moai-harness-learner

Coordinator skill for the Harness Learning Subsystem (the harness-learning policy, superseded by the harness foundation policy as the active V3R4 foundation; this V3R3 SPEC's 4-tier ladder is preserved unchanged).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 (the constitutional rule/002/003).

Quick Reference

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 proposals
• moai harness apply — load next pending proposal (returns JSON payload)
• moai harness rollback <date> — restore snapshot
• moai harness disable — set learning.enabled: false