Coach - Self-Improving Learning System

Coach - Self-Improving Learning System

Coach enables Claude to learn from friction and improve over time. It detects learning opportunities (user corrections, repeated instructions, tool failures, tone escalation), extracts actionable improvement candidates, and proposes changes requiring explicit user approval.

Core Principle: No silent writes. All improvements require user approval via /​coach approve.

Activation Triggers

Activate this skill when:

• User corrects Claude's behavior ("no", "stop", "don't", "I said", "you didn't")
• Same instruction is repeated within recent turns
• Tool/​command failures occur (non-zero exit, stderr patterns)
• Tone escalation detected (ALL CAPS, "!!!", "for the last time")
• User supplements a skill with additional instructions ("the skill doesn't...", "also remember...")
• Deprecated/​outdated tool warnings appear in command output
• User explicitly requests /​coach commands
• Session end triggers batch review of accumulated signals

Signal Categories (Priority Order)

1. COMMAND_FAILURE (Highest) - Non-zero exit codes, stderr error patterns
2. USER_CORRECTION (High) - Explicit correction language
3. SKILL_SUPPLEMENT (High) - User providing additional guidance for a skill
4. VERSION_ISSUE (Medium-High) - Deprecated/​outdated tool warnings in output
5. REPETITION (Medium) - Semantically similar instruction repeated
6. TONE_ESCALATION (Low) - Frustration indicators (triggers review, not rule)

Candidate Types

Workflow Summary

1. Signal Detection - Hooks capture friction events → stored in ~/​.claude-coach/​events.sqlite
2. Candidate Generation - Aggregate signals into proposals with fingerprints for deduplication
3. Scope Decision - Determine project vs global scope based on path/​language patterns
4. Proposal Review - User reviews via /​coach review, approves/​rejects/​edits
5. Application - Approved rules added to CLAUDE.md (project or global)

File Locations

~/​.claude-coach/
├── events.sqlite      # Raw friction events
├── candidates.json    # Pending proposals
└── ledger.sqlite      # Cross-repo fingerprints

~/​.claude/ or <repo>/​.claude/
├── CLAUDE.md          # Rules destination
├── checklists/        # Workflow checklists
└── snippets/          # Reusable commands

Scripts

Execute from ${CLAUDE_PLUGIN_ROOT}/​scripts/:

Proactive Scanning

Use /​coach scan to proactively check for:

• Outdated CLI tools (node, npm, python, go, docker, gh)
• Outdated npm/​pip dependencies
• Tool version issues and deprecation warnings

For detailed architecture, schemas, and patterns, see references/ directory.