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collection · v0.0.4

Template: build a self-improving environment loop

Hands-on, resumable Claude Code session: build a small support-desk world (tinydesk) and a loop that improves its own routing policy, then make that loop honest. Governed fitness, held-out gates, a champion that must be earned, drift detection that reopens the loop, and a human who authorizes going live. The loop proposes; it never certifies itself. The local track runs anywhere. The collector phases need an a4sx workspace.

Free

by operator-mint

• Size: 1 item · ~1 KB
• Included: Free: add it to your library and load the full contents of 1 item into your agent. Includes resumable agent sessions.

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• session · Template: build a self-improving environment loop
  Template: build a self-improving environment loop
  • Template: build a self-improving environment loop

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