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.

PTQ-Level Efficiency, QAT-Level Accuracy | 训练后量化的效率，量化感知训练的精度

01Result

intel/auto-round ↗

intel/auto-round AI coding statistics: 15.5%

of 490 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
15.5% agent · top contributor 28.9%14 contributors
org-wide

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

76
agent commits
414
other considered commits
14
agent contributors
28.9%
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

76assisted
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
2026-0218.3%60
2026-0318.6%86
2026-0426.4%53
2026-0516.9%65
2026-0613.3%45
2026-078.6%58
2026-089.7%72
2026-0911.8%51

Peak month: 26.4%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub7515.3%
Claude CodeAnthropic10.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • 79516ff3 on GitHubXPU oneDNN: bind matmul execution to live SYCL queue (graph-capture safe) GitHub Copilot
  • c18bf770 on GitHubrefactor: reorganize tensor utility functions and enhance split_fused_expeGitHub Copilot
  • 678f8f5f on GitHub[high risk]Speedup 2.5-6X moe tuning and pin ngram to cpu (#2303)GitHub Copilot
  • 803912aa on GitHubUse AR_WORK_SPACE/offload/ as base dir for offload temp files (#1552)Claude Code

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 window492
Merge commits removed−0
CI / dependency bots removed−2
Considered490

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 →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 intel/auto-round

Scan another repository

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