first seen in snapshot: no
• repo association: NONE
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 979 days
• recent public PR activity: 2 PRs (0 merged / 2 closed-unmerged / 0 open; merged rate 0%, closed-unmerged rate 100%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13720: Test — closed

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: 1569 days
• recent public PR activity: 1000 PRs (392 merged / 306 closed-unmerged / 363 open; merged rate 39%, closed-unmerged rate 31%, open rate 30%)
• 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

oab24413gmai

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

Example artifacts:

• PR #13746: docs: fix duplicated "to" in UNetSpatioTemporalConditionModel docstring — open

ooovenenoso

• profile: github.com/ooovenenoso
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-24T12:21:28Z
• repo last seen: 2026-05-24T12:21:28Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1262 days
• recent public PR activity: 11 PRs (4 merged / 2 closed-unmerged / 5 open; merged rate 36%, closed-unmerged rate 18%, open rate 45%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13799: Fix Cosmos2 safety checker grad mode leak — open

Praanjaljain29

• profile: github.com/Praanjaljain29
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-28T02:28:09Z
• repo last seen: 2026-05-29T06:54:07Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 1089 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13820: Fix black image output in QwenImageEdit docstring — 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: 1655 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

rmatif

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

Example artifacts:

• PR #13732: Add Anima modular pipeline — closed, merged

Shreyas-jk

• profile: github.com/Shreyas-jk
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-08T23:19:21Z
• repo last seen: 2026-05-08T23:19:21Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 547 days
• recent public PR activity: 3 PRs (2 merged / 0 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 0%, open rate 33%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

• PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None — open

st7109

• profile: github.com/st7109
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-28T13:25:48Z
• repo last seen: 2026-05-28T13:25:48Z
• 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: 2512 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13824: Add use_real parameter to Z-Image for platform compatibility — open

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: 1478 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: 2026-05-14T07:29:01Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 13 comments / 12 reviews / 12 review comments
• account age: 4967 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 — closed, merged

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: 2026-05-20T06:16:32Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 7 comments / 21 reviews / 21 review comments
• account age: 1858 days
• recent public PR activity: 37 PRs (31 merged / 2 closed-unmerged / 4 open; merged rate 84%, closed-unmerged rate 5%, open rate 11%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, 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: 3463 days
• recent public PR activity: 3 PRs (2 merged / 0 closed-unmerged / 1 open; merged rate 67%, closed-unmerged rate 0%, open rate 33%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: —

Example artifacts:

• PR #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: 3350 days
• recent public PR activity: 3 PRs (2 merged / 1 closed-unmerged / 0 open; merged rate 67%, closed-unmerged rate 33%, open rate 0%)
• public orgs: backspace-labs
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: —

Example artifacts:

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

yzhautouskay

• profile: github.com/yzhautouskay
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-05-28T11:20:40Z
• repo last seen: 2026-05-29T13:07:40Z
• 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 / 3 reviews / 3 review comments
• account age: 588 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13823: Add Cosmos3 action generation support — open