Pulse
2026-09-18-v3.0
Dataset
2026-10-27-catalog-ai-v2
Ruleset
b2e8889c66f7
Scanned
2026-10-27
Window
February–September 15, 2026
Catalog tracking observation. This repository is measured with the same fixed window and ruleset, but it is not part of the published benchmark or its aggregate claims.

VeOmni: Scaling Any Modality Model Training with Model-Centric Distributed Recipe Zoo

01Result

ByteDance-Seed/VeOmni ↗

ByteDance-Seed/VeOmni AI coding statistics: 9.3%

of 419 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
9.3% agent · top contributor 38.5%10 contributors
org-wide

Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.

39
agent commits
380
other considered commits
10
agent contributors
38.5%
largest contributor

02Drivers

What shapes this result

Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.

Assisted or autonomous

39assisted
0autonomous

Assisted — a developer’s identity authored the commit and the agent added itself as co-author. Autonomous — a bot identity authored the commit without a human identity attached.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-020%48
2026-035.6%71
2026-043.7%54
2026-053.1%65
2026-065.9%34
2026-078.5%59
2026-0832.1%53
2026-0920%35

Peak month: 32.1%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Cursor AgentAnysphere307.2%
Claude CodeAnthropic71.7%
Gemini CLIGoogle20.5%

03Evidence

Inspect the matches

Public commit samples let you inspect the signatures behind the aggregate result.

Matched commit samples

  • d20513fb on GitHub[BREAKING][ckpt, lora, docs] feat: split the checkpoint step directory by Cursor Agent
  • 787be788 on GitHub[BREAKING][ckpt, trainer] refactor: extract ModelCheckpointManager and sliCursor Agent
  • e6c46a9a on GitHub[BREAKING][dist, trainer] refactor: build ParallelState from AcceleratorCoCursor Agent
  • 1f91f806 on GitHubReplace deprecated v2.ToTensor() with v2.ToImage() + v2.ToDtype(scale=TrueClaude Code
  • 7c38f425 on GitHub[data] feat: add data-pipeline dry-run script (tasks/data_sim.py) (#865)Claude Code
  • 8fb56e49 on GitHub[data] feat: align StatefulDataLoader snapshot frequency to save_steps (#8Claude Code
  • 77d8287d on GitHub[model] feat: support dit trainer & wan e2e training (#570)Gemini CLI
  • 153c8ec0 on GitHub[data, model] fix: Fix Qwen3OmniMoE audio dummy input shape (#550)Gemini CLI

04Method

What entered the denominator

The result begins with commit history, removes merges and routine automation, and reports literal agent signatures as a lower bound.

Exclusion ledger

Commits in window419
Merge commits removed−0
CI / dependency bots removed−0
Considered419

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →Cursor Agent commitsBrowse repositories with detected Cursor Agent signatures →Gemini CLI commitsBrowse repositories with detected Gemini CLI signatures →Python AI coding statisticsCompare evidence across Python repositories →GitHub AI commit analyzerInspect another repository with the same evidence model →
Reproduce this observation

Run the same detector locally.

Deterministic signature matching; no code-style inference. Squash merges can remove trailers, so this result remains a measured floor.

npx qmmit-cli ByteDance-Seed/VeOmni

Scan another repository

Try