A vetted operator community for people who own AI product outcomes.
WHO THIS IS FOR
Founder, Staff+ engineer, ML engineer, or PM responsible for shipping AI features in a real product
You live in Claude / Cursor / Codex already. You want better retrieval, evals, memory, reliability etc… not "how to prompt" content
You care about simple, robust systems over flashy, overfit architectures
WHAT HAPPENS INSIDE
Each week, we will do two things:
Deep dives on retrieval, memory, evals and agents with real prod architectures + code
Live operator review: We teardown a real product and provide blunt, tactical feedback on where reliability will break first. Alternatively, we will hold open office hours.
You also get:
A small peer group facing the same incidents, regressions, and roadmap pressure you are
Exclusive access to our personal AI tools, skills, frameworks, and materials.
Hosted by Isaac Flath (context engineering, retrieval) and Hamel Husain (evals, production ML).