Synthetic Clinical Data Builder

Use this skill when

• creating or revising a trap patient
• writing note/document evidence for hidden-risk detection
• aligning structured and narrative evidence across both MCPs

First read

1. AGENTS.md
2. docs/evals.md
3. docs/phase0-hidden-risk-prompt-contract.md
4. docs/phase0-failure-mode-plan.md
5. docs/demo-script.md

Goal

Build a patient scenario where:

• the deterministic discharge spine has enough structure to produce a baseline verdict
• the hidden-risk layer has something real to find
• the result is still easy to explain in a judge demo

Design rules

• at least one important risk must be note-only or contradiction-based