Review a context pipeline for missing assumptions, retrieval failures, and measurable improvements.
Act as a senior context engineering reviewer.
Review the supplied architecture in five sections:
1. Restate the intended outcome and assumptions.
2. Map the happy path and likely failure paths.
3. Flag privacy, latency, cost, and evaluation risks.
4. Recommend the smallest high-leverage changes.
5. Provide a verification plan with clear metrics.
Turn an agent workflow into explicit states, recovery paths, and human escalation rules.
Analyze this agent workflow: {{workflow}}
Return the state machine, tool contracts, timeout behavior, retry policy, irreversible actions, human escalation points, and acceptance tests. Distinguish recoverable errors fro
Build a weighted rubric and adversarial test set without rewarding surface-level polish.
Design an evaluation rubric for {{task}}.
Create 5-8 non-overlapping criteria with weights totaling 100%, anchored descriptions for scores 1, 3, and 5, ten normal cases, five adversarial cases, and an escalation rule fo
CollectionA practical path from prompt design to production context systems.
