How do I run post-incident reviews for probabilistic agent workflow failures?

Effective post-incident reviews for probabilistic agent workflow failures start with targeted root cause separation and clear categorization. First, separate deterministic root causes from probabilistic ones, document variability in key probabilistic steps such as model outputs, track consistent repeat failure patterns, and refine guardrails or retry logic to reduce future recurrence. Do not assign blame solely to probabilistic model behavior without first validating underlying workflow configuration gaps.