Building an LLM-Assisted Incident Investigation Tool

When you are debugging a production incident, you are forming hypotheses, testing them against evidence, ruling things out, trying not to confuse correlation with causation, and making triage calls under time pressure. The hard part is the reasoning – figuring out why the system is misbehaving, deciding what to stabilize first, knowing when to stop chasing a red herring. But a surprising amount of…