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Open-source project

agent-apprenticeship

by ray-r-ren

The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents.

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1,603 starsSelf-host

From the README

Agent Apprenticeship Real-world agent work experience, looped into collective learning. The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents. As agents move into long-horizon, economically valuable work, Agent Apprenticeship creates the open infrastructure where real-world tasks generate reusable learning signals and complex workflows advance through agent loops that turn execution into shared…

Excerpt from the project's README on GitHub.

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An open-source project — explore the code and self-host it from GitHub.