How does Continuous Learning v2 differ from standard Claude skills?

Unlike traditional skills that fire probabilistically based on the LLM's judgment, v2 uses system hooks to observe 100% of tool interactions deterministically, ensuring no patterns are missed.

What are 'instincts' in this system?

Instincts are small, atomic learned behaviors—such as a preference for functional programming or a specific git workflow—that include confidence scores based on repeated observation and user validation.

How do instincts evolve into agents?

When the system detects a cluster of related high-confidence instincts, the /evolve command can package them into a specialized agent or skill tailored to that specific domain.

Is my private code shared during the learning process?

No. All observations and instincts stay local on your machine. The system is designed for privacy, and you have full control over which patterns are exported or shared.

Continuous Learning v2

Name: Continuous Learning v2
Author: arabicapp

byarabicapp

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生产力与工作流

Automates the capture and evolution of user-specific coding patterns into reusable AI behaviors and specialist agents.

Continuous Learning v2 is an advanced instinct-based architecture designed to turn your Claude Code sessions into a persistent, evolving knowledge base. By utilizing deterministic lifecycle hooks, it observes every tool interaction to identify repeated workflows, user corrections, and specific architectural preferences. These observations are distilled into atomic 'instincts' with weighted confidence scoring, which can eventually evolve into dedicated skills, custom commands, or autonomous specialist agents. This ensures that Claude becomes increasingly attuned to your unique development style and project requirements over time without manual configuration.

主要功能

011 GitHub stars

02Atomic instinct model with weighted confidence scoring from tentative (0.3) to core behavior (0.9)

03Background analysis powered by Haiku to detect patterns without interrupting the active session

04Exportable and importable instinct collections for sharing best practices across teams

05Deterministic observation using PreToolUse and PostToolUse hooks for 100% reliability

06Evolutionary pipeline that clusters related instincts into full skills and specialist agents

使用场景

01Automatically capturing and enforcing team-specific coding standards and functional patterns

02Converting frequent error resolutions and debugging steps into permanent AI instincts

03Generating custom CLI commands and autonomous agents based on repetitive manual workflows

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add arabicapp/everything-claude-code continuous-learning-v2

For use in Claude.ai and ChatGPT

Download Skill