Anonymous Author

WhyLab: A Causal Safety Monitoring Framework for Stable Self-Improving Agents

2026 · Zenodo (CERN European Organization for Nuclear Research)

Status: NeurIPS 2026 submission under double-blind review. Author identity anonymized. Self-improving AI agents lack runtime safeguards that prevent evaluation drift, fragile outcome acceptance, and unbounded parameter updates from compounding into catastrophic policy degradation. We study …