ray-r-ren/agent-apprenticeship

Health v2 · maintenance only

Flags: young

Adoption not part of the score

1335 stars · 59 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Agent Apprenticeship is an open ecosystem and CLI tool where AI agents complete real-world tasks through iterative workflow loops, are evaluated by mentor agents or humans, and convert completed work into reusable experience data and training signals. It ships with a seed dataset of curated tasks, agent execution traces, lessons, and experience compilations to improve future agents.

Use cases

• generate training data from real agent task executions
• run automated agent workflow loops locally with claude code or codex
• collect agent traces and lessons for post-training
• evaluate agent work with mentor agents or human review
• improve my agent's performance using shared ecosystem learning signals
• estimate economic value of agent tasks
• bootstrap agent fine-tuning datasets from real-world tasks

When to choose

• you want to turn agent task executions into reusable training data
• you run coding agents like Claude Code, Codex, or Cursor and want iterative improvement loops
• you need a seed dataset of real-world agent tasks, traces, and lessons
• you want human- or mentor-in-the-loop evaluation of agent work

When to avoid

• you need a simple single-shot agent framework without learning loops
• you require a hosted managed service rather than local CLI-driven workflows
• your use case is unrelated to agent training or experience accumulation

Facets

framework · maturity active

agent-framework machine-learning workflow-automation data-generation rag machine-learning artificial-intelligence developer-tools python cross-platform cli agent-learning agent-traces post-training loop-engineering training-signals mentor-agents human-in-the-loop agent-economy seed-dataset claude-code codex cursor ai-agents automation nodejs

Member repositories

For agents

markdown · JSON · MCP: product_card(name="ray-r-ren/agent-apprenticeship")