Refresh transformers dataset snapshot 20260529T000037Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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+      "repo_last_seen_at": "2026-05-28T21:52:17Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 43,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "very high",
+      "automation_risk_signal": "high",
+      "heuristic_note": "very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 98,
+        "merged_pr_count": 7,
+        "closed_unmerged_pr_count": 27,
+        "open_pr_count": 64,
+        "merged_pr_rate": 0.0714,
+        "closed_unmerged_pr_rate": 0.2755,
+        "still_open_pr_rate": 0.6531,
+        "distinct_repos_with_authored_prs": 48,
+        "distinct_repos_with_open_prs": 40
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46272,
+            "title": "fix(hub): guard get_checkpoint_shard_files against path-traversal in weight_map",
+            "url": "https://github.com/huggingface/transformers/pull/46272",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-28T21:52:17Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Dhruv908615",
       "name": "Dhruv Katiyar",
@@ -18075,67 +17987,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "HemanthSai7",
-      "name": "Hemanth Sai",
-      "profile_url": "https://github.com/HemanthSai7",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHemanthSai7",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHemanthSai7",
-      "repo_first_seen_at": "2026-03-29T20:35:56Z",
-      "repo_last_seen_at": "2026-04-16T16:48:53Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 4,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 3,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2007,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [
-        "GDGCVITBHOPAL",
-        "Math-behind-AI",
-        "Heritians"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45101,
-            "title": "Adding support for Nandi Models",
-            "url": "https://github.com/huggingface/transformers/pull/45101",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-29T20:35:56Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "henloworldowo",
       "name": null,
@@ -22098,7 +21949,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260528T180037Z`
-- Generated: `2026-05-28T18:03:33Z`
+- Snapshot: `20260529T000037Z`
+- Generated: `2026-05-29T00:01:16Z`
 - Activity window: `60d`
-- Contributors: `351`
+- Contributors: `349`
 
 ## Summary
 
@@ -49,9 +49,9 @@
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
+| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 5 | 1 | weak | moderate | low | high open PR share |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 4 | 1 | weak | moderate | low | high open PR share |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -137,7 +137,6 @@
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
-| `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -188,7 +187,6 @@
 | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -205,7 +203,7 @@
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `AlexWortega` | [profile](https://github.com/AlexWortega) | yes | FIRST_TIME_CONTRIBUTOR | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `AlexWortega` | [profile](https://github.com/AlexWortega) | no | FIRST_TIME_CONTRIBUTOR | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | NONE | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -236,6 +234,7 @@
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | FIRST_TIME_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 |
 | `DavidSolanas` | [profile](https://github.com/DavidSolanas) | no | FIRST_TIME_CONTRIBUTOR | 2757d | `2026-04-15T08:44:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
+| `devteamaegis` | [profile](https://github.com/devteamaegis) | yes | FIRST_TIME_CONTRIBUTOR | 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 |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `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 |
@@ -260,7 +259,6 @@
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
-| `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -516,12 +514,12 @@ 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: `2026-05-20T07:36:08Z`
+- repo last seen: `2026-05-28T23:22:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **52 PRs / 2 issues**
-- snapshot discussion activity: **29 comments / 143 reviews / 243 review comments**
+- snapshot discussion activity: **29 comments / 144 reviews / 246 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -1324,6 +1322,30 @@ Example artifacts:
 - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
 - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
 
+### `LinZiyuu`
+
+- profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
+- repo first seen: `2026-05-13T14:52:41Z`
+- repo last seen: `2026-05-28T18:15:10Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **5 PRs / 1 issues**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
+- account age: **1483 days**
+- recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #46270: Fix path traversal when loading OneFormer image processor metadata](https://github.com/huggingface/transformers/pull/46270) — open
+- [PR #46237: Fix path traversal when saving Bark voice preset embeddings](https://github.com/huggingface/transformers/pull/46237) — open
+- [PR #46208: Fix ReDoS in CodeGenTokenizer.truncate via caller-controlled regex](https://github.com/huggingface/transformers/pull/46208) — closed
+- [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
+
 ### `CharlieKerfoot`
 
 - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
@@ -1370,30 +1392,6 @@ Example artifacts:
 - [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
 - [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
 
-### `LinZiyuu`
-
-- profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
-- repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-05-28T15:53:03Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **1483 days**
-- recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #46237: Fix path traversal when saving Bark voice preset embeddings](https://github.com/huggingface/transformers/pull/46237) — open
-- [PR #46208: Fix ReDoS in CodeGenTokenizer.truncate via caller-controlled regex](https://github.com/huggingface/transformers/pull/46208) — closed
-- [PR #46191: Fix path traversal when saving named chat templates](https://github.com/huggingface/transformers/pull/46191) — closed, merged
-- [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
-
 ### `paulinebm`
 
 - profile: [github.com/paulinebm](https://github.com/paulinebm)
@@ -3326,29 +3324,6 @@ Example artifacts:
 - [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
 - [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
 
-### `hkc5`
-
-- profile: [github.com/hkc5](https://github.com/hkc5)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahkc5)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahkc5)
-- repo first seen: `2026-03-19T12:33:00Z`
-- repo last seen: `2026-03-29T23:26:49Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **973 days**
-- recent public PR activity: **71 PRs** (3 merged / 68 closed-unmerged / 0 open; merged rate **4%**, closed-unmerged rate **96%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45104: Fix auto_docstring crash with from __future__ import annotations](https://github.com/huggingface/transformers/pull/45104) — closed
-- [PR #45096: Fix: Skip meta device initialization for remote code models](https://github.com/huggingface/transformers/pull/45096) — closed
-- [PR #45091: Fix _get_feat_extract_output_lengths in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45091) — closed
-
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -4475,28 +4450,6 @@ Example artifacts:
 - [PR #45570: Fix whisper long-form generation when eos_token_id is a list](https://github.com/huggingface/transformers/pull/45570) — open
 - [Issue #45584: Whisper generation fails on empty transcription after align_special_tokens](https://github.com/huggingface/transformers/issues/45584) — open
 
-### `rpathade`
-
-- profile: [github.com/rpathade](https://github.com/rpathade)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arpathade)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arpathade)
-- repo first seen: `2026-03-29T22:46:13Z`
-- repo last seen: `2026-03-29T23:37:13Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2005 days**
-- recent public PR activity: **9 PRs** (3 merged / 1 closed-unmerged / 5 open; merged rate **33%**, closed-unmerged rate **11%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45105: Fix @auto_docstring crash with from __future__ import annotations in _process_kwargs_parameters](https://github.com/huggingface/transformers/pull/45105) — open
-- [Issue #45103: [auto_docstring] _process_kwargs_parameters crashes with AttributeError when   module uses from __future__ import annotations](https://github.com/huggingface/transformers/issues/45103) — open
-
 ### `shubhammr21`
 
 - profile: [github.com/shubhammr21](https://github.com/shubhammr21)
@@ -4843,7 +4796,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAlexWortega)
 - repo first seen: `2026-05-28T12:43:05Z`
 - repo last seen: `2026-05-28T16:05:20Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5487,6 +5440,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45537: NVFP4 quantization: streaming loader, fused MoE experts (Qwen + Llama…](https://github.com/huggingface/transformers/pull/45537) — closed
 
+### `devteamaegis`
+
+- profile: [github.com/devteamaegis](https://github.com/devteamaegis)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adevteamaegis)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adevteamaegis)
+- repo first seen: `2026-05-28T21:52:17Z`
+- repo last seen: `2026-05-28T21:52:17Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **43 days**
+- recent public PR activity: **98 PRs** (7 merged / 27 closed-unmerged / 64 open; merged rate **7%**, closed-unmerged rate **28%**, open rate **65%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46272: fix(hub): guard get_checkpoint_shard_files against path-traversal in weight_map](https://github.com/huggingface/transformers/pull/46272) — open
+
 ### `Dhruv908615`
 
 - profile: [github.com/Dhruv908615](https://github.com/Dhruv908615)
@@ -5992,27 +5966,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45371: fix: check CUDA availability before calling get_device_capability](https://github.com/huggingface/transformers/pull/45371) — closed
 
-### `HemanthSai7`
-
-- profile: [github.com/HemanthSai7](https://github.com/HemanthSai7)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHemanthSai7)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHemanthSai7)
-- repo first seen: `2026-03-29T20:35:56Z`
-- repo last seen: `2026-04-16T16:48:53Z`
-- 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: **3 comments / 0 reviews / 0 review comments**
-- account age: **2007 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: `GDGCVITBHOPAL`, `Math-behind-AI`, `Heritians`
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45101: Adding support for Nandi Models](https://github.com/huggingface/transformers/pull/45101) — open
-
 ### `henloworldowo`
 
 - profile: [github.com/henloworldowo](https://github.com/henloworldowo)

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-      "shared_filenames": [
-        "src/transformers/generation/candidate_generator.py",
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+        46272
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+      "average_similarity": 0.353,
+      "summary": "2 open PRs cluster in `src/transformers/utils`, `tests/utils`, `src/transformers` with similar change breadth; representative PR #45105.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "src/transformers/utils",
+        "tests/utils",
+        "src/transformers",
+        "tests",
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