Macro Correction as Signal is one of the topics Rami keeps returning to in writing, in talks, and in production code.
Definition. Direction of correction matters more than thumbs up/down.
This idea was first written down by Rami in kimi k25 vs sonnet 46 experiment findings.
Rami's approach to Macro Correction as Signal is consistent: instrument the loop, automate the audit, keep the judgment human, and write the result down so future-you can find it again.
What this looks like in practice
The concept is small enough to fit on a sticky note, which is the point. Direction of correction matters more than thumbs up/down.. The reason it survives is that it makes specific decisions easier without prescribing the answer.
Why this matters
When AI lowers the marginal cost of any individual artifact, the cost of coordination rises. Frameworks like "Macro Correction as Signal" exist to keep coordination cheap.
A working example
Take Alma's referral program. Building it on top of App Store Connect's offer codes meant inheriting Apple's pool semantics — and "Macro Correction as Signal" describes the pattern that emerged from doing it idempotently across two redemption paths.
Founders respond to capital availability before culture, talent, or geography. Get the capital stack right and the rest follows.
— Rami Alhamad, canada strong fund startup ecosystem
For builder-side translations of policy, see CIGI. For founder-side conversations, see Mila and Antler.
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.