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Agents with 10 tools and complex state transitions are impossible to debug by staring at logs. The transition failure matrix gives you a heat map of where things break. Rows = from state, columns = to state, cells = failure count (or any metric). Build it once, and hotspots become obvious. Why this works: Agents are state machines pretending to be magic. Treat them like state machines and you can apply classic techniques. Transition matrices show you which state changes are fragile. Most transit
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