Is my code data sent to external servers?

No, all observations and instincts are stored locally on your machine. You have full control over what data is exported or shared.

What are atomic instincts?

They are the smallest units of learning—a single trigger and action pair (e.g., 'always use functional style') supported by evidence from your actual usage.

Will this slow down my Claude Code sessions?

No, the system uses a background observer agent to analyze data, ensuring your primary interaction remains fast and responsive.

How does this differ from standard Claude memory?

Unlike standard memory, this skill uses deterministic hooks to capture every tool interaction and objectively calculates confidence scores to evolve behaviors into permanent, structured skills.

How do I turn instincts into skills?

Use the /evolve command to automatically cluster related instincts into full skills, custom commands, or specialized agents based on frequency and confidence.

Continuous Learning V2

Name: Continuous Learning V2
Author: saar120

bysaar120

0•

Productivity & Workflow

Automatically captures and evolves AI coding behaviors into reusable instincts, skills, and agents through real-time session observation.

Continuous Learning V2 is an advanced learning framework for Claude Code that transforms session activities into persistent knowledge. By utilizing deterministic hooks (Pre/PostToolUse), the system observes every interaction to identify patterns like user corrections and repeated workflows. These observations are distilled into 'atomic instincts'—small, confidence-weighted behaviors—which eventually evolve into specialized skills, custom commands, or autonomous agents, allowing Claude to adapt perfectly to your specific coding style and preferences over time.

Key Features

01Background Observer Agent: Uses Haiku to analyze observations without interrupting the main workflow.

02Evolution Pipeline: Automatically clusters related instincts into complex skills, commands, and agents.

03Local Privacy Control: Keeps all observations and learning data on the local machine for maximum security.

04Deterministic Hook Observation: Captures 100% of tool interactions for reliable data gathering.

050 GitHub stars

06Atomic Instinct Model: Creates granular, confidence-weighted learning behaviors based on user patterns.

Use Cases

01Automating code style enforcement by learning from a developer's manual corrections.

02Creating custom workflow commands from frequently repeated sequences of tool calls.

03Generating specialized sub-agents tailored to specific project architectures or testing paradigms.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add saar120/skillgate-registry continuous-learning-v2

For use in Claude.ai and ChatGPT

Key Features

01Background Observer Agent: Uses Haiku to analyze observations without interrupting the main workflow.

02Evolution Pipeline: Automatically clusters related instincts into complex skills, commands, and agents.

03Local Privacy Control: Keeps all observations and learning data on the local machine for maximum security.

04Deterministic Hook Observation: Captures 100% of tool interactions for reliable data gathering.

050 GitHub stars

06Atomic Instinct Model: Creates granular, confidence-weighted learning behaviors based on user patterns.

Use Cases

01Automating code style enforcement by learning from a developer's manual corrections.

02Creating custom workflow commands from frequently repeated sequences of tool calls.

03Generating specialized sub-agents tailored to specific project architectures or testing paradigms.