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Add snapshot 20260324T143453Z

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README.md ADDED
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+ ---
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+ pretty_name: Transformers PR Slop Dataset
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+ configs:
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+ - config_name: issues
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+ data_files:
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+ - split: train
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+ path: issues.parquet
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+ default: true
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+ - config_name: prs
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+ data_files:
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+ - split: train
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+ path: pull_requests.parquet
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+ path: issue_comments.parquet
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+ path: pr_comments.parquet
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+ - split: train
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+ path: reviews.parquet
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+ path: pr_files.parquet
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+ - config_name: pr_diffs
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+ - config_name: review_comments
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+ - split: train
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+ path: review_comments.parquet
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+ - config_name: links
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+ - split: train
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+ path: links.parquet
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+ - config_name: events
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+ data_files:
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+ - split: train
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+ path: events.parquet
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+ - config_name: new_contributors
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+ data_files:
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+ - split: train
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+ path: new_contributors.parquet
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+ ---
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+ ---
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+
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+ # Transformers PR Slop Dataset
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+
54
+ Normalized snapshots of issues, pull requests, comments, reviews, and linkage data from `huggingface/transformers`.
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+
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+ Files:
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+ - `issues.parquet`
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+ - `pull_requests.parquet`
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+ - `comments.parquet`
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+ - `issue_comments.parquet` (derived view of issue discussion comments)
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+ - `pr_comments.parquet` (derived view of pull request discussion comments)
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+ - `reviews.parquet`
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+ - `pr_files.parquet`
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+ - `pr_diffs.parquet`
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+ - `review_comments.parquet`
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+ - `links.parquet`
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+ - `events.parquet`
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+ - `new_contributors.parquet`
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+ - `new-contributors-report.json`
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+ - `new-contributors-report.md`
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+
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+
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+ Use:
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+ - duplicate PR and issue analysis
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+ - triage and ranking experiments
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+ - eval set creation
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+
78
+ Notes:
79
+ - updated daily
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+ - latest snapshot: `20260324T143453Z`
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+ - raw data only; no labels or moderation decisions
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+ - PR metadata, file-level patch hunks, and full unified diffs are included
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+ - new contributor reviewer artifacts are included when generated for the snapshot
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+ - full file contents for changed files are not included
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new-contributors-report.md ADDED
@@ -0,0 +1,515 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # New Contributor Report: huggingface/transformers
2
+
3
+ - Snapshot: `20260324T143453Z`
4
+ - Generated: `2026-03-24T14:39:13Z`
5
+ - Activity window: `42d`
6
+ - Max primary artifacts for inclusion: `3`
7
+ - Contributors: `25`
8
+
9
+ ## Summary
10
+
11
+ | Author | Profile | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
12
+ | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
13
+ | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | 2330d | `2025-11-03T14:20:21Z` | 3 | 0 | mixed | low | low | targets high-star repos |
14
+ | `SunMarc` | [profile](https://github.com/SunMarc) | 2336d | `2026-02-20T17:11:25Z` | 3 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
+ | `stas00` | [profile](https://github.com/stas00) | 4077d | `2021-11-17T01:57:38Z` | 2 | 0 | mixed | low | low | large open PR backlog; targets high-star repos |
16
+ | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | 3693d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
17
+ | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | 2566d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos |
18
+ | `kashif` | [profile](https://github.com/kashif) | 6545d | `2026-03-20T13:46:43Z` | 2 | 0 | mixed | high | low | broad repo spread; large open PR backlog; targets high-star repos |
19
+ | `r266-tech` | [profile](https://github.com/r266-tech) | 182d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | medium | young account; extremely high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos |
20
+ | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | 1720d | `2026-03-19T07:30:39Z` | 2 | 0 | strong | low | low | targets high-star repos |
21
+ | `lashahub` | [profile](https://github.com/lashahub) | 3314d | `2026-01-27T17:37:34Z` | 2 | 0 | mixed | low | low | large open PR backlog; no visible non-self stars; targets high-star repos |
22
+ | `3outeille` | [profile](https://github.com/3outeille) | 2601d | `2026-02-17T10:57:06Z` | 2 | 0 | weak | low | low | large open PR backlog; targets high-star repos |
23
+ | `remi-or` | [profile](https://github.com/remi-or) | 1789d | `2026-03-18T17:48:15Z` | 2 | 0 | strong | low | low | targets high-star repos |
24
+ | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | 290d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; large open PR backlog; no visible non-self stars; targets high-star repos |
25
+ | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | 1372d | `2026-03-11T01:42:33Z` | 2 | 0 | mixed | moderate | low | — |
26
+ | `he-yufeng` | [profile](https://github.com/he-yufeng) | 2845d | `2026-03-14T18:33:53Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos |
27
+ | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | 3937d | `2025-10-06T12:23:44Z` | 2 | 0 | strong | low | low | targets high-star repos |
28
+ | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | 1944d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
29
+ | `gh-wf` | [profile](https://github.com/gh-wf) | 1312d | `2026-03-19T15:13:12Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
30
+ | `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | 1523d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
31
+ | `syncdoth` | [profile](https://github.com/syncdoth) | 2666d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | low | low | large open PR backlog; targets high-star repos |
32
+ | `BSchilperoort` | [profile](https://github.com/BSchilperoort) | 3985d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
33
+ | `josh-kean` | [profile](https://github.com/josh-kean) | 2823d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | large open PR backlog; targets high-star repos |
34
+ | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | 3650d | `2026-03-23T19:34:30Z` | 1 | 1 | weak | low | low | large open PR backlog; targets high-star repos |
35
+ | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | 3910d | `2026-03-13T07:14:25Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
36
+ | `Ahmed-G-ElTaher` | [profile](https://github.com/Ahmed-G-ElTaher) | 1145d | `2025-08-26T02:50:39Z` | 1 | 0 | n/a | low | low | — |
37
+ | `AkshatSh` | [profile](https://github.com/AkshatSh) | 4184d | `2025-09-18T07:05:39Z` | 1 | 0 | n/a | low | low | — |
38
+
39
+ ## Contributors
40
+
41
+ ### `IlyasMoutawwakil`
42
+
43
+ - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
44
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
45
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
46
+ - repo first seen: `2025-11-03T14:20:21Z`
47
+ - repo last seen: `2026-03-24T13:49:21Z`
48
+ - repo primary artifacts: **3**
49
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
50
+ - snapshot discussion activity: **0 comments / 23 reviews / 24 review comments**
51
+ - account age: **2330 days**
52
+ - public orgs: `huggingface`, `Chouafa`
53
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
54
+ - heuristic read: **targets high-star repos**
55
+
56
+ Example artifacts:
57
+ - [PR #44970: Fix CPU 16 bytes alignment issue using equivalent fallback](https://github.com/huggingface/transformers/pull/44970) — open
58
+ - [PR #44832: DeepGEMM](https://github.com/huggingface/transformers/pull/44832) — open
59
+ - [PR #41992: [PoC] HF exporters](https://github.com/huggingface/transformers/pull/41992) — open
60
+
61
+ ### `SunMarc`
62
+
63
+ - profile: [github.com/SunMarc](https://github.com/SunMarc)
64
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
65
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
66
+ - repo first seen: `2026-02-20T17:11:25Z`
67
+ - repo last seen: `2026-03-24T14:27:31Z`
68
+ - repo primary artifacts: **3**
69
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
70
+ - snapshot discussion activity: **3 comments / 11 reviews / 19 review comments**
71
+ - account age: **2336 days**
72
+ - public orgs: `huggingface`
73
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
74
+ - heuristic read: **high recent PR volume; targets high-star repos**
75
+
76
+ Example artifacts:
77
+ - [PR #44895: Add static FP8 expert support ](https://github.com/huggingface/transformers/pull/44895) — closed, merged
78
+ - [PR #44864: Switch FP8 per tensor quant to use `torch._scaled_mm`](https://github.com/huggingface/transformers/pull/44864) — closed
79
+ - [PR #44796: [refactor] Serving into proper modules](https://github.com/huggingface/transformers/pull/44796) — open
80
+
81
+ ### `stas00`
82
+
83
+ - profile: [github.com/stas00](https://github.com/stas00)
84
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astas00)
85
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astas00)
86
+ - repo first seen: `2021-11-17T01:57:38Z`
87
+ - repo last seen: `2022-01-21T01:36:49Z`
88
+ - repo primary artifacts: **2**
89
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
90
+ - snapshot discussion activity: **0 comments / 3 reviews / 3 review comments**
91
+ - account age: **4077 days**
92
+ - public orgs: none visible
93
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
94
+ - heuristic read: **large open PR backlog; targets high-star repos**
95
+
96
+ Example artifacts:
97
+ - [PR #14708: [WIP] [performance doc] faster/leaner optimizers](https://github.com/huggingface/transformers/pull/14708) — open, draft
98
+ - [PR #14426: [Deepspeed Inference] HF Integration](https://github.com/huggingface/transformers/pull/14426) — closed, draft
99
+
100
+ ### `sergiopaniego`
101
+
102
+ - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
103
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
104
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
105
+ - repo first seen: `2026-03-19T10:22:40Z`
106
+ - repo last seen: `2026-03-20T08:38:03Z`
107
+ - repo primary artifacts: **2**
108
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
109
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
110
+ - account age: **3693 days**
111
+ - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
112
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
113
+ - heuristic read: **targets high-star repos**
114
+
115
+ Example artifacts:
116
+ - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
117
+ - [PR #44853: Fix Zamba2MambaMixer ignoring use_mamba_kernels=False](https://github.com/huggingface/transformers/pull/44853) — open
118
+
119
+ ### `guoyangzhen`
120
+
121
+ - profile: [github.com/guoyangzhen](https://github.com/guoyangzhen)
122
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguoyangzhen)
123
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguoyangzhen)
124
+ - repo first seen: `2026-03-20T13:03:54Z`
125
+ - repo last seen: `2026-03-20T22:08:49Z`
126
+ - repo primary artifacts: **2**
127
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
128
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
129
+ - account age: **2566 days**
130
+ - public orgs: none visible
131
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
132
+ - heuristic read: **extremely high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos**
133
+
134
+ Example artifacts:
135
+ - [PR #44902: fix: Whisper word timestamp OOB access on trailing replacement char](https://github.com/huggingface/transformers/pull/44902) — closed
136
+ - [PR #44885: fix: prevent IndexError in Whisper word timestamp decode](https://github.com/huggingface/transformers/pull/44885) — closed
137
+
138
+ ### `kashif`
139
+
140
+ - profile: [github.com/kashif](https://github.com/kashif)
141
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
142
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
143
+ - repo first seen: `2026-03-20T13:46:43Z`
144
+ - repo last seen: `2026-03-22T14:04:40Z`
145
+ - repo primary artifacts: **2**
146
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
147
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
148
+ - account age: **6545 days**
149
+ - public orgs: none visible
150
+ - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
151
+ - heuristic read: **broad repo spread; large open PR backlog; targets high-star repos**
152
+
153
+ Example artifacts:
154
+ - [PR #44925: [MOE] MoE routing capture and replay support](https://github.com/huggingface/transformers/pull/44925) — open
155
+ - [PR #44891: [Trainer] add MoERouterHealthCallback Callback](https://github.com/huggingface/transformers/pull/44891) — open
156
+
157
+ ### `r266-tech`
158
+
159
+ - profile: [github.com/r266-tech](https://github.com/r266-tech)
160
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ar266-tech)
161
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ar266-tech)
162
+ - repo first seen: `2026-03-22T17:28:57Z`
163
+ - repo last seen: `2026-03-22T17:31:03Z`
164
+ - repo primary artifacts: **2**
165
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
166
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
167
+ - account age: **182 days**
168
+ - public orgs: none visible
169
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
170
+ - heuristic read: **young account; extremely high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos**
171
+
172
+ Example artifacts:
173
+ - [PR #44932: Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler](https://github.com/huggingface/transformers/pull/44932) — closed
174
+ - [PR #44931: fix(camembert): add tie_word_embeddings=True to CamembertConfig](https://github.com/huggingface/transformers/pull/44931) — closed, merged
175
+
176
+ ### `Sai-Suraj-27`
177
+
178
+ - profile: [github.com/Sai-Suraj-27](https://github.com/Sai-Suraj-27)
179
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27)
180
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27)
181
+ - repo first seen: `2026-03-19T07:30:39Z`
182
+ - repo last seen: `2026-03-22T18:03:34Z`
183
+ - repo primary artifacts: **2**
184
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
185
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
186
+ - account age: **1720 days**
187
+ - public orgs: none visible
188
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
189
+ - heuristic read: **targets high-star repos**
190
+
191
+ Example artifacts:
192
+ - [PR #44934: Fix failing `T5ModelIntegrationTest`](https://github.com/huggingface/transformers/pull/44934) — open
193
+ - [PR #44848: Fix failing `Qwen3OmniModelIntegrationTests`](https://github.com/huggingface/transformers/pull/44848) — open
194
+
195
+ ### `lashahub`
196
+
197
+ - profile: [github.com/lashahub](https://github.com/lashahub)
198
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
199
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
200
+ - repo first seen: `2026-01-27T17:37:34Z`
201
+ - repo last seen: `2026-03-23T04:25:41Z`
202
+ - repo primary artifacts: **2**
203
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
204
+ - snapshot discussion activity: **1 comments / 6 reviews / 6 review comments**
205
+ - account age: **3314 days**
206
+ - public orgs: none visible
207
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
208
+ - heuristic read: **large open PR backlog; no visible non-self stars; targets high-star repos**
209
+
210
+ Example artifacts:
211
+ - [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
212
+ - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — open
213
+
214
+ ### `3outeille`
215
+
216
+ - profile: [github.com/3outeille](https://github.com/3outeille)
217
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
218
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
219
+ - repo first seen: `2026-02-17T10:57:06Z`
220
+ - repo last seen: `2026-03-23T15:39:09Z`
221
+ - repo primary artifacts: **2**
222
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
223
+ - snapshot discussion activity: **0 comments / 6 reviews / 6 review comments**
224
+ - account age: **2601 days**
225
+ - public orgs: `huggingface`
226
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
227
+ - heuristic read: **large open PR backlog; targets high-star repos**
228
+
229
+ Example artifacts:
230
+ - [PR #44827: Fix Mistral4 tests](https://github.com/huggingface/transformers/pull/44827) — open
231
+ - [PR #44083: FSDP2 native support in transformers ](https://github.com/huggingface/transformers/pull/44083) — open
232
+
233
+ ### `remi-or`
234
+
235
+ - profile: [github.com/remi-or](https://github.com/remi-or)
236
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
237
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
238
+ - repo first seen: `2026-03-18T17:48:15Z`
239
+ - repo last seen: `2026-03-23T15:44:45Z`
240
+ - repo primary artifacts: **2**
241
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
242
+ - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
243
+ - account age: **1789 days**
244
+ - public orgs: none visible
245
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
246
+ - heuristic read: **targets high-star repos**
247
+
248
+ Example artifacts:
249
+ - [PR #44858: [CB] [Minor] Simplify test suite](https://github.com/huggingface/transformers/pull/44858) — closed, merged
250
+ - [PR #44835: [CB] Add an option to return logprobs](https://github.com/huggingface/transformers/pull/44835) — closed, merged
251
+
252
+ ### `maxsloef-goodfire`
253
+
254
+ - profile: [github.com/maxsloef-goodfire](https://github.com/maxsloef-goodfire)
255
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire)
256
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire)
257
+ - repo first seen: `2026-03-21T20:25:51Z`
258
+ - repo last seen: `2026-03-23T18:45:51Z`
259
+ - repo primary artifacts: **2**
260
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
261
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
262
+ - account age: **290 days**
263
+ - public orgs: none visible
264
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
265
+ - heuristic read: **young account; large open PR backlog; no visible non-self stars; targets high-star repos**
266
+
267
+ Example artifacts:
268
+ - [PR #44915: fix: skip `clean_up_tokenization` for BPE tokenizers in `PreTrainedTokenizerFast`](https://github.com/huggingface/transformers/pull/44915) — open
269
+ - [PR #44914: fix: set `clean_up_tokenization_spaces=False` in Llama 3 tokenizer conversion](https://github.com/huggingface/transformers/pull/44914) — closed, merged
270
+
271
+ ### `jiqing-feng`
272
+
273
+ - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
274
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
275
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
276
+ - repo first seen: `2026-03-11T01:42:33Z`
277
+ - repo last seen: `2026-03-24T05:25:35Z`
278
+ - repo primary artifacts: **2**
279
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
280
+ - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
281
+ - account age: **1372 days**
282
+ - public orgs: none visible
283
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
284
+ - heuristic read: **—**
285
+
286
+ Example artifacts:
287
+ - [PR #44845: Fix Mllama torch.compile failure caused by new attention mask logic](https://github.com/huggingface/transformers/pull/44845) — open
288
+ - [PR #44588: Fix llama4 bnb mode](https://github.com/huggingface/transformers/pull/44588) — open
289
+
290
+ ### `he-yufeng`
291
+
292
+ - profile: [github.com/he-yufeng](https://github.com/he-yufeng)
293
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
294
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
295
+ - repo first seen: `2026-03-14T18:33:53Z`
296
+ - repo last seen: `2026-03-24T13:30:38Z`
297
+ - repo primary artifacts: **2**
298
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
299
+ - snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
300
+ - account age: **2845 days**
301
+ - public orgs: none visible
302
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
303
+ - heuristic read: **high recent PR volume; very broad repo spread; large open PR backlog; targets high-star repos**
304
+
305
+ Example artifacts:
306
+ - [PR #44892: Fix AutoImageProcessor.from_pretrained failing on URL input](https://github.com/huggingface/transformers/pull/44892) — closed
307
+ - [PR #44710: Fix AutoProcessor.from_pretrained silently dropping hub kwargs](https://github.com/huggingface/transformers/pull/44710) — open
308
+
309
+ ### `Rocketknight1`
310
+
311
+ - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
312
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
313
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
314
+ - repo first seen: `2025-10-06T12:23:44Z`
315
+ - repo last seen: `2026-03-24T14:27:47Z`
316
+ - repo primary artifacts: **2**
317
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
318
+ - snapshot discussion activity: **24 comments / 18 reviews / 16 review comments**
319
+ - account age: **3937 days**
320
+ - public orgs: `huggingface`
321
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
322
+ - heuristic read: **targets high-star repos**
323
+
324
+ Example artifacts:
325
+ - [PR #44890: Add big angry code agent warnings!](https://github.com/huggingface/transformers/pull/44890) — closed, merged
326
+ - [PR #44674: Officially launch parse_response](https://github.com/huggingface/transformers/pull/44674) — open
327
+
328
+ ### `ouroborosscr`
329
+
330
+ - profile: [github.com/ouroborosscr](https://github.com/ouroborosscr)
331
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aouroborosscr)
332
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aouroborosscr)
333
+ - repo first seen: `2026-03-21T15:38:54Z`
334
+ - repo last seen: `2026-03-24T07:57:07Z`
335
+ - repo primary artifacts: **3**
336
+ - snapshot authored PRs/issues: **1 PRs / 2 issues**
337
+ - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
338
+ - account age: **1944 days**
339
+ - public orgs: none visible
340
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
341
+ - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
342
+
343
+ Example artifacts:
344
+ - [PR #44911: Fix flash attention crash with 3D position_ids (Qwen3.5)](https://github.com/huggingface/transformers/pull/44911) — open
345
+ - [Issue #44928: [Bug] Catastrophic gradient explosion (NaN) in RLHF with Qwen3.5 due to 3D position_ids forcing SDPA Math fallback and BF16 collapse](https://github.com/huggingface/transformers/issues/44928) — open
346
+ - [Issue #44910: [Bug] Flash Attention crashes with illegal memory access on Qwen3.5 due to 3D position_ids being misinterpreted as packed sequence](https://github.com/huggingface/transformers/issues/44910) — open
347
+
348
+ ### `gh-wf`
349
+
350
+ - profile: [github.com/gh-wf](https://github.com/gh-wf)
351
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agh-wf)
352
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agh-wf)
353
+ - repo first seen: `2026-03-19T15:13:12Z`
354
+ - repo last seen: `2026-03-19T15:14:12Z`
355
+ - repo primary artifacts: **2**
356
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
357
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
358
+ - account age: **1312 days**
359
+ - public orgs: none visible
360
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
361
+ - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
362
+
363
+ Example artifacts:
364
+ - [PR #44862: fix: handle list-type _tied_weights_keys in _get_tied_weight_keys](https://github.com/huggingface/transformers/pull/44862) — closed
365
+ - [Issue #44861: _get_tied_weight_keys crashes with AttributeError when _tied_weights_keys is a list](https://github.com/huggingface/transformers/issues/44861) — closed
366
+
367
+ ### `IvanFan-Van`
368
+
369
+ - profile: [github.com/IvanFan-Van](https://github.com/IvanFan-Van)
370
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIvanFan-Van)
371
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIvanFan-Van)
372
+ - repo first seen: `2026-03-20T04:29:57Z`
373
+ - repo last seen: `2026-03-20T05:45:46Z`
374
+ - repo primary artifacts: **2**
375
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
376
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
377
+ - account age: **1523 days**
378
+ - public orgs: none visible
379
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
380
+ - heuristic read: **—**
381
+
382
+ Example artifacts:
383
+ - [PR #44872: Fix: Update outdated sampler comment in generation/utils.py](https://github.com/huggingface/transformers/pull/44872) — open
384
+ - [Issue #44871: [Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]](https://github.com/huggingface/transformers/issues/44871) — closed
385
+
386
+ ### `syncdoth`
387
+
388
+ - profile: [github.com/syncdoth](https://github.com/syncdoth)
389
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asyncdoth)
390
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asyncdoth)
391
+ - repo first seen: `2026-03-21T06:05:36Z`
392
+ - repo last seen: `2026-03-21T06:07:35Z`
393
+ - repo primary artifacts: **2**
394
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
395
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
396
+ - account age: **2666 days**
397
+ - public orgs: none visible
398
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
399
+ - heuristic read: **large open PR backlog; targets high-star repos**
400
+
401
+ Example artifacts:
402
+ - [PR #44907: Remove unnecessary expand_as in get_placeholder_mask across VLMs](https://github.com/huggingface/transformers/pull/44907) — open
403
+ - [Issue #44906: Remove unnecessary `expand_as` in `get_placeholder_mask` across VLMs](https://github.com/huggingface/transformers/issues/44906) — open
404
+
405
+ ### `BSchilperoort`
406
+
407
+ - profile: [github.com/BSchilperoort](https://github.com/BSchilperoort)
408
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABSchilperoort)
409
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABSchilperoort)
410
+ - repo first seen: `2026-03-18T11:08:09Z`
411
+ - repo last seen: `2026-03-23T12:27:25Z`
412
+ - repo primary artifacts: **2**
413
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
414
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
415
+ - account age: **3985 days**
416
+ - public orgs: `eWaterCycle`
417
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
418
+ - heuristic read: **—**
419
+
420
+ Example artifacts:
421
+ - [PR #44946: Correct docstrings for `from_pretrained` (url input deprecated)](https://github.com/huggingface/transformers/pull/44946) — closed, merged
422
+ - [Issue #44821: Unable to load `AutoImageProcessor` from URL](https://github.com/huggingface/transformers/issues/44821) — closed
423
+
424
+ ### `josh-kean`
425
+
426
+ - profile: [github.com/josh-kean](https://github.com/josh-kean)
427
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajosh-kean)
428
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajosh-kean)
429
+ - repo first seen: `2026-03-22T17:57:33Z`
430
+ - repo last seen: `2026-03-23T20:07:09Z`
431
+ - repo primary artifacts: **2**
432
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
433
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
434
+ - account age: **2823 days**
435
+ - public orgs: none visible
436
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
437
+ - heuristic read: **large open PR backlog; targets high-star repos**
438
+
439
+ Example artifacts:
440
+ - [PR #44958: fixed import error with PILImageResampling](https://github.com/huggingface/transformers/pull/44958) — open
441
+ - [Issue #44933: Nonexistant import from image_utils](https://github.com/huggingface/transformers/issues/44933) — open
442
+
443
+ ### `bigshanedogg`
444
+
445
+ - profile: [github.com/bigshanedogg](https://github.com/bigshanedogg)
446
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abigshanedogg)
447
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abigshanedogg)
448
+ - repo first seen: `2026-03-23T19:34:30Z`
449
+ - repo last seen: `2026-03-23T20:14:51Z`
450
+ - repo primary artifacts: **2**
451
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
452
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
453
+ - account age: **3650 days**
454
+ - public orgs: none visible
455
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
456
+ - heuristic read: **large open PR backlog; targets high-star repos**
457
+
458
+ Example artifacts:
459
+ - [PR #44956: [WIP] Add HyperCLOVAX model](https://github.com/huggingface/transformers/pull/44956) — open, draft
460
+ - [Issue #44957: Add HyperCLOVA X SEED Think 14B](https://github.com/huggingface/transformers/issues/44957) — open
461
+
462
+ ### `kaixuanliu`
463
+
464
+ - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
465
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
466
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
467
+ - repo first seen: `2026-03-13T07:14:25Z`
468
+ - repo last seen: `2026-03-24T12:03:51Z`
469
+ - repo primary artifacts: **2**
470
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
471
+ - snapshot discussion activity: **3 comments / 3 reviews / 3 review comments**
472
+ - account age: **3910 days**
473
+ - public orgs: none visible
474
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
475
+ - heuristic read: **targets high-star repos**
476
+
477
+ Example artifacts:
478
+ - [PR #44653: Fix `AutoImageProcessor` to correctly detect local implementation whe…](https://github.com/huggingface/transformers/pull/44653) — closed
479
+ - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
480
+
481
+ ### `Ahmed-G-ElTaher`
482
+
483
+ - profile: [github.com/Ahmed-G-ElTaher](https://github.com/Ahmed-G-ElTaher)
484
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAhmed-G-ElTaher)
485
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAhmed-G-ElTaher)
486
+ - repo first seen: `2025-08-26T02:50:39Z`
487
+ - repo last seen: `2025-08-26T02:50:39Z`
488
+ - repo primary artifacts: **1**
489
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
490
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
491
+ - account age: **1145 days**
492
+ - public orgs: none visible
493
+ - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
494
+ - heuristic read: **—**
495
+
496
+ Example artifacts:
497
+ - [PR #40446: Add convert_segmentation_map_to_binary_masks_sorted function for hand…](https://github.com/huggingface/transformers/pull/40446) — open
498
+
499
+ ### `AkshatSh`
500
+
501
+ - profile: [github.com/AkshatSh](https://github.com/AkshatSh)
502
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAkshatSh)
503
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAkshatSh)
504
+ - repo first seen: `2025-09-18T07:05:39Z`
505
+ - repo last seen: `2025-09-18T07:05:39Z`
506
+ - repo primary artifacts: **1**
507
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
508
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
509
+ - account age: **4184 days**
510
+ - public orgs: none visible
511
+ - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
512
+ - heuristic read: **—**
513
+
514
+ Example artifacts:
515
+ - [PR #40962: perceptron: Isaac-0.1 implementation](https://github.com/huggingface/transformers/pull/40962) — open, draft
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