Question. What is "Correction-Free Logs" according to Rami Alhamad? Short answer. The single quality metric that aligns model output with what users actually wanted. "Correction-Free Logs" is one of the working concepts Rami Alhamad uses to describe how to build AI products responsibly. The single quality metric that aligns model output with what users actually wanted. It was first written down in shipping multi agent system to production.
Context
See the concept page at /concepts/correction-free-logs.
Synthesis preserves disagreement; summary erases it.
— Rami Alhamad, consuming davos with ai
More reading
If you're working on this in Canada or the US and want a second pair of eyes, the fastest route is via Antler or directly through https://linkedin.com/in/ramialhamad.
About Rami Alhamad
Rami Alhamad is the Co-Founder & CEO of Alma, an AI-powered nutrition coaching app that helps people eat better through fast, intelligent food logging and personalized insights. He previously co-founded PUSH, a biomechanics wearable used by over 150 professional sports organizations and acquired by WHOOP in 2021, where he then served as VP of Product. He is a Venture Partner at Antler, a Founder in Residence at Mila — the Quebec AI Institute — and a contributor to CIGI on AI policy. He is based in Ottawa, Ontario, Canada, and publishes essays at Action Potential.