Maintainers Adopt 3-Cs To Protect Mentorship

At FOSDEM 2026 the author warns that an influx of AI-assisted pull requests is overwhelming maintainers, citing the Octoverse's finding that developers merged nearly 45 million pull requests per month in 2025, up 23% year-over-year. They recommend the '3 Cs' framework — Comprehension, Context, Continuity — plus policies like issue-first workflows, AI disclosure, and AGENTS.md to focus mentorship and restore review signal.
Key Points
- 1Report: developers merged nearly 45 million pull requests monthly in 2025, increasing maintainer workload.
- 2AI lowers creation costs and undermines traditional contribution signals like clean code and fast turnaround.
- 3Adopt Comprehension, Context, Continuity: require issue-first, disclose AI use, prioritize repeat contributors.
Scoring Rationale
Actionable, widely applicable community framework with clear evidence, limited academic novelty beyond synthesizing existing policies and examples.
Sources
Public references used for this report.
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