How Multi-Agent Observability Guarantees Enterprise Reliability

As enterprise architectures transition from monolithic systems to decentralised multi agent swarms in 2026, traditional Application Performance Monitoring (APM) and legacy AI Ops platforms have become structurally obsolete. AI agents introduce non-deterministic failure modes: an agentic pipeline can return an HTTP 200 OK while hallucinating SQL mutations, exhausting API rate limits in recursive reasoning loops, or violating security boundaries.