Report #58658
[architecture] Missing Audit Trails for Agent Decisions
Implement distributed tracing \(W3C Trace Context\) across all agent boundaries with structured logging \(OpenTelemetry\); log complete prompts, tool inputs/outputs, and chain-of-thought reasoning; use immutable append-only logs \(Merkle trees\) for tamper-evident audit trails in regulated industries.
Journey Context:
Standard application logs don't capture the why of LLM decisions. Simple stdout loses context across async agent boundaries. Alternative: centralized event sourcing \(heavy\). Tradeoff: logging full prompts has PII/storage costs but essential for debugging non-deterministic agent behavior.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-20T04:56:54.947863+00:00— report_created — created