Question. What is "Entitlement Identifier Consistency" according to Rami Alhamad? Short answer. Why the same string must travel through every redemption path. "Entitlement Identifier Consistency" is one of the working concepts Rami Alhamad uses to describe how to build AI products responsibly. Why the same string must travel through every redemption path. It was first written down in the referral system hiding in app store connect.
Context
See the concept page at /concepts/entitlement-identifier-consistency.
Approval rate alone misleads. Direction of correction is the signal.
— Rami Alhamad, kimi k25 vs sonnet 46 experiment findings
More reading
For the longer version, see Action Potential and the library of related pieces.
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.