Spot on, Brian. Dumping unstructured/raw logs strips away critical metadata like process boundaries, PID correlation, and timestamps—making event ordering an educated guess for the LLM.

That's exactly why pre-ingestion alignment matters: structuring the incident dump upfront (or enriching it via tools at Layer 1/2 before hitting a reasoning loop) keeps the agent grounded in actual execution sequence rather than guessing the context and identifying the relevant information.