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.

:metal: TT-NN operator library, and TT-Metalium low level kernel programming model.

01Result

tenstorrent/tt-metal ↗

tenstorrent/tt-metal AI coding statistics: 30.4%

of 7,875 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
30.4% agent · top contributor 5.2%240 contributors
org-wide

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

2,391
agent commits
5,484
other considered commits
240
agent contributors
5.2%
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

2361assisted
30autonomous

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
2026-0214.5%884
2026-0319.4%1100
2026-0425.4%989
2026-0527.2%872
2026-0635.1%1183
2026-0740.5%1132
2026-0838.7%1107
2026-0942.8%608

Peak month: 42.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic164020.8%
GitHub CopilotGitHub5727.3%
Cursor AgentAnysphere3594.6%
OpenAI CodexOpenAI40.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • b8ef12d0 on GitHub[skip ci] ci(blaze-gate): pass this commit's dev image to tt-blaze so kernClaude Code
  • 627f631e on GitHub[Feature] Align serialized tensor data to 64 bytes (#56434)Claude Code
  • ceaf66a1 on GitHub[LLK] [SAN] llk_pack_init num_tiles !== llk_matmul_pack ntiles :facepalm: Claude Code
  • 61e0a505 on GitHub[silencer] Silence unused dfb_x_id warning in RMSNORM layernorm kernel (#5GitHub Copilot
  • b580317d on GitHub[tt-train] [CI] Split tt-train merge_gate tests into 3 groups (#56530)GitHub Copilot
  • f27b04b8 on GitHub[silencer] Migrate deprecated pydantic `@validator` to `@field_validator` GitHub Copilot
  • 518c09ee on GitHubXTTS-v2 P150 Bringup (#52877)Cursor Agent
  • a473dd32 on GitHub[Performance] BEVFormer: Move SCA rebatch to device (#55494)Cursor Agent
  • 294bd9a0 on GitHub[repo-assist] fix(ttnn): clamp gather codegen readers to prevent L1 out-ofCursor Agent
  • f8c78f9b on GitHub[Bug fix] Gate the async-ahead token keep on `supports_async_decode` (#545OpenAI Codex
  • 521dee76 on GitHub[Feature] Add QB2 Llama 3.1-8B and weekly agentic research CI (#55922)OpenAI Codex
  • 5502be5f on GitHubAdd autonomous TTNN model bringup framework (#54570)OpenAI Codex

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 window7,886
Merge commits removed−4
CI / dependency bots removed−7
Considered7,875

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 →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot signatures →Cursor Agent commitsBrowse repositories with detected Cursor Agent signatures →OpenAI Codex commitsBrowse repositories with detected OpenAI Codex 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 tenstorrent/tt-metal

Scan another repository

Try