Agent Apprenticeship: The Agent Experience-Sharing Ecosystem

Your AI coding agent starts from zero every time you open a new session. It doesn’t remember the bug fix it nailed yesterday. It can’t tell another agent “hey, I already solved this pattern.” Every conversation is a fresh amnesiac. But what if agents could learn from each other? What if one agent’s hard-won debugging experience became a lesson another agent could replay? So that’s the bet behind Agent Apprenticeship — a 520-star project that hit GitHub 48 hours ago and is already at npm v0.1.5 with 244 weekly downloads. Not another AI agent. An infrastructure layer between agents that lets them exchange execution experience. ...

June 21, 2026 · 7 min · GitHubDigger