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Research2026-04-21 · source-backed
Researchers analyzed 61,837 GitHub Actions runs from 2,355 repos triggered by PRs from Claude, Devin, Cursor, Copilot, and Codex. Substantial differences in pass rates across bots. This is the first empirical data on how AI-generated code actually performs under real CI/CD constraints.
Each link below shares sources, entities, or timing with this story.
Across the AIDev dataset, nearly half of fixes from Copilot, Devin, Cursor, and Claude are rejected, sorted into incorrect implementation, CI failures, inability to execute the fix, and low priority (arXiv). The fix the authors push: better model guidance on implementation app...
We've been operating on faith here. Everyone tells you to write an AGENTS.md or CLAUDE.md, you write one, and you assume it helps because it feels like it should. Now there's data, and it's more interesting than "yes, write the file." A study of 15,549 agentic pull requests ac...
wanshuiyin/HERO-Anti-OverDefense went from creation to 68 stars in a single day. HERO is Hashing, Edge cases, Rubrics, Overbuild, and the claim is that agent over-engineering isn't diffuse but falls into four recognizable shapes suppressible with a portable prompt contract acr...
Stewardship moved to the Agentic AI Foundation under the Linux Foundation, with 30+ tools reading it natively: Claude Code, Copilot, Cursor, Codex, Gemini CLI, Windsurf, Devin, Aider, Amazon Q (BuildBetter). Claude Code reads AGENTS.md in addition to CLAUDE.md, which stays its...
diegosouzapw/OmniRoute added 1,343 stars on July 20, a single MIT-licensed gateway across 268+ providers (50+ free) and 500+ models including Claude, GPT, Gemini, Kimi K3, GLM and DeepSeek, wired for Claude Code, Codex, Cursor, Cline and Copilot. Quota-aware automatic fallback...
bradautomates/claude-video (v0.2.0, July 1) lets agents download, frame-extract, and transcribe any video via yt-dlp, ffmpeg, and Whisper, then hand it to Claude's multimodal Read (GitHub). It ships as an Agent Skill usable across 50+ agents: Claude Code, Codex, Cursor, Gemini...
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