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Harness learning subsystem coordinator. Produces Tier 4 auto-update proposal payloads consumed by the orchestrator (which surfaces them via AskUserQuestion) and orchestrates Apply/Rollback flows.
Passed 16 of 18 test cases with the skill, and 5 of 18 without it.
and 11 more in the full report
13 fixed6 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
A proposal payload was created to change an existing skill's activation conditions. Which field key string should be set inside the payload metadata?
| Checked | Without skill | With skill |
|---|---|---|
| Sets field_key to triggers when modifying activation conditions | Missed | Passed |
The instructions your model reads when the skill loads.
Coordinator skill for the Harness Learning Subsystem. The harness foundation policy is the active contract; the 4-tier ladder from the earlier harness-learning policy is preserved unchanged.
Produces Tier 4 auto-update proposal payloads consumed by the MoAI orchestrator; the orchestrator surfaces them to the user via AskUserQuestion and orchestrates Apply/Rollback flows. Canonical contract: .claude/rules/moai/core/askuser-protocol.md § Orchestrator-Subagent Boundary.
Role: Orchestrator-side bridge between CLI (moai harness) and AskUserQuestion.
Key constraint [HARD]: moai harness apply returns a JSON payload representing a Tier 4 auto-update proposal. This skill produces the payload; the orchestrator surfaces it via AskUserQuestion. The CLI itself does NOT prompt the user. Canonical contract: .claude/rules/moai/core/askuser-protocol.md § Orchestrator-Subagent Boundary.
Common triggers:
moai harness status — check tier distribution and pending proposalsmoai harness apply — load next pending proposal (returns JSON payload)moai harness rollback <date> — restore snapshotmoai harness disable — set learning.enabled: falseWorkflow:
moai harness status to inspect state.moai harness apply to get the proposal payload.AskUserQuestion surfacing (approve / reject).moai harness status --project-root <project_root>
Output includes:
enabled statetest cases passed, vs 5 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.