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  1. Removed

    2024 · Zenodo (CERN European Organization for Nuclear Research)

    Removed

  2. WhyLab: A Causal Audit Framework for Stable Agent Self-Improvement

    2026 · Zenodo (CERN European Organization for Nuclear Research)

    Self-improving AI agents lack runtime safeguards that prevent evaluation drift, fragile outcome acceptance, and unbounded parameter updates from compounding into catastrophic policy degradation. WhyLab introduces a causal audit framework comprising three complementary defenses: C1: Information-theoretic …