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capy-cortex

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Aktualisiert20. März 2026 um 11:09

Autonomous learning system - learns from mistakes, reflects on sessions, and gets smarter over time. The AI brain.

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happycapy-ai

happycapy-ai/Happycapy-skills

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SKILL.md

readonly

name	capy-cortex
description	Autonomous learning system - learns from mistakes, reflects on sessions, and gets smarter over time. The AI brain.

Capy Cortex - Autonomous Learning System

You have a persistent learning brain powered by SQLite + FTS5 + sklearn TF-IDF. Knowledge is automatically loaded via hooks. This file describes manual operations.

Architecture

Database: ~/.claude/skills/capy-cortex/cortex.db (SQLite + FTS5 + WAL)
Hooks (automatic, never call manually):
- SessionStart: Loads anti-patterns, preferences, principles
- UserPromptSubmit: Retrieves task-relevant rules via FTS5
- PreToolUse(Bash): Blocks known dangerous commands
- PostToolUseFailure: Records errors as anti-patterns
- Stop: Extracts corrections and preferences from conversation
Scripts (for manual/scheduled use):
- cortex.py: Core engine (retrieve, add rules, stats)
- reflect.py: Deep session analysis
- consolidate.py: Cluster rules into principles (sklearn)
- bootstrap.py: Mine historical sessions

Manual Commands

# Check system health
python3 ~/.claude/skills/capy-cortex/scripts/cortex.py stats

# Retrieve rules for a topic
python3 ~/.claude/skills/capy-cortex/scripts/cortex.py retrieve "react typescript"

# Add a rule manually
python3 ~/.claude/skills/capy-cortex/scripts/cortex.py add-rule "Always use TypeScript strict mode" "best_practice"

# Add an anti-pattern
python3 ~/.claude/skills/capy-cortex/scripts/cortex.py add-ap "Never force push to main" "critical"

# Add a preference
python3 ~/.claude/skills/capy-cortex/scripts/cortex.py add-pref "User prefers functional components over class components"

# Run consolidation (clusters rules into principles)
python3 ~/.claude/skills/capy-cortex/scripts/consolidate.py

# Retrain TF-IDF model
python3 ~/.claude/skills/capy-cortex/scripts/cortex.py retrain

# Apply confidence decay
python3 ~/.claude/skills/capy-cortex/scripts/cortex.py decay

How It Learns

Automatic (via hooks): Errors are captured, corrections noted, preferences extracted
Reflection: Deep analysis of session transcripts extracts patterns
Consolidation: sklearn clustering groups similar rules into principles
Decay: Old, unreinforced rules fade; validated rules strengthen
Retrieval: Two-stage FTS5 + TF-IDF returns only relevant knowledge (O(1) context)

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Capy Cortex - Autonomous Learning System

You have a persistent learning brain powered by SQLite + FTS5 + sklearn TF-IDF. Knowledge is automatically loaded via hooks. This file describes manual operations.

Architecture

Database: ~/.claude/skills/capy-cortex/cortex.db (SQLite + FTS5 + WAL)

Hooks (automatic, never call manually):

SessionStart: Loads anti-patterns, preferences, principles
UserPromptSubmit: Retrieves task-relevant rules via FTS5
PreToolUse(Bash): Blocks known dangerous commands
PostToolUseFailure: Records errors as anti-patterns
Stop: Extracts corrections and preferences from conversation

Scripts (for manual/scheduled use):

cortex.py: Core engine (retrieve, add rules, stats)
reflect.py: Deep session analysis
consolidate.py: Cluster rules into principles (sklearn)
bootstrap.py: Mine historical sessions

Manual Commands

# Check system health python3 ~/.claude/skills/capy-cortex/scripts/cortex.py stats # Retrieve rules for a topic python3 ~/.claude/skills/capy-cortex/scripts/cortex.py retrieve "react typescript" # Add a rule manually python3 ~/.claude/skills/capy-cortex/scripts/cortex.py add-rule "Always use TypeScript strict mode" "best_practice" # Add an anti-pattern python3 ~/.claude/skills/capy-cortex/scripts/cortex.py add-ap "Never force push to main" "critical" # Add a preference python3 ~/.claude/skills/capy-cortex/scripts/cortex.py add-pref "User prefers functional components over class components" # Run consolidation (clusters rules into principles) python3 ~/.claude/skills/capy-cortex/scripts/consolidate.py # Retrain TF-IDF model python3 ~/.claude/skills/capy-cortex/scripts/cortex.py retrain # Apply confidence decay python3 ~/.claude/skills/capy-cortex/scripts/cortex.py decay

How It Learns

Automatic (via hooks): Errors are captured, corrections noted, preferences extracted

Reflection: Deep analysis of session transcripts extracts patterns

Consolidation: sklearn clustering groups similar rules into principles

Decay: Old, unreinforced rules fade; validated rules strengthen

Retrieval: Two-stage FTS5 + TF-IDF returns only relevant knowledge (O(1) context)