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Robustness and Generalization: ASRA Phase 7 — From Capability to Reliability

Phase 7 adds the Robustness & Generalization layer: failure analysis, Procgen/DMLab generalization benchmarks, memory mismatch and stuck detection, action waste reduction, and an evaluation dashboard—wrapping Phase 6 planning with self-monitoring. The article presents theory and architecture; a companion Kaggle notebook deploys RobustnessEngine guards for ARC Prize 2026.