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.

Open-source deep-learning framework for building, training, and fine-tuning deep learning models using state-of-the-art Physics-ML methods

01Result

NVIDIA/physicsnemo ↗

NVIDIA/physicsnemo AI coding statistics: 2.9%

of 407 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
2.9% agent · top contributor 33.3%8 contributors
team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

12
agent commits
395
other considered commits
8
agent contributors
33.3%
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

12assisted
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%69
2026-031.9%52
2026-044.8%42
2026-051.5%68
2026-060%48
2026-072.8%72
2026-080%34
2026-0927.3%22

Peak month: 27.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic112.7%
Cursor AgentAnysphere10.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • e4163505 on GitHubAdd FP-DDM thermal example and numerical elasticity baseline (#1788)Claude Code
  • addb2715 on GitHubStop testmon from displacing coverage in the PR Coverage job (#1988)Claude Code
  • 26eaf48a on GitHubReplace deprecated torch.cuda.amp.GradScaler with torch.amp in capture.py Claude Code
  • 751d9848 on GitHubAdd xDeepONet family to experimental models (#1576)Cursor Agent

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 window408
Merge commits removed−0
CI / dependency bots removed−1
Considered407

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 →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 NVIDIA/physicsnemo

Scan another repository

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