Does this skill impact the performance of Claude Code?

The impact is minimal. The observer agent runs as a background process using the efficient Haiku model to analyze logs, ensuring your main coding session remains fast and responsive.

Is my source code shared during the learning process?

No. All observations and logs are stored locally on your machine. Only the abstract 'instincts' or patterns can be exported, and you maintain full control over what is shared.

What is the difference between an instinct and an evolved skill?

An instinct is a single, atomic behavioral observation (e.g., 'prefers functional style'). A skill is a more complex capability formed when multiple related instincts are clustered together through the evolution process.

How does the confidence scoring work in Continuous Learning v2?

Instincts start with lower confidence scores (0.3) and increase as patterns are repeatedly observed or when users accept suggested behaviors, ensuring only reliable habits evolve into core skills.

Continuous Learning v2

Name: Continuous Learning v2
Author: arabicapp

byarabicapp

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生产力与工作流

Automates the capture of developer preferences and coding patterns through an instinct-based learning system to personalize Claude's behavior.

Continuous Learning v2 is an advanced evolution system for Claude Code that transforms session interactions into reusable knowledge. By leveraging deterministic hooks to monitor tool usage and prompts, the skill identifies recurring patterns, user corrections, and specific workflows to create atomic 'instincts.' These instincts are weighted by confidence scores and can eventually cluster into sophisticated custom agents, skills, and commands, allowing Claude to adapt perfectly to an individual developer's style and technical stack without manual configuration.

主要功能

011 GitHub stars

02Automated evolution of instincts into specialized skills, agents, and commands

03Background pattern detection using Haiku-powered observer agents

04Atomic instinct modeling with weighted confidence scoring from 0.3 to 0.9

05Privacy-first local storage with exportable and importable instinct sets

06Deterministic session observation via PreToolUse and PostToolUse hooks

使用场景

01Capturing and reusing complex multi-step testing or deployment workflows without manual documentation

02Automating the adoption of specific architectural patterns or code styles across different sessions

03Maintaining consistent project-specific preferences and error-resolution strategies automatically

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