Output Verification Pipeline

Design output verification pipeline for {{model}} in {{critical_application}}.

Step 1: Identify high-risk output categories
Step 2: Define verification criteria for each category
Step 3: Design automated checks (format, bounds, consistency)
Step 4: Add human review triggers for edge cases
Step 5: Estimate false positive and negative rates
Step 6: Optimize pipeline for {{latency_budget}}

Explain design tradeoffs at each step.