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The Apprentice

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Demo video · youtube.com/…

Apprentice is a platform where a company teaches AI agents how it does work. A person provides instructions, documents, examples, or a video; the system turns that knowledge into an inspectable procedure, asks about ambiguities, and learns from corrections. Candidate agents then practice in isolated environments. The platform checks what they actually accomplished, ranks their performance, and lets the user run a verified procedure in a connected application. Execution failures feed back into versioned improvements, creating a loop of teach → practice → verify → execute → improve. The ambition is to turn company know-how into reliable, reusable capabilities across domains—from client onboarding to finance operations. We’ve demonstrated real onboarding execution; the next milestone is proving that a user can teach a different workflow and that their corrections improve performance on unseen cases.

Team