If you want to understand Examples of Probability Buckets in Practice, the most useful entry point is the work — what's shipping, what's breaking, and what's worth the next month of attention. Where the concept "Probability Buckets" shows up in Alma's operating stack and Rami Alhamad's writing.
The list
1. Probability Buckets (ramihmd.com)
High > 75%, Medium 40-75%, Low < 40%, Very Low < 15%. A simple scaffold for AI-assisted prediction.
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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.