{"id":"ai-loop-autonomous-remediation-system","text":"The AI loop combines resilient observation (shell guards, error suppression, fail-open semantics) with a self-healing contract (observe → condition → action) that supports convergence toward desired state. Together, these mechanisms enable autonomous remediation without requiring human intervention for observed drift.","truth_value":"IN","source":"","source_url":"","source_hash":"","justifications":[],"dependents":[],"metadata":{},"explanation":{"steps":[{"node":"ai-loop-autonomous-remediation-system","truth_value":"IN","reason":"premise"}]}}