Observability and influence tracing infrastructure for multi-agent AI systems.

ChainWatch is a flight data recorder for multi-step AI systems. It's a CLI-based tool that records every step in an AI decision chain, links them together in order, prevents tampering, and allows you to verify the chain's integrity and replay the full decision flow.

Practical considerations for "embedded" AI traceability in the Atlassian eco-system of products.