• eval — A repeatable test for AI quality — a set of tasks plus scoring — used the way software teams use test suites, because model output is too variable to judge by eyeballing.
• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

Most eval writing assumes you can ship to 5% and watch a dashboard. This shows what the loop looks like when the first failure is already harm.

• videoGuardrails First: Engineering Member-Facing Health AI — Rashi Agrawal, Hinge Health
• videoAI is the World’s largest Relationship Therapist — Clay Cockrell & Tony Fabrikant, CoupleWork AI
• videoFrom Ambient Documentation to Clinical Intelligence — Chaitanya Asawa, Abridge
• video200 Million Patient Interactions Later — Vivek Muppalla, Hippocratic AI

• video200 Million Patient Interactions Later — Vivek Muppalla, Hippocratic AIAI Engineer
• videoGuardrails First: Engineering Member-Facing Health AI — Rashi Agrawal, Hinge HealthAI Engineer
• videoFrom Ambient Documentation to Clinical Intelligence — Chaitanya Asawa, AbridgeAI Engineer

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