What is an 'Instinct' in this system?

An instinct is an atomic, learned behavior with a confidence score. It serves as a building block for AI behavior, guiding Claude's actions before they mature into full skills or commands.

Can I share my learned instincts with my team?

Yes, the skill includes /instinct-export and /instinct-import commands, allowing you to share high-confidence patterns and domain knowledge with other developers.

How do instincts evolve into skills?

When multiple related instincts reach a high confidence threshold through repeated observation, the /evolve command clusters them into specialized agents, skills, or commands.

How does the Continuous Learning skill capture my patterns?

It uses deterministic hooks (PreToolUse/PostToolUse) to monitor every tool call and user correction, ensuring 100% reliability in capturing patterns compared to probabilistic methods.

Is my private code data safe with this skill?

Yes. All observations and instincts are stored locally on your machine in the ~/.claude/homunculus/ directory. No data is shared unless you manually use the export command.

Continuous Learning & Instincts v2

Name: Continuous Learning & Instincts v2
Author: affaan-m

byaffaan-m

•

112,914

•

Productivity & Workflow

Transforms Claude Code sessions into a persistent, self-evolving library of learned behaviors and domain-specific instincts through real-time observation.

This skill implements a sophisticated background learning architecture that captures every interaction in Claude Code to build a personalized knowledge base. By utilizing deterministic hooks rather than probabilistic triggers, it identifies recurring patterns, user corrections, and successful error resolutions to create 'instincts'—atomic, weighted rules that guide future behavior. Over time, these instincts cluster and evolve into specialized commands, skills, and agents, ensuring your AI assistant becomes more aligned with your specific coding style and workflow requirements with every session.

Key Features

01Privacy-focused local storage with selective export and import capabilities for team sharing

02112,914 GitHub stars

03Deterministic session observation via PreToolUse and PostToolUse hooks for 100% reliability

04Atomic instinct creation with dynamic confidence scoring (0.3 to 0.9) based on repetition

05Automated evolution of instincts into complex skills, custom commands, and specialized agents

06Background pattern detection using lightweight models to minimize development latency

Use Cases

01Automatically learning and enforcing project-specific coding styles and architectural patterns

02Streamlining repetitive workflows by evolving observed patterns into dedicated slash commands

03Encoding recurring bug fixes or environment-specific workarounds into permanent AI memory

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add affaan-m/everything-claude-code continuous-learning-v2

For use in Claude.ai and ChatGPT

Key Features

01Privacy-focused local storage with selective export and import capabilities for team sharing

02112,914 GitHub stars

03Deterministic session observation via PreToolUse and PostToolUse hooks for 100% reliability

04Atomic instinct creation with dynamic confidence scoring (0.3 to 0.9) based on repetition

05Automated evolution of instincts into complex skills, custom commands, and specialized agents

06Background pattern detection using lightweight models to minimize development latency

Use Cases

01Automatically learning and enforcing project-specific coding styles and architectural patterns

02Streamlining repetitive workflows by evolving observed patterns into dedicated slash commands

03Encoding recurring bug fixes or environment-specific workarounds into permanent AI memory