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agent-apprenticeship

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.

AgentPick Score 49/100#603 in Coding agents & IDE assistants★ 1.6k GitHub starsMITUpdated 10 Oct 2026Python

Ranked by AgentPick Score, our data score from public GitHub activity. Description is the project's own.

Topics: agent-apprenticeship, agent-economy, agent-experience, agent-learning, agent-traces, agentic-ai, ai-agents, autonomous-agents, claude-code, codex, cursor, ecosystem-learning

Starter prompt

Using agent-apprenticeship, in a throwaway branch: add a unit test for [function] covering [edge case]. Don't change production code. Show me the diff and the test output.
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