thaki-AI/daily-paper-2026-07-20-canary-gated-skill-rollout

Canary-Gated Autonomous Skill Rollout: Trace-Triggered Regression Detection and Automatic Rollback in Self-Evolving Agent Harnesses TL;DR — Canary-gated rollout with a binomial-calibrated rolling-window trace gate reduces self-evolving skill artifact blast radius by 82.5-89.5% at a severity-dependent MTTR cost (74.5% slower for subtle, under 9% for severe regressions). ThakiCloud AI Research · 2026-07-20 · 📝 Tech blog (KO) Problem Self-evolving agent harnesses… See the full description on the dataset page: https://huggingface.co/datasets/thaki-AI/daily-paper-2026-07-20-canary-gated-skill-rollout.