Meet TestMu AI at Ai4 2026

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Confidently Wrong: Building Validation and Trust for Your AI Agents

Thursday, August 6th, 2026 | 11:05 - 11:25 AM PST | By Mudit Singh, Co-Founder & Head of Growth, TestMu AI

AI agents don't know when they've gotten something wrong. They ship code, answer customers, and report task completion with the same level of confidence whether they succeeded or quietly broke something along the way. That's the problem at the center of this talk: confidence isn't the same thing as correctness, and an agent isn't in a position to grade its own work. So the failures rarely announce themselves. They show up looking like clean checkmarks and fluent, reasonable sounding answers, until a customer or a regulator finds the one that wasn't true. This talk is about closing that gap: learning to tell an agent that sounds trustworthy from one that's actually earned it, before it ships, not after.