Is my source code kept private?

Yes. All observations, logs, and instincts are stored locally on your machine. Only the abstract 'instinct' patterns are processed, and nothing is shared externally unless you manually export them.

How does the system learn without slowing down my workflow?

The system uses background observer agents (such as Claude Haiku) to process observation logs asynchronously, ensuring there is zero latency during your active coding and tool usage.

Does it require manual intervention to learn?

No. Once the hooks are configured in your settings, the system observes every tool call and user correction automatically. You only need to intervene if you want to manually trigger the evolution of instincts.

What is the difference between an 'instinct' and a 'skill'?

An instinct is an atomic, weighted observation of a single behavior (e.g., a preference for functional programming). Once several related instincts reach a high confidence threshold, the system clusters and evolves them into a structured skill or command.

Continuous Learning v2

Name: Continuous Learning v2
Author: Nixdorfer

byNixdorfer

•

生産性とワークフロー

Automatically captures and evolves your coding patterns, user corrections, and workflows into reusable AI instincts and specialized agents.

Continuous Learning v2 is an advanced behavioral adaptation system designed to transform every Claude Code session into a source of persistent knowledge. By utilizing deterministic hooks rather than probabilistic triggers, it observes tool usage and user interactions in real-time to identify 'instincts'—small, weighted patterns of behavior. These instincts are analyzed by background agents and eventually clustered into full-scale skills, custom commands, and specialized agents, ensuring that Claude becomes more attuned to your specific coding style, preferences, and project-specific problem-solving strategies with every interaction.

主な機能

01Background analysis using efficient Haiku-based observer agents to minimize latency

02Privacy-first architecture with all observations and learned behaviors stored locally

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

04Automated evolution of atomic patterns into permanent skills, commands, and agents

051 GitHub stars

06Instinct-based learning system with dynamic confidence scoring (0.3 to 0.9)

ユースケース

01Standardizing team-specific code styles and architectural preferences through passive observation of user corrections.

02Automating repetitive multi-step workflows by transforming frequent tool usage patterns into custom commands.

03Building specialized 'expert' agents that automatically remember previous bug fixes and project-specific nuances.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add nixdorfer/claudecodetool continuous-learning-v2

For use in Claude.ai and ChatGPT

Download Skill