new-contributors-report.md

New Contributor Report: huggingface/diffusers

• Snapshot: 20260413T135838Z
• Generated: 2026-04-13T14:09:24Z
• Activity window: 60d
• Contributors: 84

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	3462d	2023-01-13T14:42:20Z	1002	131	strong	high	low	high recent PR volume; broad repo spread; targets high-star repos
DN6	profile	no	MEMBER	4357d	2023-02-22T04:27:25Z	373	14	mixed	low	low	high recent PR volume; targets high-star repos
yiyixuxu	profile	no	MEMBER	3973d	2022-12-14T16:37:57Z	295	38	strong	low	low	targets high-star repos
stevhliu	profile	no	MEMBER	2292d	2023-02-22T18:18:22Z	212	6	strong	low	low	high recent PR volume; no visible non-self stars; targets high-star repos
dg845	profile	no	MEMBER	2323d	2023-03-22T05:10:45Z	66	8	strong	low	low	no visible non-self stars; targets high-star repos
asomoza	profile	no	MEMBER	4596d	2023-11-10T05:32:15Z	50	11	mixed	low	low	high open PR share; targets high-star repos
delmalih	profile	no	CONTRIBUTOR	3308d	2025-11-10T14:05:47Z	33	1	strong	low	low	targets high-star repos
kaixuanliu	profile	no	CONTRIBUTOR	3930d	2025-01-20T00:59:08Z	11	0	mixed	moderate	low	high recent PR volume; targets high-star repos
Ricardo-M-L	profile	no	FIRST_TIME_CONTRIBUTOR	2078d	2026-04-02T16:08:54Z	11	0	weak	high	medium	extremely high recent PR volume; broad repo spread; high open PR share; targets high-star repos
SHYuanBest	profile	no	CONTRIBUTOR	988d	2024-09-21T03:19:05Z	9	0	strong	high	low	broad repo spread
christopher5106	profile	no	CONTRIBUTOR	4420d	2024-03-30T15:52:41Z	7	22	mixed	low	low	high open PR share; targets high-star repos
akshan-main	profile	no	CONTRIBUTOR	1557d	2025-11-21T08:13:14Z	7	2	mixed	high	low	high recent PR volume; broad repo spread; targets high-star repos
s-zx	profile	no	FIRST_TIME_CONTRIBUTOR	2016d	2026-03-10T22:11:42Z	6	0	weak	very high	high	high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos
azolotenkov	profile	no	CONTRIBUTOR	1015d	2025-03-04T13:58:31Z	5	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
howardzhang-cv	profile	no	CONTRIBUTOR	3143d	2026-01-07T18:24:00Z	4	0	mixed	low	low	high recent PR volume
zhtmike	profile	no	CONTRIBUTOR	4271d	2026-03-17T08:08:13Z	3	2	mixed	moderate	low	high recent PR volume
Chase-Xuu	profile	no	FIRST_TIME_CONTRIBUTOR	1863d	2026-03-10T01:43:26Z	3	0	weak	low	medium	many recent closed-unmerged PRs; high open PR share; targets high-star repos
YangKai0616	profile	no	CONTRIBUTOR	1462d	2026-03-23T11:52:46Z	3	0	mixed	moderate	low	targets high-star repos
kashif	profile	no	MEMBER	6565d	2022-06-15T15:01:24Z	63	0	mixed	high	medium	high recent PR volume; broad repo spread; high open PR share
jiqing-feng	profile	no	CONTRIBUTOR	1392d	2022-11-29T08:44:19Z	18	4	strong	moderate	low	high recent PR volume
paulinebm	profile	no	MEMBER	826d	2024-12-12T10:28:15Z	7	0	strong	very high	medium	extremely high recent PR volume; very broad repo spread; no visible non-self stars
Akash504-ai	profile	no	FIRST_TIME_CONTRIBUTOR	421d	2026-03-29T19:06:50Z	2	3	mixed	high	medium	high recent PR volume; broad repo spread
chenyangzhu1	profile	no	CONTRIBUTOR	1473d	2026-04-02T15:30:04Z	2	1	strong	low	low	targets high-star repos
agarwalprakhar2511	profile	no	FIRST_TIME_CONTRIBUTOR	22d	2026-03-22T09:13:05Z	2	0	weak	low	medium	very new account; high open PR share; no visible non-self stars; targets high-star repos
eliemichel	profile	no	FIRST_TIME_CONTRIBUTOR	4549d	2026-03-09T21:49:18Z	2	0	weak	low	low	high open PR share; targets high-star repos
gambletan	profile	no	FIRST_TIME_CONTRIBUTOR	37d	2026-03-16T14:10:56Z	2	0	weak	very high	high	very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos
hf-security-analysis[bot]	profile	no	CONTRIBUTOR	?d	2026-03-27T11:59:04Z	2	0	n/a	n/a	n/a	summary unavailable
HsiaWinter	profile	no	CONTRIBUTOR	1609d	2026-04-08T04:14:03Z	2	0	mixed	low	low	high open PR share; targets high-star repos
huemin-art	profile	no	CONTRIBUTOR	1503d	2026-03-12T14:56:59Z	2	0	strong	low	low	targets high-star repos
jashshah999	profile	no	FIRST_TIME_CONTRIBUTOR	2565d	2026-02-25T22:19:12Z	2	0	weak	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
kirillsst	profile	no	CONTRIBUTOR	286d	2026-02-24T12:11:43Z	2	0	weak	low	low	young account; high open PR share
NIK-TIGER-BILL	profile	no	CONTRIBUTOR	2285d	2026-03-30T07:15:17Z	2	0	weak	very high	medium	extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos
RuixiangMa	profile	no	FIRST_TIME_CONTRIBUTOR	3283d	2026-04-02T17:19:18Z	2	0	mixed	low	low	high recent PR volume; high open PR share
veeceey	profile	no	CONTRIBUTOR	3053d	2026-02-23T04:17:38Z	2	0	weak	very high	high	extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
hlky	profile	no	CONTRIBUTOR	1410d	2022-08-22T10:44:45Z	142	7	strong	low	low	no visible non-self stars
linoytsaban	profile	no	MEMBER	2345d	2023-06-20T06:10:02Z	74	2	weak	low	low	high open PR share; targets high-star repos
lawrence-cj	profile	no	CONTRIBUTOR	2404d	2023-11-08T08:40:50Z	32	2	mixed	low	low	—
Beinsezii	profile	no	CONTRIBUTOR	2884d	2023-11-06T21:11:04Z	20	5	strong	moderate	low	high recent PR volume; no visible non-self stars
DefTruth	profile	no	CONTRIBUTOR	3132d	2025-08-07T07:00:06Z	15	7	strong	moderate	low	extremely high recent PR volume
Mr-Neutr0n	profile	no	FIRST_TIME_CONTRIBUTOR	2174d	2026-02-07T08:06:58Z	10	0	weak	very high	medium	high recent PR volume; very broad repo spread; targets high-star repos
dxqb	profile	no	CONTRIBUTOR	560d	2025-01-12T14:41:12Z	9	13	n/a	low	low	no visible non-self stars
sywangyi	profile	no	CONTRIBUTOR	2992d	2023-09-19T06:45:24Z	8	0	strong	moderate	low	targets high-star repos
DavidBert	profile	no	CONTRIBUTOR	3996d	2025-09-26T15:01:33Z	7	1	strong	low	low	—
satani99	profile	no	CONTRIBUTOR	2802d	2024-01-09T09:10:11Z	7	0	weak	low	low	high open PR share; targets high-star repos
miguelmartin75	profile	no	CONTRIBUTOR	4849d	2025-12-17T00:32:26Z	6	0	strong	low	low	—
adi776borate	profile	no	CONTRIBUTOR	730d	2025-11-11T18:30:22Z	5	0	mixed	low	low	high open PR share; targets high-star repos
CalamitousFelicitousness	profile	no	CONTRIBUTOR	2193d	2025-10-22T10:15:05Z	4	2	mixed	moderate	low	—
AlanPonnachan	profile	no	CONTRIBUTOR	1771d	2024-12-23T18:31:30Z	4	0	mixed	moderate	low	high open PR share; no visible non-self stars; targets high-star repos
cbensimon	profile	no	MEMBER	4027d	2023-09-29T10:19:13Z	4	0	n/a	low	low	no visible non-self stars
alvarobartt	profile	no	MEMBER	2971d	2025-12-22T14:10:32Z	3	0	strong	moderate	low	high recent PR volume
anijain2305	profile	no	CONTRIBUTOR	3892d	2024-08-27T18:16:03Z	3	0	weak	moderate	medium	extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos
tcaimm	profile	no	CONTRIBUTOR	1620d	2025-12-02T11:22:45Z	3	0	strong	low	low	targets high-star repos
vkuzo	profile	no	CONTRIBUTOR	5118d	2025-12-29T17:14:53Z	3	0	strong	moderate	low	high recent PR volume
JingyaHuang	profile	no	MEMBER	2738d	2022-11-03T10:27:59Z	2	0	mixed	low	low	high open PR share; targets high-star repos
jscaldwell55	profile	no	FIRST_TIME_CONTRIBUTOR	1328d	2026-02-11T23:45:46Z	2	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
Moran232	profile	no	FIRST_TIME_CONTRIBUTOR	4191d	2026-04-07T07:58:41Z	1	2	weak	low	low	high open PR share; targets high-star repos
plugyawn	profile	no	FIRST_TIME_CONTRIBUTOR	1936d	2026-03-08T17:03:35Z	1	1	strong	low	low	—
pthombre	profile	no	CONTRIBUTOR	383d	2025-12-22T23:16:56Z	1	1	strong	moderate	low	—
Sunhill666	profile	no	FIRST_TIME_CONTRIBUTOR	3215d	2026-04-01T06:54:19Z	1	1	weak	low	low	high open PR share; targets high-star repos
VittoriaLanzo	profile	no	NONE	73d	2026-04-02T13:06:12Z	1	1	mixed	high	low	very new account; high recent PR volume; broad repo spread
aazeeem11	profile	no	FIRST_TIME_CONTRIBUTOR	506d	2026-01-11T13:00:48Z	1	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
abhixb	profile	no	NONE	259d	2026-03-14T12:01:02Z	1	0	mixed	low	low	young account; many recent closed-unmerged PRs
Alexkkir	profile	no	CONTRIBUTOR	2753d	2026-03-24T08:31:05Z	1	0	strong	low	low	targets high-star repos
Anai-Guo	profile	yes	FIRST_TIME_CONTRIBUTOR	0d	2026-04-13T06:56:28Z	1	0	weak	moderate	medium	very new account; high open PR share; targets high-star repos
andrew-w-ross	profile	no	CONTRIBUTOR	3847d	2026-03-30T01:44:18Z	1	0	strong	low	low	targets high-star repos
andrewor14	profile	no	CONTRIBUTOR	4993d	2026-04-03T20:31:12Z	1	0	strong	moderate	low	—
aryabyte21	profile	no	FIRST_TIME_CONTRIBUTOR	2260d	2026-03-15T05:17:57Z	1	0	weak	low	low	many recent closed-unmerged PRs; targets high-star repos
awsr	profile	no	FIRST_TIME_CONTRIBUTOR	2747d	2026-04-04T02:02:23Z	1	0	mixed	moderate	low	—
chang-zhijie	profile	yes	FIRST_TIME_CONTRIBUTOR	2852d	2026-04-13T03:17:22Z	1	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
conanna	profile	yes	FIRST_TIMER	377d	2026-04-12T19:13:13Z	1	0	weak	low	low	high open PR share; no visible non-self stars; targets high-star repos
dhruvildarji	profile	no	FIRST_TIME_CONTRIBUTOR	3348d	2026-02-23T10:03:12Z	1	0	weak	very high	medium	high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos
GalacticAvenger	profile	no	CONTRIBUTOR	2208d	2026-04-02T20:15:48Z	1	0	mixed	high	low	broad repo spread; high open PR share; targets high-star repos
HMAKT99	profile	yes	FIRST_TIME_CONTRIBUTOR	261d	2026-03-30T15:12:13Z	1	0	mixed	very high	medium	young account; extremely high recent PR volume; very broad repo spread
kvr06-ai	profile	no	FIRST_TIME_CONTRIBUTOR	568d	2026-03-10T10:45:14Z	1	0	weak	high	medium	high recent PR volume; broad repo spread; high open PR share; targets high-star repos
LiuYinfeng01	profile	no	FIRST_TIME_CONTRIBUTOR	424d	2026-03-25T03:29:24Z	1	0	weak	low	low	high open PR share; targets high-star repos
Minisal	profile	no	FIRST_TIME_CONTRIBUTOR	2597d	2026-02-13T03:34:51Z	1	0	n/a	low	low	no visible non-self stars
r266-tech	profile	no	FIRST_TIME_CONTRIBUTOR	202d	2026-03-22T18:03:37Z	1	0	weak	very high	medium	young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos
rustadadam	profile	no	FIRST_TIME_CONTRIBUTOR	890d	2026-02-13T18:20:08Z	1	0	weak	low	low	high open PR share; targets high-star repos
sippycoder	profile	no	CONTRIBUTOR	1051d	2026-03-24T03:16:39Z	1	0	mixed	low	low	high open PR share; targets high-star repos
Songrui625	profile	no	CONTRIBUTOR	2637d	2026-02-26T12:37:36Z	1	0	strong	low	low	targets high-star repos
teith	profile	no	CONTRIBUTOR	1179d	2026-03-03T01:07:16Z	1	0	n/a	low	low	no visible non-self stars
varaprasadtarunkumar	profile	no	NONE	1432d	2026-04-03T18:58:56Z	1	0	weak	low	low	many recent closed-unmerged PRs; targets high-star repos
Xyc2016	profile	no	CONTRIBUTOR	3417d	2026-04-06T14:42:14Z	1	0	strong	low	low	—
yunjoochoi	profile	no	FIRST_TIME_CONTRIBUTOR	772d	2026-03-15T03:43:58Z	1	0	weak	low	low	high open PR share; targets high-star repos

Contributors

sayakpaul

• profile: github.com/sayakpaul
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-01-13T14:42:20Z
• repo last seen: 2026-04-13T13:09:47Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 1133
• snapshot authored PRs/issues: 1002 PRs / 131 issues
• snapshot discussion activity: 8067 comments / 6869 reviews / 7056 review comments
• account age: 3462 days
• recent public PR activity: 97 PRs (74 merged / 3 closed-unmerged / 20 open; merged rate 76%, closed-unmerged rate 3%, open rate 21%)
• public orgs: huggingface, all-things-vits
• compact scores: follow-through strong, breadth high, automation risk low
• heuristic read: high recent PR volume; broad repo spread; targets high-star repos

Example artifacts:

• PR #13457: [ptxla] fix pytorch xla inference on TPUs. — open
• PR #13454: [tests] xfail clip related issues. — open
• PR #13443: [core] fix fa4 integration — closed, merged
• Issue #13401: Help us profile important pipelines and improve if needed — open
• Issue #13375: Investigate the current DtoH sync solution in pipelines — open
• Issue #13295: Modular Diffusers 🧨 — open

DN6

• profile: github.com/DN6
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-02-22T04:27:25Z
• repo last seen: 2026-04-13T13:35:45Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 387
• snapshot authored PRs/issues: 373 PRs / 14 issues
• snapshot discussion activity: 1066 comments / 1473 reviews / 1160 review comments
• account age: 4357 days
• recent public PR activity: 31 PRs (21 merged / 1 closed-unmerged / 9 open; merged rate 68%, closed-unmerged rate 3%, open rate 29%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high recent PR volume; targets high-star repos

Example artifacts:

• PR #13433: [CI] Use finegrained token for Issue Labeler — closed, merged
• PR #13380: [CI] Add PR/Issue Auto Labeler — closed, merged
• PR #13348: [CI] Refactor Skyreels, Lumina, Ominigen, Mochi transformer tests — open
• Issue #13151: GGUF + torch.compile is not compatible with Hub Kernels — open
• Issue #12600: Add KV Cache for Autoregressive Inference — open
• Issue #10152: Diffusers Roadmap — open

yiyixuxu

• profile: github.com/yiyixuxu
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-12-14T16:37:57Z
• repo last seen: 2026-04-11T02:38:13Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 333
• snapshot authored PRs/issues: 295 PRs / 38 issues
• snapshot discussion activity: 2514 comments / 2821 reviews / 3422 review comments
• account age: 3973 days
• recent public PR activity: 14 PRs (12 merged / 0 closed-unmerged / 2 open; merged rate 86%, closed-unmerged rate 0%, open rate 14%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

• PR #13410: [agent] add modular doc — open
• PR #13397: improve Claude CI — closed, merged
• PR #13382: [docs] add auto docstring and parameter templates documentation for m… — 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: 2026-04-10T16:03:20Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 218
• snapshot authored PRs/issues: 212 PRs / 6 issues
• snapshot discussion activity: 243 comments / 758 reviews / 1566 review comments
• account age: 2292 days
• recent public PR activity: 31 PRs (25 merged / 0 closed-unmerged / 6 open; merged rate 81%, closed-unmerged rate 0%, open rate 19%)
• public orgs: huggingface
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: high recent PR volume; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13334: [docs] refactor model skill — closed, merged
• PR #13248: [docs] updates — closed, merged
• PR #13158: [docs] add docs for qwenimagelayered — closed, merged
• Issue #7238: IP-Adapter masking — closed
• Issue #5380: [community pipeline] Mixture tiling — closed
• Issue #5379: [community pipeline] SpeechToImage — closed

dg845

• profile: github.com/dg845
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-03-22T05:10:45Z
• repo last seen: 2026-04-11T09:14:47Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 74
• snapshot authored PRs/issues: 66 PRs / 8 issues
• snapshot discussion activity: 329 comments / 666 reviews / 591 review comments
• account age: 2323 days
• recent public PR activity: 10 PRs (8 merged / 1 closed-unmerged / 1 open; merged rate 80%, closed-unmerged rate 10%, open rate 10%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: no visible non-self stars; targets high-star repos

Example artifacts:

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

asomoza

• profile: github.com/asomoza
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-11-10T05:32:15Z
• repo last seen: 2026-04-06T18:58:11Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 61
• snapshot authored PRs/issues: 50 PRs / 11 issues
• snapshot discussion activity: 1288 comments / 245 reviews / 192 review comments
• account age: 4596 days
• recent public PR activity: 7 PRs (3 merged / 1 closed-unmerged / 3 open; merged rate 43%, closed-unmerged rate 14%, open rate 43%)
• public orgs: huggingface
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

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

delmalih

• profile: github.com/delmalih
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-11-10T14:05:47Z
• repo last seen: 2026-02-28T10:30:41Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 34
• snapshot authored PRs/issues: 33 PRs / 1 issues
• snapshot discussion activity: 11 comments / 1 reviews / 1 review comments
• account age: 3308 days
• recent public PR activity: 3 PRs (3 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

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

kaixuanliu

• profile: github.com/kaixuanliu
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-01-20T00:59:08Z
• repo last seen: 2026-04-03T03:02:01Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 11
• snapshot authored PRs/issues: 11 PRs / 0 issues
• snapshot discussion activity: 40 comments / 9 reviews / 9 review comments
• account age: 3930 days
• recent public PR activity: 31 PRs (24 merged / 5 closed-unmerged / 2 open; merged rate 77%, closed-unmerged rate 16%, open rate 6%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high recent PR volume; targets high-star repos

Example artifacts:

• PR #13336: avoid hardcode device in flux-control example — closed, merged
• PR #13252: fix: 'PaintByExampleImageEncoder' object has no attribute 'all_tied_w… — closed, merged
• PR #13244: Fix IndexError in HunyuanVideo I2V pipeline — closed, merged

Ricardo-M-L

• profile: github.com/Ricardo-M-L
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-02T16:08:54Z
• repo last seen: 2026-04-12T15:32:31Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 11
• snapshot authored PRs/issues: 11 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2078 days
• recent public PR activity: 140 PRs (23 merged / 14 closed-unmerged / 103 open; merged rate 16%, closed-unmerged rate 10%, open rate 74%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: extremely high recent PR volume; broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13449: fix: QwenImage pipelines silently disable CFG with pre-computed negative_prompt_embeds — open
• PR #13435: Add CogVideoX diffusers-to-original format conversion script — open
• PR #13434: fix: correct AttributeError in TangentialCFG and NameError in FrequencyDecoupledGuidance — open

SHYuanBest

• profile: github.com/SHYuanBest
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-09-21T03:19:05Z
• repo last seen: 2026-03-18T07:25:19Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 9
• snapshot authored PRs/issues: 9 PRs / 0 issues
• snapshot discussion activity: 39 comments / 21 reviews / 21 review comments
• account age: 988 days
• recent public PR activity: 22 PRs (21 merged / 1 closed-unmerged / 0 open; merged rate 95%, closed-unmerged rate 5%, open rate 0%)
• public orgs: PKU-YuanGroup
• compact scores: follow-through strong, breadth high, automation risk low
• heuristic read: broad repo spread

Example artifacts:

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

christopher5106

• profile: github.com/christopher5106
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-03-30T15:52:41Z
• repo last seen: 2026-03-31T08:51:42Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 29
• snapshot authored PRs/issues: 7 PRs / 22 issues
• snapshot discussion activity: 100 comments / 2 reviews / 0 review comments
• account age: 4420 days
• recent public PR activity: 5 PRs (3 merged / 0 closed-unmerged / 2 open; merged rate 60%, closed-unmerged rate 0%, open rate 40%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13373: FA4 local (_flash_4 mode) — open
• PR #13200: adding lora support to z-image controlnet pipelines — closed, merged
• PR #13189: Fix for loading of Kohya's Musubi tuner's Flux.2 dev lora — open
• Issue #13203: Zimage lora support issue — closed
• Issue #13162: Flux.2-klein-4b lora support — closed
• Issue #13140: Qwen Edit Plus + Qwen Edit pipelines fail (TypeError: argument of type 'NoneType' is not iterable) — closed

akshan-main

• profile: github.com/akshan-main
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-11-21T08:13:14Z
• repo last seen: 2026-04-11T05:00:53Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 9
• snapshot authored PRs/issues: 7 PRs / 2 issues
• snapshot discussion activity: 65 comments / 14 reviews / 14 review comments
• account age: 1557 days
• recent public PR activity: 28 PRs (14 merged / 7 closed-unmerged / 7 open; merged rate 50%, closed-unmerged rate 25%, open rate 25%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk low
• heuristic read: high recent PR volume; broad repo spread; targets high-star repos

Example artifacts:

• PR #13440: Fix HunyuanVideo 1.5 I2V by preprocessing image at pixel resolution i… — closed, merged
• PR #13422: Add negative_prompt parameter to GLMImagePipeline — closed
• PR #13420: Add negative_prompt to Flux2KleinPipeline — closed
• Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution — closed
• Issue #13421: Add negative_prompt parameter to GLMImagePipeline — closed

s-zx

• profile: github.com/s-zx
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-10T22:11:42Z
• repo last seen: 2026-03-22T00:34:28Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 6
• snapshot authored PRs/issues: 6 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 2016 days
• recent public PR activity: 97 PRs (6 merged / 40 closed-unmerged / 51 open; merged rate 6%, closed-unmerged rate 41%, open rate 53%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos

Example artifacts:

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

azolotenkov

• profile: github.com/azolotenkov
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-03-04T13:58:31Z
• repo last seen: 2026-04-10T11:53:31Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 5 PRs / 0 issues
• snapshot discussion activity: 5 comments / 2 reviews / 2 review comments
• account age: 1015 days
• recent public PR activity: 4 PRs (1 merged / 0 closed-unmerged / 3 open; merged rate 25%, closed-unmerged rate 0%, open rate 75%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering — open
• PR #13417: Fix VAE offload encode device mismatch in DreamBooth scripts — closed, merged
• PR #13415: Fix Flux2 DreamBooth prior preservation prompt repeats — open

howardzhang-cv

• profile: github.com/howardzhang-cv
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-01-07T18:24:00Z
• repo last seen: 2026-03-27T22:12:52Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 5 comments / 15 reviews / 15 review comments
• account age: 3143 days
• recent public PR activity: 28 PRs (14 merged / 9 closed-unmerged / 5 open; merged rate 50%, closed-unmerged rate 32%, open rate 18%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

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

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: 2026-03-30T09:14:17Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 3 PRs / 2 issues
• snapshot discussion activity: 3 comments / 14 reviews / 14 review comments
• account age: 4271 days
• recent public PR activity: 28 PRs (19 merged / 3 closed-unmerged / 6 open; merged rate 68%, closed-unmerged rate 11%, open rate 21%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13328: Fix Ulysses SP backward with SDPA — closed, merged
• PR #13312: change QwenImageTransformer UT to batch inputs — closed, merged
• PR #13278: Fix the attention mask in ulysses SP for QwenImage — closed, merged
• Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP. — closed
• Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs — closed

Chase-Xuu

• profile: github.com/Chase-Xuu
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-10T01:43:26Z
• repo last seen: 2026-03-10T15:07:30Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 1863 days
• recent public PR activity: 5 PRs (0 merged / 3 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 60%, open rate 40%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk medium
• heuristic read: many recent closed-unmerged PRs; high open PR share; targets high-star repos

Example artifacts:

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

YangKai0616

• profile: github.com/YangKai0616
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-23T11:52:46Z
• repo last seen: 2026-03-30T04:22:51Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 3 comments / 6 reviews / 6 review comments
• account age: 1462 days
• recent public PR activity: 14 PRs (6 merged / 3 closed-unmerged / 5 open; merged rate 43%, closed-unmerged rate 21%, open rate 36%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

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

kashif

• profile: github.com/kashif
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-06-15T15:01:24Z
• repo last seen: 2026-04-02T10:12:52Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 63
• snapshot authored PRs/issues: 63 PRs / 0 issues
• snapshot discussion activity: 201 comments / 157 reviews / 135 review comments
• account age: 6565 days
• recent public PR activity: 31 PRs (15 merged / 0 closed-unmerged / 16 open; merged rate 48%, closed-unmerged rate 0%, open rate 52%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share

Example artifacts:

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

jiqing-feng

• profile: github.com/jiqing-feng
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-11-29T08:44:19Z
• repo last seen: 2026-04-03T01:37:19Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 22
• snapshot authored PRs/issues: 18 PRs / 4 issues
• snapshot discussion activity: 57 comments / 21 reviews / 21 review comments
• account age: 1392 days
• recent public PR activity: 25 PRs (19 merged / 1 closed-unmerged / 5 open; merged rate 76%, closed-unmerged rate 4%, open rate 20%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

• PR #13384: Fix Dynamo lru_cache warnings during torch.compile — closed, merged
• PR #13207: cogvideo example: Distribute VAE video encoding across processes in CogVideoX LoRA training — closed, merged
• PR #12977: Resnet only use contiguous in training mode. — closed, merged
• 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

paulinebm

• profile: github.com/paulinebm
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-12-12T10:28:15Z
• repo last seen: 2026-04-09T14:26:03Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 7
• snapshot authored PRs/issues: 7 PRs / 0 issues
• snapshot discussion activity: 0 comments / 7 reviews / 6 review comments
• account age: 826 days
• recent public PR activity: 157 PRs (153 merged / 2 closed-unmerged / 2 open; merged rate 97%, closed-unmerged rate 1%, open rate 1%)
• public orgs: none visible
• compact scores: follow-through strong, breadth very high, automation risk medium
• heuristic read: extremely high recent PR volume; very broad repo spread; no visible non-self stars

Example artifacts:

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

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: 2026-04-12T17:16:55Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 2 PRs / 3 issues
• snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
• account age: 421 days
• recent public PR activity: 93 PRs (61 merged / 7 closed-unmerged / 25 open; merged rate 66%, closed-unmerged rate 8%, open rate 27%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread

Example artifacts:

• PR #13426: Fix division by zero in rescale_noise_cfg causing NaNs during inference — 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

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: 1473 days
• recent public PR activity: 2 PRs (2 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

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

agarwalprakhar2511

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

Example artifacts:

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

eliemichel

• profile: github.com/eliemichel
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-09T21:49:18Z
• repo last seen: 2026-03-09T22:34:15Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 4549 days
• recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: w3c, CitoyensCapteurs, hackEns, FreederTeam
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

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

gambletan

• profile: github.com/gambletan
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-16T14:10:56Z
• repo last seen: 2026-03-16T14:13:58Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 37 days
• recent public PR activity: 357 PRs (22 merged / 230 closed-unmerged / 105 open; merged rate 6%, closed-unmerged rate 64%, open rate 29%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos

Example artifacts:

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

hf-security-analysis[bot]

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

Example artifacts:

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

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: 2026-04-13T08:39:20Z
• 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 / 34 reviews / 34 review comments
• account age: 1609 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 #13456: fix rope dtype from torch.float64 to torch.float32 — open
• PR #13432: Add ernie image — closed, merged

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: 1503 days
• recent public PR activity: 3 PRs (3 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

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

jashshah999

• profile: github.com/jashshah999
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-25T22:19:12Z
• repo last seen: 2026-03-12T15:16:37Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 2565 days
• recent public PR activity: 54 PRs (18 merged / 11 closed-unmerged / 25 open; merged rate 33%, closed-unmerged rate 20%, open rate 46%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

Example artifacts:

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

kirillsst

• profile: github.com/kirillsst
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-24T12:11:43Z
• repo last seen: 2026-03-03T13:30:17Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 286 days
• recent public PR activity: 6 PRs (1 merged / 2 closed-unmerged / 3 open; merged rate 17%, closed-unmerged rate 33%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: young account; high open PR share

Example artifacts:

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

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: 2285 days
• recent public PR activity: 210 PRs (6 merged / 197 closed-unmerged / 7 open; merged rate 3%, closed-unmerged rate 94%, open rate 3%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk medium
• heuristic read: extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

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

RuixiangMa

• profile: github.com/RuixiangMa
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-02T17:19:18Z
• repo last seen: 2026-04-11T12:58:19Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 5 comments / 56 reviews / 56 review comments
• account age: 3283 days
• recent public PR activity: 43 PRs (22 merged / 1 closed-unmerged / 20 open; merged rate 51%, closed-unmerged rate 2%, open rate 47%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high recent PR volume; high open PR share

Example artifacts:

• PR #13437: [Feat] support JoyAIImagePipeline — closed
• PR #13390: [Feat] Adds LongCat-AudioDiT pipeline — open

veeceey

• profile: github.com/veeceey
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-23T04:17:38Z
• repo last seen: 2026-02-23T04:19:29Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 3053 days
• recent public PR activity: 253 PRs (70 merged / 79 closed-unmerged / 104 open; merged rate 28%, closed-unmerged rate 31%, open rate 41%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk high
• heuristic read: extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

• PR #13173: Fix Flash Attention 3 interface for new FA3 return format — closed, merged
• PR #13172: Fix CogVideoX dynamic CFG to use loop index instead of timestep value — open

hlky

• profile: github.com/hlky
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2022-08-22T10:44:45Z
• repo last seen: 2026-04-13T08:21:52Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 149
• snapshot authored PRs/issues: 142 PRs / 7 issues
• snapshot discussion activity: 539 comments / 408 reviews / 399 review comments
• account age: 1410 days
• recent public PR activity: 6 PRs (5 merged / 0 closed-unmerged / 1 open; merged rate 83%, closed-unmerged rate 0%, open rate 17%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

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

linoytsaban

• profile: github.com/linoytsaban
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-06-20T06:10:02Z
• repo last seen: 2026-04-01T11:18:57Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 76
• snapshot authored PRs/issues: 74 PRs / 2 issues
• snapshot discussion activity: 252 comments / 185 reviews / 146 review comments
• account age: 2345 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

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

lawrence-cj

• profile: github.com/lawrence-cj
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-11-08T08:40:50Z
• repo last seen: 2026-03-18T02:48:51Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 34
• snapshot authored PRs/issues: 32 PRs / 2 issues
• snapshot discussion activity: 144 comments / 76 reviews / 75 review comments
• account age: 2404 days
• recent public PR activity: 5 PRs (3 merged / 1 closed-unmerged / 1 open; merged rate 60%, closed-unmerged rate 20%, open rate 20%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: —

Example artifacts:

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

Beinsezii

• profile: github.com/Beinsezii
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-11-06T21:11:04Z
• repo last seen: 2026-04-13T05:39:29Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 25
• snapshot authored PRs/issues: 20 PRs / 5 issues
• snapshot discussion activity: 57 comments / 7 reviews / 7 review comments
• account age: 2884 days
• recent public PR activity: 27 PRs (25 merged / 1 closed-unmerged / 1 open; merged rate 93%, closed-unmerged rate 4%, open rate 4%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume; no visible non-self stars

Example artifacts:

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

DefTruth

• profile: github.com/DefTruth
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-08-07T07:00:06Z
• repo last seen: 2026-03-09T06:06:26Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 22
• snapshot authored PRs/issues: 15 PRs / 7 issues
• snapshot discussion activity: 86 comments / 22 reviews / 22 review comments
• account age: 3132 days
• recent public PR activity: 170 PRs (167 merged / 1 closed-unmerged / 2 open; merged rate 98%, closed-unmerged rate 1%, open rate 1%)
• public orgs: vipshop, PaddlePaddle, xlite-dev
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: extremely high recent PR volume

Example artifacts:

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

Mr-Neutr0n

• profile: github.com/Mr-Neutr0n
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-07T08:06:58Z
• repo last seen: 2026-02-13T08:16:06Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 10
• snapshot authored PRs/issues: 10 PRs / 0 issues
• snapshot discussion activity: 9 comments / 0 reviews / 0 review comments
• account age: 2174 days
• recent public PR activity: 70 PRs (17 merged / 26 closed-unmerged / 27 open; merged rate 24%, closed-unmerged rate 37%, open rate 39%)
• 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; targets high-star repos

Example artifacts:

• PR #13131: Fix broken attention masking for inner padding in ZImageTransformer2DModel — closed
• PR #13125: Fix CogVideoX scheduler prev_timestep for non-leading spacing — open
• PR #13111: Fix AudioLDM2Pipeline AttributeError with GPT2Model — open

dxqb

• profile: github.com/dxqb
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-01-12T14:41:12Z
• repo last seen: 2026-03-24T18:01:28Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 22
• snapshot authored PRs/issues: 9 PRs / 13 issues
• snapshot discussion activity: 79 comments / 11 reviews / 13 review comments
• account age: 560 days
• recent public PR activity: 0 PRs (0 merged / 0 closed-unmerged / 0 open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

• PR #13184: Z-Image: no attention mask if attention mask is a no-op — closed
• PR #12892: Check for attention mask in backends that don't support it — closed, merged
• PR #12870: Split attention backends — open
• Issue #13001: Shape mismatch when loading a Flux2.Klein GGUF — open
• Issue #12893: Z-Image text sequence length issue — closed
• Issue #12776: Flux2: Tensor tuples can cause issues for checkpointing — 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: 2026-03-16T07:47:18Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 8
• snapshot authored PRs/issues: 8 PRs / 0 issues
• snapshot discussion activity: 28 comments / 9 reviews / 9 review comments
• account age: 2992 days
• recent public PR activity: 15 PRs (11 merged / 0 closed-unmerged / 4 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: targets high-star repos

Example artifacts:

• PR #13270: fix parallelism case failure in xpu — closed, merged
• PR #12842: fix pytest tests/pipelines/pixart_sigma/test_pixart.py::PixArtSigmaPi… — closed, merged
• PR #12829: support CP in native flash attention — closed, merged

DavidBert

• profile: github.com/DavidBert
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-09-26T15:01:33Z
• repo last seen: 2026-02-13T19:22:52Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 8
• snapshot authored PRs/issues: 7 PRs / 1 issues
• snapshot discussion activity: 8 comments / 41 reviews / 40 review comments
• account age: 3996 days
• recent public PR activity: 23 PRs (21 merged / 2 closed-unmerged / 0 open; merged rate 91%, closed-unmerged rate 9%, open rate 0%)
• public orgs: wikistat
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: —

Example artifacts:

• PR #13143: Fix T5GemmaEncoder loading for transformers 5.x composite T5GemmaConfig — closed, merged
• PR #12791: PRX Set downscale_freq_shift to 0 for consistency with internal implementation — closed, merged
• PR #12670: [PRX pipeline]: add 1024 resolution ratio bins — closed, merged
• Issue #13142: PRXPipeline.from_pretrained() broken with transformers 5.1.0 — closed

satani99

• profile: github.com/satani99
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-01-09T09:10:11Z
• repo last seen: 2026-03-25T05:05:58Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 7
• snapshot authored PRs/issues: 7 PRs / 0 issues
• snapshot discussion activity: 19 comments / 6 reviews / 6 review comments
• account age: 2802 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

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

miguelmartin75

• profile: github.com/miguelmartin75
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-17T00:32:26Z
• repo last seen: 2026-03-11T01:21:26Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 6
• snapshot authored PRs/issues: 6 PRs / 0 issues
• snapshot discussion activity: 8 comments / 22 reviews / 22 review comments
• account age: 4849 days
• recent public PR activity: 4 PRs (4 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: —

Example artifacts:

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

adi776borate

• profile: github.com/adi776borate
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-11-11T18:30:22Z
• repo last seen: 2026-04-10T03:48:29Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 5
• snapshot authored PRs/issues: 5 PRs / 0 issues
• snapshot discussion activity: 32 comments / 29 reviews / 29 review comments
• account age: 730 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

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

CalamitousFelicitousness

• profile: github.com/CalamitousFelicitousness
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-10-22T10:15:05Z
• repo last seen: 2026-04-01T01:35:47Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 6
• snapshot authored PRs/issues: 4 PRs / 2 issues
• snapshot discussion activity: 34 comments / 16 reviews / 16 review comments
• account age: 2193 days
• recent public PR activity: 13 PRs (10 merged / 2 closed-unmerged / 1 open; merged rate 77%, closed-unmerged rate 15%, open rate 8%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

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

AlanPonnachan

• profile: github.com/AlanPonnachan
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-12-23T18:31:30Z
• repo last seen: 2026-04-03T18:05:15Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 20 comments / 8 reviews / 8 review comments
• account age: 1771 days
• recent public PR activity: 5 PRs (2 merged / 1 closed-unmerged / 2 open; merged rate 40%, closed-unmerged rate 20%, open rate 40%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

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

cbensimon

• profile: github.com/cbensimon
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2023-09-29T10:19:13Z
• repo last seen: 2026-03-23T12:04:18Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 4
• snapshot authored PRs/issues: 4 PRs / 0 issues
• snapshot discussion activity: 9 comments / 5 reviews / 4 review comments
• account age: 4027 days
• recent public PR activity: 0 PRs (0 merged / 0 closed-unmerged / 0 open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

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

alvarobartt

• profile: github.com/alvarobartt
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-22T14:10:32Z
• repo last seen: 2026-03-11T17:14:51Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 1 comments / 1 reviews / 0 review comments
• account age: 2971 days
• recent public PR activity: 36 PRs (32 merged / 0 closed-unmerged / 4 open; merged rate 89%, closed-unmerged rate 0%, open rate 11%)
• public orgs: huggingface, Hugging-Face-Helping-Hand
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

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

anijain2305

• profile: github.com/anijain2305
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2024-08-27T18:16:03Z
• repo last seen: 2026-02-19T23:02:10Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 24 comments / 17 reviews / 16 review comments
• account age: 3892 days
• recent public PR activity: 151 PRs (3 merged / 128 closed-unmerged / 20 open; merged rate 2%, closed-unmerged rate 85%, open rate 13%)
• public orgs: none visible
• compact scores: follow-through weak, breadth moderate, automation risk medium
• heuristic read: extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

• PR #13166: [gguf][torch.compile time] Convert to plain tensor earlier in dequantize_gguf_tensor — closed, merged
• PR #11705: [rfc][compile] compile method for DiffusionPipeline — closed, merged
• PR #11551: [gguf] Refactor torch_function to avoid unnecessary computation — closed, merged

tcaimm

• profile: github.com/tcaimm
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-02T11:22:45Z
• repo last seen: 2026-03-10T02:43:24Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 6 comments / 1 reviews / 1 review comments
• account age: 1620 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

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

vkuzo

• profile: github.com/vkuzo
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-29T17:14:53Z
• repo last seen: 2026-03-31T12:08:47Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 3 PRs / 0 issues
• snapshot discussion activity: 4 comments / 3 reviews / 3 review comments
• account age: 5118 days
• recent public PR activity: 87 PRs (74 merged / 7 closed-unmerged / 6 open; merged rate 85%, closed-unmerged rate 8%, open rate 7%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: high recent PR volume

Example artifacts:

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

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: 2026-03-19T16:01:08Z
• first seen in snapshot: no
• repo association: MEMBER
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 4 comments / 4 reviews / 3 review comments
• account age: 2738 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device — open, draft
• PR #9766: Add a doc for AWS Neuron in Diffusers — closed, merged

jscaldwell55

• profile: github.com/jscaldwell55
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-11T23:45:46Z
• repo last seen: 2026-02-15T01:57:12Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 2 PRs / 0 issues
• snapshot discussion activity: 3 comments / 0 reviews / 0 review comments
• account age: 1328 days
• recent public PR activity: 3 PRs (1 merged / 0 closed-unmerged / 2 open; merged rate 33%, closed-unmerged rate 0%, open rate 67%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13136: fix: freeze shared transformer modules in ZImageControlNet.from_transformer — open
• PR #13128: fix: use state_dict pattern in ZImageControlNet.from_transformer to prevent weight sharing — closed

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: 2026-04-11T05:42:17Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 3
• snapshot authored PRs/issues: 1 PRs / 2 issues
• snapshot discussion activity: 1 comments / 4 reviews / 4 review comments
• account age: 4191 days
• recent public PR activity: 2 PRs (0 merged / 0 closed-unmerged / 2 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

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

plugyawn

• profile: github.com/plugyawn
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-08T17:03:35Z
• repo last seen: 2026-04-12T18:02:36Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 11 comments / 1 reviews / 1 review comments
• account age: 1936 days
• recent public PR activity: 4 PRs (3 merged / 0 closed-unmerged / 1 open; merged rate 75%, closed-unmerged rate 0%, open rate 25%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: —

Example artifacts:

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

pthombre

• profile: github.com/pthombre
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2025-12-22T23:16:56Z
• repo last seen: 2026-03-28T00:07:19Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
• account age: 383 days
• recent public PR activity: 17 PRs (12 merged / 1 closed-unmerged / 4 open; merged rate 71%, closed-unmerged rate 6%, open rate 24%)
• public orgs: none visible
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

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

Sunhill666

• profile: github.com/Sunhill666
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-01T06:54:19Z
• repo last seen: 2026-04-13T13:21:35Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 2
• snapshot authored PRs/issues: 1 PRs / 1 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 3215 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask — open
• Issue #13377: [Bug] QwenImagePipeline silently disables CFG when passing negative_prompt_embeds if mask is None (which encode_prompt returns by default) — open

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: 73 days
• recent public PR activity: 30 PRs (22 merged / 4 closed-unmerged / 4 open; merged rate 73%, closed-unmerged rate 13%, open rate 13%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk low
• heuristic read: very new account; high recent PR volume; broad repo spread

Example artifacts:

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

aazeeem11

• profile: github.com/aazeeem11
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-01-11T13:00:48Z
• repo last seen: 2026-02-13T16:19:48Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 506 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13138: Add Claude Diffusers skill and Claude Code plugin scaffold (#12935) — open

abhixb

• profile: github.com/abhixb
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-14T12:01:02Z
• repo last seen: 2026-03-15T13:51:05Z
• first seen in snapshot: no
• repo association: NONE
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 2 comments / 0 reviews / 0 review comments
• account age: 259 days
• recent public PR activity: 4 PRs (2 merged / 2 closed-unmerged / 0 open; merged rate 50%, closed-unmerged rate 50%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: young account; many recent closed-unmerged PRs

Example artifacts:

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

Alexkkir

• profile: github.com/Alexkkir
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-24T08:31:05Z
• repo last seen: 2026-03-24T10:51:41Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 2753 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

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

Anai-Guo

• profile: github.com/Anai-Guo
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-13T06:56:28Z
• repo last seen: 2026-04-13T06:56:28Z
• first seen in snapshot: yes
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 0 days
• recent public PR activity: 10 PRs (1 merged / 0 closed-unmerged / 9 open; merged rate 10%, closed-unmerged rate 0%, open rate 90%)
• public orgs: none visible
• compact scores: follow-through weak, breadth moderate, automation risk medium
• heuristic read: very new account; high open PR share; targets high-star repos

Example artifacts:

• PR #13455: fix: align text_encoder_out_layers default with pipeline for Flux 2 Klein — open

andrew-w-ross

• profile: github.com/andrew-w-ross
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-30T01:44:18Z
• repo last seen: 2026-03-30T15:34:12Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 3847 days
• recent public PR activity: 1 PRs (1 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

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

andrewor14

• profile: github.com/andrewor14
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-03T20:31:12Z
• repo last seen: 2026-04-08T15:43:10Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 2 reviews / 2 review comments
• account age: 4993 days
• recent public PR activity: 11 PRs (8 merged / 1 closed-unmerged / 2 open; merged rate 73%, closed-unmerged rate 9%, open rate 18%)
• public orgs: ucb-sts
• compact scores: follow-through strong, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

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

aryabyte21

• profile: github.com/aryabyte21
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-15T05:17:57Z
• repo last seen: 2026-03-15T05:54:47Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 0 reviews / 0 review comments
• account age: 2260 days
• recent public PR activity: 18 PRs (6 merged / 11 closed-unmerged / 1 open; merged rate 33%, closed-unmerged rate 61%, open rate 6%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: many recent closed-unmerged PRs; targets high-star repos

Example artifacts:

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

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: 2747 days
• recent public PR activity: 24 PRs (18 merged / 3 closed-unmerged / 3 open; merged rate 75%, closed-unmerged rate 12%, open rate 12%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth moderate, automation risk low
• heuristic read: —

Example artifacts:

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

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: 2026-04-13T03:17:22Z
• first seen in snapshot: yes
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2852 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; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13451: Fix attention_mask broadcasting for NPU compatibility — 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: yes
• 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: 377 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

dhruvildarji

• profile: github.com/dhruvildarji
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-23T10:03:12Z
• repo last seen: 2026-02-23T10:03:12Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 3348 days
• recent public PR activity: 66 PRs (10 merged / 22 closed-unmerged / 34 open; merged rate 15%, closed-unmerged rate 33%, open rate 52%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk medium
• heuristic read: high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos

Example artifacts:

• PR #13175: tests: add regression test for logger NameError in torchao_quantizer — open

GalacticAvenger

• profile: github.com/GalacticAvenger
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-02T20:15:48Z
• repo last seen: 2026-04-02T20:15:48Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2208 days
• recent public PR activity: 11 PRs (5 merged / 1 closed-unmerged / 5 open; merged rate 45%, closed-unmerged rate 9%, open rate 45%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth high, automation risk low
• heuristic read: broad repo spread; high open PR share; targets high-star repos

Example artifacts:

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

HMAKT99

• profile: github.com/HMAKT99
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-30T15:12:13Z
• repo last seen: 2026-03-30T15:12:13Z
• first seen in snapshot: yes
• 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: 261 days
• recent public PR activity: 197 PRs (88 merged / 60 closed-unmerged / 49 open; merged rate 45%, closed-unmerged rate 30%, open rate 25%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth very high, automation risk medium
• heuristic read: young account; extremely high recent PR volume; very broad repo spread

Example artifacts:

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

kvr06-ai

• profile: github.com/kvr06-ai
• repo PR search: open search
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• repo first seen: 2026-03-10T10:45:14Z
• repo last seen: 2026-03-10T10:45:14Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 568 days
• recent public PR activity: 32 PRs (11 merged / 7 closed-unmerged / 14 open; merged rate 34%, closed-unmerged rate 22%, open rate 44%)
• public orgs: none visible
• compact scores: follow-through weak, breadth high, automation risk medium
• heuristic read: high recent PR volume; broad repo spread; high open PR share; targets high-star repos

Example artifacts:

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

LiuYinfeng01

• profile: github.com/LiuYinfeng01
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-25T03:29:24Z
• repo last seen: 2026-03-25T03:29:24Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 424 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

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

Minisal

• profile: github.com/Minisal
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-13T03:34:51Z
• repo last seen: 2026-02-13T03:34:51Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 2597 days
• recent public PR activity: 0 PRs (0 merged / 0 closed-unmerged / 0 open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

• PR #13133: Fix missing .unsqueeze(1) in attention mask for HunyuanVideo VAE — open

r266-tech

• profile: github.com/r266-tech
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-22T18:03:37Z
• repo last seen: 2026-03-22T18:03:37Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 202 days
• recent public PR activity: 189 PRs (36 merged / 66 closed-unmerged / 87 open; merged rate 19%, closed-unmerged rate 35%, open rate 46%)
• public orgs: none visible
• compact scores: follow-through weak, breadth very high, automation risk medium
• heuristic read: young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos

Example artifacts:

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

rustadadam

• profile: github.com/rustadadam
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-13T18:20:08Z
• repo last seen: 2026-02-13T18:20:08Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 890 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

• PR #13141: Allows DDPM Scheduler to have Zero Variance on Generation Runs — open

sippycoder

• profile: github.com/sippycoder
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-24T03:16:39Z
• repo last seen: 2026-04-03T08:16:26Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 5 comments / 13 reviews / 13 review comments
• account age: 1051 days
• recent public PR activity: 2 PRs (1 merged / 0 closed-unmerged / 1 open; merged rate 50%, closed-unmerged rate 0%, open rate 50%)
• public orgs: none visible
• compact scores: follow-through mixed, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

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

Songrui625

• profile: github.com/Songrui625
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-02-26T12:37:36Z
• repo last seen: 2026-02-27T06:12:03Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 1 comments / 1 reviews / 1 review comments
• account age: 2637 days
• recent public PR activity: 2 PRs (2 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: targets high-star repos

Example artifacts:

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

teith

• profile: github.com/teith
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-03T01:07:16Z
• repo last seen: 2026-03-03T01:07:16Z
• first seen in snapshot: no
• repo association: CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 1179 days
• recent public PR activity: 0 PRs (0 merged / 0 closed-unmerged / 0 open; merged rate n/a, closed-unmerged rate n/a, open rate n/a)
• public orgs: none visible
• compact scores: follow-through n/a, breadth low, automation risk low
• heuristic read: no visible non-self stars

Example artifacts:

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

varaprasadtarunkumar

• profile: github.com/varaprasadtarunkumar
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-04-03T18:58:56Z
• repo last seen: 2026-04-03T19:28:43Z
• first seen in snapshot: no
• repo association: NONE
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 4 comments / 0 reviews / 0 review comments
• account age: 1432 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

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: 3417 days
• recent public PR activity: 3 PRs (3 merged / 0 closed-unmerged / 0 open; merged rate 100%, closed-unmerged rate 0%, open rate 0%)
• public orgs: none visible
• compact scores: follow-through strong, breadth low, automation risk low
• heuristic read: —

Example artifacts:

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

yunjoochoi

• profile: github.com/yunjoochoi
• repo PR search: open search
• repo issue search: open search
• repo first seen: 2026-03-15T03:43:58Z
• repo last seen: 2026-03-15T03:43:58Z
• first seen in snapshot: no
• repo association: FIRST_TIME_CONTRIBUTOR
• repo primary artifacts: 1
• snapshot authored PRs/issues: 1 PRs / 0 issues
• snapshot discussion activity: 0 comments / 0 reviews / 0 review comments
• account age: 772 days
• recent public PR activity: 1 PRs (0 merged / 0 closed-unmerged / 1 open; merged rate 0%, closed-unmerged rate 0%, open rate 100%)
• public orgs: none visible
• compact scores: follow-through weak, breadth low, automation risk low
• heuristic read: high open PR share; targets high-star repos

Example artifacts:

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