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Research2026-06-14 · source-backed
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 approach and self-validation before submitting. This is the empirical floor under all the "agents replace review" hype. Half of what they produce doesn't land.
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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...
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 con...
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...
Prelint checks every PR against structured product specs compiled into a product knowledge graph, rather than against lint rules. Its AI Code Pulse research, graded across 56,706 PRs from 331 open-source repos, found Claude tooling in 81% of repos, Cursor in 40%, Copilot in 22...
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...
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...
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