SkillOpt & Agent Harnesses

Train reusable skills for your frozen coding agent — pi, Claude Code, Codex, or Kiro — on real software development tasks, without touching model weights.

Foundations

01 The SkillOpt Mental Model The skill document as trainable state, the training loop, and where the harness sits. ~10 min

Hands-On: SkillOpt-Sleep

02 Install & the Deterministic Sleep Experiment pip install skillopt; prove the loop improves a skill — no API key required. ~15 min
03 Sleep Cycle on Your Real Sessions skillopt-sleep dry-run against your Claude Code / Codex transcripts; review a staged proposal. ~20 min

Hands-On: The Full Training Loop

Capstone

06 Wire In Your Own Harness (pi or Kiro) Implement the backend contract using codex_exec as a template; or a Kiro MCP shell for Sleep. ~40 min

Advanced: Tuning & Long-Term Strategy

Reference

Course: SkillOpt & Agent Harnesses — 10 lessons on training reusable skills for frozen coding agents.

Total course time: ~220 minutes · 10 lessons · Interactive quizzes in each

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