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collection · v0.0.4

Template: improve an agent with a data flywheel

Hands-on, resumable Claude Code session: build a data flywheel that makes a small open student model better at a real extraction task. Freeze a held-out set before capture, tap and curate teacher traffic against ground truth, catch a feedback signal that punishes correct answers, fine-tune a LoRA adapter, and keep it only if a pre-registered bootstrap test says so, then gate promotion with escalation back to the teacher. Runs on CPU; bring your own teacher key (a shipped answer cache covers the demo).

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: improve an agent with a data flywheel
  Template: improve an agent with a data flywheel
  • Template: improve an agent with a data flywheel

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