Audit Your AI Health Assistant’s E. Coli Answer: No Diagnosis, Clear Uncertainty, Citations, and Escalation
A consumer health chatbot should treat an acute-infection question as a safety event, not a symptom checker.
Evals
Ship Small Models Only After Trust Evals
A fast training claim is not a product; it is a hypothesis. Run workflow-level evals before users meet the model.
Ship agent evals that catch task failures, safety slips, cost spikes, and latency regressions before users do
Treat agent evals as a design system: instrument sessions, score task success, safety, cost, latency, and feedback, then gate releases before users meet regressions.
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