Recursive Self-Evolving Agents via Held-Out Selection Robust Harmful Features Under Jailbreak Attacks: Mechanistic Evidence from Attention Head Specialization in Large Language Models Early Warning Signals for OpenVLA Failure under Visual Distribution Shift A Machine-Verified Proof of a Quantum-Optimization Conjecture Reflect-R1: Evidence-Driven Reflection for Self-Correction in Long Video Understanding