| name | continuous-learning-v2 |
| description | Auto-generate skills and rules from observed React Native development patterns |
Continuous Learning v2
This skill manages the continuous learning pipeline — observing patterns during development sessions and converting them into persistent rules and skills.
Architecture
PostToolUse hook (real-time)
→ `continuous-learning-observer.cjs` (lightweight pattern capture)
→ patterns stored in .claude/memory/observations/
/learn command (manual, comprehensive)
→ `extract-session-patterns.js` (full session analysis)
→ `analyze-patterns.js` (pattern clustering + dedup)
→ skill-generator prompt (create new content)
→ `validate-content.js` (verify new content is valid)
/retrospective command (session end)
→ `evaluate-session.js` (quality metrics + suggestions)
How It Works
Real-Time (Automatic)
The continuous-learning-observer.cjs hook runs on PostToolUse events. It:
- Captures the tool name, file paths, and outcome
- Detects repeated patterns (same fix applied > 3 times)
- Stores observations in
.claude/memory/observations/ as JSON
- Lightweight — adds < 50ms to each tool call
Manual Analysis (/learn)
When the user runs /learn, the pipeline:
- Reads all observations from the current session
- Clusters them by type (style fix, import pattern, architecture choice)
- Compares against existing rules and skills
- Generates candidates for new content
- Presents candidates for user approval
- Writes approved content to
.claude/rules/ or .claude/skills/
Session Evaluation (/retrospective)
At session end, evaluate-session.js:
- Aggregates all metrics (files changed, tests added, build status)
- Evaluates which rules triggered and their usefulness
- Suggests rule calibration (tighten/loosen globs, adjust content)
- Generates a session quality report
Configuration
See config.json for tuning parameters:
observationThreshold: How many times a pattern must repeat before flagging (default: 3)maxObservationsPerSession: Prevent memory bloat (default: 100)autoApprove: If true, auto-approve low-risk content (default: false)contentTypes: What types to generate — ["rule", "skill"]
