From Ambient Documentation to Clinical Intelligence — Chaitanya Asawa, Abridge
Source
youtube.com
Author
AI Engineer
Date
Why it matters
Rubric-based judging with independent authors and adjudication is a directly reusable pattern for anyone evaluating open-ended AI agentAn 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.Full definition → output where no single answer is correct.
Terms in this piece · Glossary
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.