🔥 The only community for people building AI products 🔥
WHY THIS IS DIFFERENT
We focus on how to build great AI products, NOT how to start an AI agency.
We assume you are already familiar with Claude, Codex, prompting etc.
WHO THIS IS FOR
Founders, engineers, or product managers building AI products for real users.
You want to make the AI in your product work better by optimizing retrieval, evals, memory, and tools.
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. Â 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).