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…havioral drift detection F035 (umbrella) — Three-layer observability architecture for autonomous systems F035.1 — Event Bus Observability: in-memory stats, handler health, REST endpoints, Telegram integration. Supersedes planned 006.1. F035.2 — Causal Chain Tracing: trace_id/caused_by on events, modification tagging, trace query API, autonomous activity dashboard panel. F035.3 — Behavioral Drift Detection: periodic metric snapshots, z-score anomaly detection, heartbeat integration, trend API. Addresses the core problem: 4+ autonomous subsystems now modify agent state, but there's no way to trace causality or detect compounding drift.
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F035: Observability
Problem
Nous has 4+ autonomous subsystems that modify state. No way to trace causality or detect drift.
Specs
Sequencing: F035.1 → F035.2 → F035.3