OSS Maintainers Need a Verification Budget for AI-Era Contributions
As AI-generated pull requests increase, open-source projects must formalize triage, validation, and contributor expectations to avoid burnout and quality decay.
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Synthetic Data Is Growing, but Evaluation Rigor Matters More
Teams use synthetic datasets to scale quickly, but reliability depends on stronger evaluation loops.