How a Mid-Stage AI Company Learned Not to Trust Confident Model Answers

https://spiral-yamamomo-ae7.notion.site/Debate-Mode-Oxford-Style-for-Strategy-Validation-Using-Structured-Argument-AI-3b3825cb4779804db9eced87f73db21c

How a Product Team’s Red Team Drill Exposed Overconfidence in Production In year three a mid-stage AI company—call them NovaML—was running a commercial question-answering feature used by financial advisors