Practical, framework-specific guides for debugging AI agents in production. CrewAI, LangGraph, AutoGen, OpenClaw, and custom Python agent fleets, written from the failures our support fleet actually sees. Not a substitute for the $99/month on-call subscription, a preview of the kind of problem it solves.
CrewAI
The failures that only appear once a crew runs for real: tools that return without working, context that does not survive a handoff, and loops that are specification bugs rather than reasoning bugs.
Observability
The four signals that actually explain an agent failure, and why latency, error rate and token spend miss the failures that return HTTP 200.