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48dafdd288
Add origin field to all skill files to track their source repository. This enables users to identify where distributed skills originated from. Fixes affaan-m/everything-claude-code#246
294 lines
9.1 KiB
Markdown
294 lines
9.1 KiB
Markdown
---
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name: continuous-learning-v2
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description: Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
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origin: ECC
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version: 2.0.0
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---
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# Continuous Learning v2 - Instinct-Based Architecture
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An advanced learning system that turns your Claude Code sessions into reusable knowledge through atomic "instincts" - small learned behaviors with confidence scoring.
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## When to Activate
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- Setting up automatic learning from Claude Code sessions
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- Configuring instinct-based behavior extraction via hooks
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- Tuning confidence thresholds for learned behaviors
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- Reviewing, exporting, or importing instinct libraries
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- Evolving instincts into full skills, commands, or agents
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## What's New in v2
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| Feature | v1 | v2 |
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|---------|----|----|
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| Observation | Stop hook (session end) | PreToolUse/PostToolUse (100% reliable) |
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| Analysis | Main context | Background agent (Haiku) |
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| Granularity | Full skills | Atomic "instincts" |
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| Confidence | None | 0.3-0.9 weighted |
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| Evolution | Direct to skill | Instincts → cluster → skill/command/agent |
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| Sharing | None | Export/import instincts |
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## The Instinct Model
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An instinct is a small learned behavior:
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```yaml
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---
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id: prefer-functional-style
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trigger: "when writing new functions"
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confidence: 0.7
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domain: "code-style"
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source: "session-observation"
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---
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# Prefer Functional Style
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## Action
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Use functional patterns over classes when appropriate.
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## Evidence
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- Observed 5 instances of functional pattern preference
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- User corrected class-based approach to functional on 2025-01-15
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```
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**Properties:**
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- **Atomic** — one trigger, one action
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- **Confidence-weighted** — 0.3 = tentative, 0.9 = near certain
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- **Domain-tagged** — code-style, testing, git, debugging, workflow, etc.
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- **Evidence-backed** — tracks what observations created it
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## How It Works
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```
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Session Activity
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│
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│ Hooks capture prompts + tool use (100% reliable)
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▼
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┌─────────────────────────────────────────┐
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│ observations.jsonl │
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│ (prompts, tool calls, outcomes) │
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└─────────────────────────────────────────┘
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│
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│ Observer agent reads (background, Haiku)
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▼
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┌─────────────────────────────────────────┐
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│ PATTERN DETECTION │
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│ • User corrections → instinct │
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│ • Error resolutions → instinct │
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│ • Repeated workflows → instinct │
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└─────────────────────────────────────────┘
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│
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│ Creates/updates
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▼
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┌─────────────────────────────────────────┐
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│ instincts/personal/ │
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│ • prefer-functional.md (0.7) │
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│ • always-test-first.md (0.9) │
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│ • use-zod-validation.md (0.6) │
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└─────────────────────────────────────────┘
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│
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│ /evolve clusters
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▼
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┌─────────────────────────────────────────┐
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│ evolved/ │
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│ • commands/new-feature.md │
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│ • skills/testing-workflow.md │
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│ • agents/refactor-specialist.md │
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└─────────────────────────────────────────┘
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```
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## Quick Start
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### 1. Enable Observation Hooks
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Add to your `~/.claude/settings.json`.
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**If installed as a plugin** (recommended):
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```json
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{
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"hooks": {
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"PreToolUse": [{
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"matcher": "*",
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"hooks": [{
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"type": "command",
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"command": "${CLAUDE_PLUGIN_ROOT}/skills/continuous-learning-v2/hooks/observe.sh pre"
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}]
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}],
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"PostToolUse": [{
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"matcher": "*",
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"hooks": [{
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"type": "command",
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"command": "${CLAUDE_PLUGIN_ROOT}/skills/continuous-learning-v2/hooks/observe.sh post"
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}]
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}]
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}
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}
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```
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**If installed manually** to `~/.claude/skills`:
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```json
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{
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"hooks": {
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"PreToolUse": [{
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"matcher": "*",
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"hooks": [{
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"type": "command",
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"command": "~/.claude/skills/continuous-learning-v2/hooks/observe.sh pre"
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}]
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}],
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"PostToolUse": [{
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"matcher": "*",
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"hooks": [{
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"type": "command",
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"command": "~/.claude/skills/continuous-learning-v2/hooks/observe.sh post"
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}]
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}]
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}
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}
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```
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### 2. Initialize Directory Structure
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The Python CLI will create these automatically, but you can also create them manually:
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```bash
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mkdir -p ~/.claude/homunculus/{instincts/{personal,inherited},evolved/{agents,skills,commands}}
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touch ~/.claude/homunculus/observations.jsonl
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```
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### 3. Use the Instinct Commands
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```bash
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/instinct-status # Show learned instincts with confidence scores
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/evolve # Cluster related instincts into skills/commands
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/instinct-export # Export instincts for sharing
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/instinct-import # Import instincts from others
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```
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## Commands
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| Command | Description |
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|---------|-------------|
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| `/instinct-status` | Show all learned instincts with confidence |
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| `/evolve` | Cluster related instincts into skills/commands |
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| `/instinct-export` | Export instincts for sharing |
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| `/instinct-import <file>` | Import instincts from others |
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## Configuration
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Edit `config.json`:
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```json
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{
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"version": "2.0",
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"observation": {
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"enabled": true,
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"store_path": "~/.claude/homunculus/observations.jsonl",
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"max_file_size_mb": 10,
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"archive_after_days": 7
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},
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"instincts": {
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"personal_path": "~/.claude/homunculus/instincts/personal/",
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"inherited_path": "~/.claude/homunculus/instincts/inherited/",
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"min_confidence": 0.3,
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"auto_approve_threshold": 0.7,
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"confidence_decay_rate": 0.05
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},
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"observer": {
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"enabled": true,
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"model": "haiku",
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"run_interval_minutes": 5,
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"patterns_to_detect": [
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"user_corrections",
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"error_resolutions",
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"repeated_workflows",
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"tool_preferences"
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]
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},
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"evolution": {
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"cluster_threshold": 3,
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"evolved_path": "~/.claude/homunculus/evolved/"
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}
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}
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```
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## File Structure
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```
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~/.claude/homunculus/
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├── identity.json # Your profile, technical level
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├── observations.jsonl # Current session observations
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├── observations.archive/ # Processed observations
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├── instincts/
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│ ├── personal/ # Auto-learned instincts
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│ └── inherited/ # Imported from others
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└── evolved/
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├── agents/ # Generated specialist agents
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├── skills/ # Generated skills
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└── commands/ # Generated commands
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```
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## Integration with Skill Creator
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When you use the [Skill Creator GitHub App](https://skill-creator.app), it now generates **both**:
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- Traditional SKILL.md files (for backward compatibility)
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- Instinct collections (for v2 learning system)
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Instincts from repo analysis have `source: "repo-analysis"` and include the source repository URL.
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## Confidence Scoring
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Confidence evolves over time:
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| Score | Meaning | Behavior |
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|-------|---------|----------|
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| 0.3 | Tentative | Suggested but not enforced |
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| 0.5 | Moderate | Applied when relevant |
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| 0.7 | Strong | Auto-approved for application |
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| 0.9 | Near-certain | Core behavior |
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**Confidence increases** when:
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- Pattern is repeatedly observed
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- User doesn't correct the suggested behavior
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- Similar instincts from other sources agree
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**Confidence decreases** when:
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- User explicitly corrects the behavior
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- Pattern isn't observed for extended periods
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- Contradicting evidence appears
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## Why Hooks vs Skills for Observation?
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> "v1 relied on skills to observe. Skills are probabilistic—they fire ~50-80% of the time based on Claude's judgment."
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Hooks fire **100% of the time**, deterministically. This means:
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- Every tool call is observed
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- No patterns are missed
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- Learning is comprehensive
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## Backward Compatibility
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v2 is fully compatible with v1:
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- Existing `~/.claude/skills/learned/` skills still work
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- Stop hook still runs (but now also feeds into v2)
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- Gradual migration path: run both in parallel
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## Privacy
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- Observations stay **local** on your machine
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- Only **instincts** (patterns) can be exported
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- No actual code or conversation content is shared
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- You control what gets exported
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## Related
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- [Skill Creator](https://skill-creator.app) - Generate instincts from repo history
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- [Homunculus](https://github.com/humanplane/homunculus) - Inspiration for v2 architecture
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- [The Longform Guide](https://x.com/affaanmustafa/status/2014040193557471352) - Continuous learning section
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---
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*Instinct-based learning: teaching Claude your patterns, one observation at a time.*
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