{
  "schemaVersion": "qmmit.observation.v1",
  "datasetVersion": "2026-09-18-v3.0",
  "rulesetVersion": "sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae",
  "scanDate": "2026-09-16",
  "observation": {
    "repo": "verl-project/verl",
    "datasetVersion": "2026-09-18-v3.0",
    "rulesetVersion": "sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae",
    "scanDate": "2026-09-16",
    "window": {
      "since": "2026-02-01",
      "untilExclusive": "2026-09-16",
      "label": "February–September 15, 2026"
    },
    "repository": {
      "sourceRepo": "verl-project/verl",
      "canonicalRepo": "verl-project/verl",
      "canonicalGitHubUrl": "https://github.com/verl-project/verl",
      "defaultBranch": "main",
      "headShaAtResolution": "c8faa0870a115b7bc73ee76545b804f5ffb15c5b",
      "resolvedAt": "2026-09-16T12:09:27.525Z",
      "redirected": false
    },
    "agentSharePctFloor": 12,
    "humanSharePctCeiling": 88,
    "totals": {
      "commitsInHistory": 982,
      "mergeCommitsExcluded": 0,
      "ciBotCommitsExcluded": 0,
      "commitsConsidered": 982,
      "agentAttributedCommits": 118,
      "humanAttributedCommits": 864
    },
    "concentration": {
      "distinctAgentAuthors": 83,
      "topAuthorShareOfAgentCommits": 5.1,
      "adoptionPattern": "org-wide"
    },
    "mode": {
      "assistedCommits": 118,
      "autonomousCommits": 0,
      "assistedPct": 12,
      "autonomousPct": 0
    },
    "agents": [
      {
        "id": "claude-code",
        "label": "Claude Code",
        "vendor": "Anthropic",
        "commits": 53,
        "sharePct": 5.4,
        "samples": [
          {
            "hash": "0e91ffdf3f5d10577dd5a08a156f04cca1e8afbc",
            "subject": "[rollout] feat: continuous_token support Assistant Role in Merge and Encode Context (#7643)",
            "date": "2026-09-07T13:18:10+08:00"
          },
          {
            "hash": "5b79827b04cee6e4b7b5ff737e047f1d72d50433",
            "subject": "[distillation] fix: Disable detokenization for teacher prompt_logprobs (#7648)",
            "date": "2026-09-02T10:15:25+08:00"
          },
          {
            "hash": "fcb4f7f7de5491973ad498e51534529589542cf2",
            "subject": "[sglang] fix: make DeepSeek-V4 full weight sync work with SGLang + Megatron (#7369)",
            "date": "2026-09-01T21:03:21+08:00"
          },
          {
            "hash": "254a23edc62f25ebfae626e3932ae285d6f86009",
            "subject": "[rollout] fix: surface vLLM prefix-cache hit counts in TokenOutput (#7565)",
            "date": "2026-08-28T10:08:17+08:00"
          },
          {
            "hash": "03923ac1298551218a08b87d0a0873541cedec64",
            "subject": "[hardware] fix: respect externally set NCCL_CUMEM_ENABLE for rollout workers (#7564)",
            "date": "2026-08-27T14:04:13+08:00"
          }
        ]
      },
      {
        "id": "gemini-cli",
        "label": "Gemini CLI",
        "vendor": "Google",
        "commits": 47,
        "sharePct": 4.8,
        "samples": [
          {
            "hash": "0e91ffdf3f5d10577dd5a08a156f04cca1e8afbc",
            "subject": "[rollout] feat: continuous_token support Assistant Role in Merge and Encode Context (#7643)",
            "date": "2026-09-07T13:18:10+08:00"
          },
          {
            "hash": "df9e224339f08da7c88e3676f3a8f876f93eb1e2",
            "subject": "[BREAKING][rollout] feat: Add Multimodal Continuous Token (#6804)",
            "date": "2026-08-14T12:42:45+08:00"
          },
          {
            "hash": "61f96993341bc0c873b00aa2938bdfc7fba1b750",
            "subject": "[ckpt] fix: added cuda stream synchronization in NCCL broadcast wait for complete (#7083)",
            "date": "2026-07-20T10:45:11+08:00"
          },
          {
            "hash": "04bac4ee35e155841b3586b66e91350cfdbe1c76",
            "subject": "[megatron] fix: return 3-tuple under calculate_per_token_loss to fix MoE aux/z-loss grad blowup at CP>1 (#6836)",
            "date": "2026-07-13T10:57:18+08:00"
          },
          {
            "hash": "e48725a95ea01559b3d990087180c434154cc33a",
            "subject": "[fsdp] fix: fused-kernel gradient tracking bug. (#6913)",
            "date": "2026-07-07T10:56:04+08:00"
          }
        ]
      },
      {
        "id": "cursor",
        "label": "Cursor Agent",
        "vendor": "Anysphere",
        "commits": 15,
        "sharePct": 1.5,
        "samples": [
          {
            "hash": "cf1649b2244a96c0ec7abea50cda9df291ee411b",
            "subject": "[hardware] test: include AMD in platform auto-detection expectations (#7797)",
            "date": "2026-09-09T08:55:49+08:00"
          },
          {
            "hash": "0e91ffdf3f5d10577dd5a08a156f04cca1e8afbc",
            "subject": "[rollout] feat: continuous_token support Assistant Role in Merge and Encode Context (#7643)",
            "date": "2026-09-07T13:18:10+08:00"
          },
          {
            "hash": "b356f4301e67c9896c9f1690785e096242c08705",
            "subject": "[vllm] fix: raise max_num_batched_tokens to max_model_len when chunked prefill is disabled (#7632)",
            "date": "2026-08-31T18:43:25+08:00"
          },
          {
            "hash": "50648e52c828caba56ebf0b5cf40edee3a40700d",
            "subject": "[ci] fix: pin ROCm e2e CI containers to a single NUMA node (#7609)",
            "date": "2026-08-31T10:01:10+08:00"
          },
          {
            "hash": "9097cc4d4c9cf77e3fe88c34badd7d7549534e4a",
            "subject": "[perf] feat: add profiler post hook, fix behaviors and allow comprehensive torch profiler (#7408)",
            "date": "2026-08-19T12:59:28+08:00"
          }
        ]
      },
      {
        "id": "codex",
        "label": "OpenAI Codex",
        "vendor": "OpenAI",
        "commits": 6,
        "sharePct": 0.6,
        "samples": [
          {
            "hash": "5cfb74fa04c7f6e5d98260b8f05157c6a9402695",
            "subject": "[megatron] feat: bucket packed sequence lengths (#7358)",
            "date": "2026-08-11T23:10:19+08:00"
          },
          {
            "hash": "7898ab499ca819951e3fbcaba7100aab71a65980",
            "subject": "[tool, megatron] fix: resolve PrecisionDebugger model chunks (#7104)",
            "date": "2026-07-27T16:12:33+08:00"
          },
          {
            "hash": "e003163181731412595257a72ec173071efb125f",
            "subject": "[rollout] fix: handle malformed Qwen3 XML tool calls (#7044)",
            "date": "2026-07-17T17:00:27+08:00"
          },
          {
            "hash": "e5ca4acb15342193c6732c763cb9c6681fe96b33",
            "subject": "[fully_async] fix: check audio forwarding contract in agent loop (#6718)",
            "date": "2026-06-13T09:18:42+08:00"
          },
          {
            "hash": "cb8211095e7911b07c3fa5bd4e84c1cff4211d43",
            "subject": "[docker] fix: align stable sglang image for GB200 (#6581)",
            "date": "2026-06-03T11:06:58+08:00"
          }
        ]
      },
      {
        "id": "copilot",
        "label": "GitHub Copilot",
        "vendor": "GitHub",
        "commits": 4,
        "sharePct": 0.4,
        "samples": [
          {
            "hash": "4493b8683e3cabd7bc3dec8fca928e8fe68b3b19",
            "subject": "[training_utils, env, doc] feat: use Liger fused linear PPO kernel (#7461)",
            "date": "2026-08-25T11:34:25+08:00"
          },
          {
            "hash": "feff37ae03db70c2402f888fb41375677779324c",
            "subject": "[2/n][rollout] feat: flowgrpo - add diffusion agent loop support (#5716)",
            "date": "2026-03-30T14:23:44+08:00"
          },
          {
            "hash": "f245e2ddb7e1481356c81432adfd9b2eb8f6995a",
            "subject": "[fsdp] fix: Support trust_remote_code during FSDP HugginFace checkpoint save (#5200)",
            "date": "2026-02-07T07:20:20+08:00"
          },
          {
            "hash": "d6ced806526a64d91bb098851e313edd6c35350b",
            "subject": "[fsdp] feat: Merge lora in fsdp training to speed up rollout (#5115)",
            "date": "2026-02-04T18:51:13+08:00"
          }
        ]
      }
    ],
    "timeline": [
      {
        "month": "2026-02",
        "total": 125,
        "agent": 14,
        "agentPct": 11.2
      },
      {
        "month": "2026-03",
        "total": 142,
        "agent": 17,
        "agentPct": 12
      },
      {
        "month": "2026-04",
        "total": 140,
        "agent": 20,
        "agentPct": 14.3
      },
      {
        "month": "2026-05",
        "total": 145,
        "agent": 13,
        "agentPct": 9
      },
      {
        "month": "2026-06",
        "total": 125,
        "agent": 23,
        "agentPct": 18.4
      },
      {
        "month": "2026-07",
        "total": 127,
        "agent": 14,
        "agentPct": 11
      },
      {
        "month": "2026-08",
        "total": 131,
        "agent": 13,
        "agentPct": 9.9
      },
      {
        "month": "2026-09",
        "total": 47,
        "agent": 4,
        "agentPct": 8.5
      }
    ],
    "lowActivity": false
  }
}