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             "number": 47240,
             "title": "Feat: Apply multi-layered Harmonic Seal for data provenance",
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             "draft": false,
             "created_at": "2026-07-13T03:38:50Z"
           }

new-contributors-report.md CHANGED Viewed

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260713T120047Z`
-- Generated: `2026-07-13T12:02:53Z`
 - Activity window: `60d`
-- Contributors: `367`
 ## Summary
@@ -14,7 +14,7 @@
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 109 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 107 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 75 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -89,9 +89,9 @@
 | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | FIRST_TIME_CONTRIBUTOR | 328d | `2026-07-08T22:41:19Z` | 3 | 0 | mixed | moderate | low | young account; high recent PR volume |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Sreekant13` | [profile](https://github.com/Sreekant13) | no | FIRST_TIME_CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 3 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -118,10 +118,9 @@
 | `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `bglglzd` | [profile](https://github.com/bglglzd) | no | FIRST_TIME_CONTRIBUTOR | 213d | `2026-07-12T08:39:28Z` | 2 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Bhavana998` | [profile](https://github.com/Bhavana998) | no | FIRST_TIME_CONTRIBUTOR | 447d | `2026-06-05T15:57:49Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
-| `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ChangyiYang` | [profile](https://github.com/ChangyiYang) | no | CONTRIBUTOR | 1384d | `2026-06-12T07:03:59Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `faustomilletari` | [profile](https://github.com/faustomilletari) | no | NONE | 4013d | `2026-07-09T18:24:24Z` | 2 | 0 | strong | moderate | low | — |
 | `Functionhx` | [profile](https://github.com/Functionhx) | no | FIRST_TIME_CONTRIBUTOR | 753d | `2026-07-09T12:40:10Z` | 2 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -144,7 +143,7 @@
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | FIRST_TIME_CONTRIBUTOR | 78d | `2026-03-21T22:53:27Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
@@ -196,7 +195,6 @@
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
-| `kasakh` | [profile](https://github.com/kasakh) | no | CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Madhav-000-s` | [profile](https://github.com/Madhav-000-s) | no | FIRST_TIME_CONTRIBUTOR | 661d | `2026-07-03T19:34:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -255,12 +253,12 @@
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `David-Wu1119` | [profile](https://github.com/David-Wu1119) | no | FIRST_TIME_CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 | `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `davidnichols-ops` | [profile](https://github.com/davidnichols-ops) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-07-12T03:57:42Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share |
 | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `divya234-hue` | [profile](https://github.com/divya234-hue) | no | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `DivyanshPoothiya` | [profile](https://github.com/DivyanshPoothiya) | no | FIRST_TIME_CONTRIBUTOR | 1132d | `2026-07-11T13:33:40Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Diwak4r` | [profile](https://github.com/Diwak4r) | no | NONE | 696d | `2026-07-09T08:10:37Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -321,7 +319,7 @@
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | NONE | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
-| `pablopupo` | [profile](https://github.com/pablopupo) | no | FIRST_TIME_CONTRIBUTOR | 1025d | `2026-07-11T20:34:13Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -356,7 +354,7 @@
 | `shreyescodes` | [profile](https://github.com/shreyescodes) | no | NONE | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
 | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `smart8986` | [profile](https://github.com/smart8986) | no | FIRST_TIME_CONTRIBUTOR | 2608d | `2026-07-13T03:38:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `snkii` | [profile](https://github.com/snkii) | no | FIRST_TIME_CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
@@ -421,7 +419,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
-- [PR #47294: Kernel native causal_conv1d functions](https://github.com/huggingface/transformers/pull/47294) — open
 - [PR #47203: Fix device_map computation when the no_split_modules have different sizes](https://github.com/huggingface/transformers/pull/47203) — closed, merged
 - [PR #47160: Restrict QuantizedCache to only full attention](https://github.com/huggingface/transformers/pull/47160) — closed, merged
@@ -457,12 +455,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-07-13T06:04:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **114**
 - snapshot authored PRs/issues: **107 PRs / 7 issues**
-- snapshot discussion activity: **199 comments / 233 reviews / 209 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -506,11 +504,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-07-10T22:37:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **77**
-- snapshot authored PRs/issues: **75 PRs / 2 issues**
 - snapshot discussion activity: **42 comments / 191 reviews / 319 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -519,9 +517,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 Example artifacts:
 - [PR #47149: [docs] MoE decode switching](https://github.com/huggingface/transformers/pull/47149) — closed, merged
-- [PR #47114: [docs] Custom code conversion mapping](https://github.com/huggingface/transformers/pull/47114) — closed, merged
-- [PR #46968: [docs] fix autolinks](https://github.com/huggingface/transformers/pull/46968) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
@@ -536,7 +534,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
-- snapshot discussion activity: **205 comments / 771 reviews / 1542 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -557,12 +555,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-07-10T18:30:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **58 PRs / 2 issues**
-- snapshot discussion activity: **782 comments / 1467 reviews / 5944 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -607,12 +605,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-13T06:59:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **51 PRs / 1 issues**
-- snapshot discussion activity: **74 comments / 222 reviews / 234 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -631,12 +629,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-07-13T11:56:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **48**
 - snapshot authored PRs/issues: **48 PRs / 0 issues**
-- snapshot discussion activity: **901 comments / 356 reviews / 238 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -753,12 +751,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-07-13T04:05:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **35**
 - snapshot authored PRs/issues: **34 PRs / 1 issues**
-- snapshot discussion activity: **37 comments / 123 reviews / 124 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -1040,12 +1038,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
 - repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-07-02T23:07:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **21 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 14 reviews / 18 review comments**
 - account age: **3365 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: `huggingface`
@@ -1054,7 +1052,7 @@ Example artifacts:
 Example artifacts:
 - [PR #47035: Torch compile backend defaults to "neuron"](https://github.com/huggingface/transformers/pull/47035) — closed, merged
-- [PR #47034: Neuron sft exp](https://github.com/huggingface/transformers/pull/47034) — open, draft
 - [PR #46889: Kernel api doc, part 2](https://github.com/huggingface/transformers/pull/46889) — open
 ### `YangKai0616`
@@ -1156,12 +1154,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-10T16:17:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **13 PRs / 1 issues**
-- snapshot discussion activity: **54 comments / 258 reviews / 737 review comments**
 - account age: **2914 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
@@ -1627,12 +1625,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
 - repo first seen: `2025-12-04T12:38:46Z`
-- repo last seen: `2026-07-12T12:03:02Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 4 reviews / 4 review comments**
 - account age: **660 days**
 - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
 - public orgs: none visible
@@ -1676,12 +1674,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
 - repo first seen: `2026-04-29T09:34:56Z`
-- repo last seen: `2026-07-09T14:05:27Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 3 reviews / 3 review comments**
 - account age: **1645 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -2108,7 +2106,7 @@ Example artifacts:
 Example artifacts:
 - [PR #47247: Fix FA2 long-context perf regression from removed .item() sync (#46693)](https://github.com/huggingface/transformers/pull/47247) — closed
 - [PR #47215: Fix FA2 long-context perf regression (#46693)](https://github.com/huggingface/transformers/pull/47215) — open
-- [PR #47214: Fix thread-safety of fast (Rust-backed) tokenizers (Issue #47085)](https://github.com/huggingface/transformers/pull/47214) — open
 ### `boringcrypto`
@@ -2279,7 +2277,7 @@ Example artifacts:
 - repo first seen: `2026-07-08T22:41:19Z`
 - repo last seen: `2026-07-11T22:35:11Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -2290,8 +2288,8 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume**
 Example artifacts:
-- [PR #47264: fix: resolve dtype mismatches in DAB-DETR and Grounding DINO to suppo…](https://github.com/huggingface/transformers/pull/47264) — open
-- [PR #47241: Fix half-precision torch.compile crash in DETR-family sine position embeddings](https://github.com/huggingface/transformers/pull/47241) — open
 - [PR #47180: fix: resolve device mismatch in Bark semantic model by offloading inp…](https://github.com/huggingface/transformers/pull/47180) — closed
 ### `Snakinya`
@@ -2325,7 +2323,7 @@ Example artifacts:
 - repo first seen: `2026-07-04T18:14:38Z`
 - repo last seen: `2026-07-07T04:00:47Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -2338,7 +2336,7 @@ Example artifacts:
 Example artifacts:
 - [PR #47119: Fix image_transforms.pad rejecting NumPy-int padding and float constant_values](https://github.com/huggingface/transformers/pull/47119) — closed
 - [PR #47089: Fix AqlmConfig error messages to say "int" instead of "float"](https://github.com/huggingface/transformers/pull/47089) — open
-- [PR #47072: Fix get_json_schema crash on non-string docstring choices](https://github.com/huggingface/transformers/pull/47072) — open
 ### `Vitaliy-Pikalo`
@@ -2952,7 +2950,7 @@ Example artifacts:
 - repo first seen: `2026-07-12T08:39:28Z`
 - repo last seen: `2026-07-12T08:40:09Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2963,8 +2961,8 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #47270: Fix minor text formatting in transformers (#47254)](https://github.com/huggingface/transformers/pull/47270) — open
-- [PR #47269: Polish repository docs in transformers](https://github.com/huggingface/transformers/pull/47269) — open
 ### `Bhavana998`
@@ -3010,28 +3008,6 @@ Example artifacts:
 - [PR #46375: [VITS] Un-skip test_model_forward](https://github.com/huggingface/transformers/pull/46375) — open
 - [PR #46125: Fix _is_package_available reporting available without a version](https://github.com/huggingface/transformers/pull/46125) — closed, merged
-### `catwell`
-- profile: [github.com/catwell](https://github.com/catwell)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acatwell)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acatwell)
-- repo first seen: `2026-05-14T17:00:06Z`
-- repo last seen: `2026-05-14T17:51:35Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5907 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: `oploadk`, `strawberry-graphql`, `lunarmodules`, `finegrain-ai`
-- 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 #45982: no empty label when Grounding Dino detects nothing](https://github.com/huggingface/transformers/pull/45982) — open
-- [PR #45980: tokenizer: decoding an empty batch returns an empty list](https://github.com/huggingface/transformers/pull/45980) — closed
 ### `ChangyiYang`
 - profile: [github.com/ChangyiYang](https://github.com/ChangyiYang)
@@ -3347,12 +3323,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ameatybobby)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ameatybobby)
 - repo first seen: `2026-06-04T18:30:50Z`
-- repo last seen: `2026-06-08T20:33:15Z`
 - 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: **4220 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
@@ -3525,7 +3501,7 @@ Example artifacts:
 - repo first seen: `2026-03-21T22:53:27Z`
 - repo last seen: `2026-07-12T21:06:31Z`
 - 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 / 2 reviews / 0 review comments**
@@ -3536,7 +3512,7 @@ Example artifacts:
 - heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
-- [PR #47278: feat(rope): fused Triton kernel for apply_rotary_pos_emb via torchembed (3–5× faster)](https://github.com/huggingface/transformers/pull/47278) — open
 - [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — closed, draft
 ### `rohanbalsaraf`
@@ -4690,28 +4666,6 @@ Example artifacts:
 - [PR #46134: Validate shard filenames in get_checkpoint_shard_files](https://github.com/huggingface/transformers/pull/46134) — closed
 - [Issue #46097: Path Traversal in Sharded Checkpoint Loader via Unsanitized `weight_map` Entries in `*.index.json`](https://github.com/huggingface/transformers/issues/46097) — closed
-### `kasakh`
-- profile: [github.com/kasakh](https://github.com/kasakh)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akasakh)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akasakh)
-- repo first seen: `2026-05-10T06:09:08Z`
-- repo last seen: `2026-07-01T22:34:20Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **3170 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 #45979: [Generation] Add static ensemble verification for lossy speculative decoding](https://github.com/huggingface/transformers/pull/45979) — closed, merged
-- [Issue #45865: [Feature Request] Add lossy speculative decoding via static ensemble verification](https://github.com/huggingface/transformers/issues/45865) — closed
 ### `kratos0718`
 - profile: [github.com/kratos0718](https://github.com/kratos0718)
@@ -5946,12 +5900,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adavidnichols-ops)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adavidnichols-ops)
 - repo first seen: `2026-07-12T03:57:42Z`
-- repo last seen: `2026-07-12T03:57:42Z`
 - 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: **37 days**
 - recent public PR activity: **14 PRs** (1 merged / 4 closed-unmerged / 9 open; merged rate **7%**, closed-unmerged rate **29%**, open rate **64%**)
 - public orgs: none visible
@@ -5959,7 +5913,7 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share**
 Example artifacts:
-- [PR #47267: fix: restore dict return type in create_masks_for_generate (#46962)](https://github.com/huggingface/transformers/pull/47267) — open
 ### `delcenjo`
@@ -6053,7 +6007,7 @@ Example artifacts:
 - repo first seen: `2026-07-11T13:33:40Z`
 - repo last seen: `2026-07-11T15:39:45Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -6064,7 +6018,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
-- [PR #47260: Standardize COCO test image fixture loading](https://github.com/huggingface/transformers/pull/47260) — open
 ### `Diwak4r`
@@ -6904,7 +6858,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
-- [PR #47240: Feat: Apply multi-layered Harmonic Seal for data provenance](https://github.com/huggingface/transformers/pull/47240) — open
 ### `ltd0924`
@@ -7332,12 +7286,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apablopupo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apablopupo)
 - repo first seen: `2026-07-11T20:34:13Z`
-- repo last seen: `2026-07-11T20:34:13Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 - account age: **1025 days**
 - recent public PR activity: **28 PRs** (7 merged / 3 closed-unmerged / 18 open; merged rate **25%**, closed-unmerged rate **11%**, open rate **64%**)
 - public orgs: none visible
@@ -7345,7 +7299,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #47263: Add regression test for register() with a string config_class key](https://github.com/huggingface/transformers/pull/47263) — open
 ### `pariidanDKE`
@@ -8069,7 +8023,7 @@ Example artifacts:
 - repo first seen: `2026-07-13T03:38:50Z`
 - repo last seen: `2026-07-13T03:38:50Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -8080,7 +8034,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #47283: Fix check for interactive stdout in _style function](https://github.com/huggingface/transformers/pull/47283) — open
 ### `snehasuman019`

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260713T180023Z`
+- Generated: `2026-07-13T18:02:30Z`
 - Activity window: `60d`
+- Contributors: `365`
 ## Summary
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 109 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 107 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 77 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | NONE | 328d | `2026-07-08T22:41:19Z` | 3 | 0 | mixed | moderate | low | young account; high recent PR volume |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Sreekant13` | [profile](https://github.com/Sreekant13) | no | CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 3 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `bglglzd` | [profile](https://github.com/bglglzd) | no | NONE | 213d | `2026-07-12T08:39:28Z` | 2 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Bhavana998` | [profile](https://github.com/Bhavana998) | no | FIRST_TIME_CONTRIBUTOR | 447d | `2026-06-05T15:57:49Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `ChangyiYang` | [profile](https://github.com/ChangyiYang) | no | CONTRIBUTOR | 1384d | `2026-06-12T07:03:59Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `faustomilletari` | [profile](https://github.com/faustomilletari) | no | NONE | 4013d | `2026-07-09T18:24:24Z` | 2 | 0 | strong | moderate | low | — |
 | `Functionhx` | [profile](https://github.com/Functionhx) | no | FIRST_TIME_CONTRIBUTOR | 753d | `2026-07-09T12:40:10Z` | 2 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Madhav-000-s` | [profile](https://github.com/Madhav-000-s) | no | FIRST_TIME_CONTRIBUTOR | 661d | `2026-07-03T19:34:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `David-Wu1119` | [profile](https://github.com/David-Wu1119) | no | FIRST_TIME_CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 | `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `davidnichols-ops` | [profile](https://github.com/davidnichols-ops) | no | NONE | 37d | `2026-07-12T03:57:42Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share |
 | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `divya234-hue` | [profile](https://github.com/divya234-hue) | no | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `DivyanshPoothiya` | [profile](https://github.com/DivyanshPoothiya) | no | NONE | 1132d | `2026-07-11T13:33:40Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Diwak4r` | [profile](https://github.com/Diwak4r) | no | NONE | 696d | `2026-07-09T08:10:37Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | NONE | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
+| `pablopupo` | [profile](https://github.com/pablopupo) | no | NONE | 1025d | `2026-07-11T20:34:13Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `shreyescodes` | [profile](https://github.com/shreyescodes) | no | NONE | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
 | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `smart8986` | [profile](https://github.com/smart8986) | no | CONTRIBUTOR | 2608d | `2026-07-13T03:38:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `snkii` | [profile](https://github.com/snkii) | no | FIRST_TIME_CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #47294: Kernel native causal_conv1d functions](https://github.com/huggingface/transformers/pull/47294) — open, draft
 - [PR #47203: Fix device_map computation when the no_split_modules have different sizes](https://github.com/huggingface/transformers/pull/47203) — closed, merged
 - [PR #47160: Restrict QuantizedCache to only full attention](https://github.com/huggingface/transformers/pull/47160) — closed, merged
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
+- repo last seen: `2026-07-13T15:52:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **114**
 - snapshot authored PRs/issues: **107 PRs / 7 issues**
+- snapshot discussion activity: **200 comments / 233 reviews / 209 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
+- repo last seen: `2026-07-13T17:30:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
+- repo primary artifacts: **79**
+- snapshot authored PRs/issues: **77 PRs / 2 issues**
 - snapshot discussion activity: **42 comments / 191 reviews / 319 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 Example artifacts:
+- [PR #47302: [docs] TokenizersBackend fallback](https://github.com/huggingface/transformers/pull/47302) — open
+- [PR #47301: [docs] MTP support](https://github.com/huggingface/transformers/pull/47301) — open
 - [PR #47149: [docs] MoE decode switching](https://github.com/huggingface/transformers/pull/47149) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
+- snapshot discussion activity: **205 comments / 772 reviews / 1542 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
+- repo last seen: `2026-07-13T16:56:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **58 PRs / 2 issues**
+- snapshot discussion activity: **784 comments / 1475 reviews / 5990 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
+- repo last seen: `2026-07-13T14:20:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **51 PRs / 1 issues**
+- snapshot discussion activity: **75 comments / 222 reviews / 234 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
+- repo last seen: `2026-07-13T13:56:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **48**
 - snapshot authored PRs/issues: **48 PRs / 0 issues**
+- snapshot discussion activity: **908 comments / 358 reviews / 238 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
+- repo last seen: `2026-07-13T16:05:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **35**
 - snapshot authored PRs/issues: **34 PRs / 1 issues**
+- snapshot discussion activity: **37 comments / 124 reviews / 125 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
 - repo first seen: `2024-10-24T15:39:49Z`
+- repo last seen: `2026-07-13T14:37:12Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **21 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 14 reviews / 18 review comments**
 - account age: **3365 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: `huggingface`
 Example artifacts:
 - [PR #47035: Torch compile backend defaults to "neuron"](https://github.com/huggingface/transformers/pull/47035) — closed, merged
+- [PR #47034: Neuron sft exp](https://github.com/huggingface/transformers/pull/47034) — closed, draft
 - [PR #46889: Kernel api doc, part 2](https://github.com/huggingface/transformers/pull/46889) — open
 ### `YangKai0616`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
+- repo last seen: `2026-07-13T13:06:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **13 PRs / 1 issues**
+- snapshot discussion activity: **54 comments / 261 reviews / 740 review comments**
 - account age: **2914 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
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
 - repo first seen: `2025-12-04T12:38:46Z`
+- repo last seen: `2026-07-13T16:22:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **7 comments / 6 reviews / 6 review comments**
 - account age: **660 days**
 - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
 - public orgs: none visible
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
 - repo first seen: `2026-04-29T09:34:56Z`
+- repo last seen: `2026-07-13T12:25:26Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **10 comments / 3 reviews / 3 review comments**
 - account age: **1645 days**
 - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
 Example artifacts:
 - [PR #47247: Fix FA2 long-context perf regression from removed .item() sync (#46693)](https://github.com/huggingface/transformers/pull/47247) — closed
 - [PR #47215: Fix FA2 long-context perf regression (#46693)](https://github.com/huggingface/transformers/pull/47215) — open
+- [PR #47214: Fix thread-safety of fast (Rust-backed) tokenizers (Issue #47085)](https://github.com/huggingface/transformers/pull/47214) — closed
 ### `boringcrypto`
 - repo first seen: `2026-07-08T22:41:19Z`
 - repo last seen: `2026-07-11T22:35:11Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - heuristic read: **young account; high recent PR volume**
 Example artifacts:
+- [PR #47264: fix: resolve dtype mismatches in DAB-DETR and Grounding DINO to suppo…](https://github.com/huggingface/transformers/pull/47264) — closed
+- [PR #47241: Fix half-precision torch.compile crash in DETR-family sine position embeddings](https://github.com/huggingface/transformers/pull/47241) — closed
 - [PR #47180: fix: resolve device mismatch in Bark semantic model by offloading inp…](https://github.com/huggingface/transformers/pull/47180) — closed
 ### `Snakinya`
 - repo first seen: `2026-07-04T18:14:38Z`
 - repo last seen: `2026-07-07T04:00:47Z`
 - first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 Example artifacts:
 - [PR #47119: Fix image_transforms.pad rejecting NumPy-int padding and float constant_values](https://github.com/huggingface/transformers/pull/47119) — closed
 - [PR #47089: Fix AqlmConfig error messages to say "int" instead of "float"](https://github.com/huggingface/transformers/pull/47089) — open
+- [PR #47072: Fix get_json_schema crash on non-string docstring choices](https://github.com/huggingface/transformers/pull/47072) — closed, merged
 ### `Vitaliy-Pikalo`
 - repo first seen: `2026-07-12T08:39:28Z`
 - repo last seen: `2026-07-12T08:40:09Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
 - heuristic read: **young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #47270: Fix minor text formatting in transformers (#47254)](https://github.com/huggingface/transformers/pull/47270) — closed
+- [PR #47269: Polish repository docs in transformers](https://github.com/huggingface/transformers/pull/47269) — closed
 ### `Bhavana998`
 - [PR #46375: [VITS] Un-skip test_model_forward](https://github.com/huggingface/transformers/pull/46375) — open
 - [PR #46125: Fix _is_package_available reporting available without a version](https://github.com/huggingface/transformers/pull/46125) — closed, merged
 ### `ChangyiYang`
 - profile: [github.com/ChangyiYang](https://github.com/ChangyiYang)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ameatybobby)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ameatybobby)
 - repo first seen: `2026-06-04T18:30:50Z`
+- repo last seen: `2026-07-13T17:03:10Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
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+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
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 - heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
+- [PR #47278: feat(rope): fused Triton kernel for apply_rotary_pos_emb via torchembed (3–5× faster)](https://github.com/huggingface/transformers/pull/47278) — closed
 - [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — closed, draft
 ### `rohanbalsaraf`
 - [PR #46134: Validate shard filenames in get_checkpoint_shard_files](https://github.com/huggingface/transformers/pull/46134) — closed
 - [Issue #46097: Path Traversal in Sharded Checkpoint Loader via Unsanitized `weight_map` Entries in `*.index.json`](https://github.com/huggingface/transformers/issues/46097) — closed
 ### `kratos0718`
 - profile: [github.com/kratos0718](https://github.com/kratos0718)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adavidnichols-ops)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adavidnichols-ops)
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 - heuristic read: **very new account; high open PR share**
 Example artifacts:
+- [PR #47267: fix: restore dict return type in create_masks_for_generate (#46962)](https://github.com/huggingface/transformers/pull/47267) — closed
 ### `delcenjo`
 - repo first seen: `2026-07-11T13:33:40Z`
 - repo last seen: `2026-07-11T15:39:45Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
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 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
+- [PR #47260: Standardize COCO test image fixture loading](https://github.com/huggingface/transformers/pull/47260) — closed
 ### `Diwak4r`
 - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
 Example artifacts:
+- [PR #47240: Feat: Apply multi-layered Harmonic Seal for data provenance](https://github.com/huggingface/transformers/pull/47240) — closed
 ### `ltd0924`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apablopupo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apablopupo)
 - repo first seen: `2026-07-11T20:34:13Z`
+- repo last seen: `2026-07-13T12:17:18Z`
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 - public orgs: none visible
 - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #47263: Add regression test for register() with a string config_class key](https://github.com/huggingface/transformers/pull/47263) — closed
 ### `pariidanDKE`
 - repo first seen: `2026-07-13T03:38:50Z`
 - repo last seen: `2026-07-13T03:38:50Z`
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 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #47283: Fix check for interactive stdout in _style function](https://github.com/huggingface/transformers/pull/47283) — closed, merged
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@@ -3692,7 +3809,7 @@
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-      "summary": "3 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_fast.py`, `src/transformers/tokenization_utils_tokenizers.py`; representative PR #47214.",
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@@ -4487,7 +4240,7 @@
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
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         "src/transformers/modeling_utils.py"
@@ -4650,8 +4403,8 @@
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@@ -4948,8 +4701,8 @@
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@@ -5062,6 +4815,96 @@
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@@ -5155,7 +4998,7 @@
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@@ -5218,7 +5061,7 @@
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@@ -5230,8 +5073,8 @@
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@@ -5258,11 +5101,11 @@
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@@ -5275,66 +5118,65 @@
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@@ -5458,16 +5300,16 @@
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@@ -5622,71 +5464,6 @@
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@@ -5713,7 +5490,7 @@
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@@ -5962,7 +5739,7 @@
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       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_feature_extraction_utils.py`, `src/transformers/feature_extraction_utils.py`; representative PR #42824.",
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-      "summary": "2 open PRs share weighted file overlap around `README.md`; representative PR #45377.",
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-      "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_modeling_auto.py`; representative PR #45729.",
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-      "representative_pr_number": 46887,
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-      "summary": "2 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`; representative PR #46887.",
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-      "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
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         {
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         {
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         {
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         {
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         {
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           "concentration_similarity": 0.684,
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         {
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         {
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         {
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         {
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         {
           "left_pr_number": 45635,
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         {
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         {
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         {
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         {
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+        {
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     {
       "cluster_id": "pr-scope-45293-4",
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         {
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         {
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         {
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         44407,
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       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
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         },
         {
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         },
         {
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         },
         {
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         },
         {
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         {
           "left_pr_number": 46848,
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         {
           "left_pr_number": 46848,
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     },
     {
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       "pr_numbers": [
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         {
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     {
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