Is my code or private data shared?

No, all observations and learned instincts stay local on your machine. Only the abstract patterns (instincts) are stored, and no conversation content is exported without your action.

Does this impact Claude's performance or token usage?

The system is highly optimized, using a 5-10x more efficient approach by analyzing only the most recent interaction turns using the lightweight Haiku model in the background.

How does the skill observe my work?

It uses deterministic PreToolUse and PostToolUse hooks in Claude Code to monitor tool calls and outcomes, ensuring every pattern and correction is captured reliably without missing sessions.

What is the difference between an instinct and a skill?

An instinct is an atomic, confidence-weighted behavior learned from observation. Once several related instincts are verified, they can be 'evolved' into a full Claude Code skill or command.

Can I manually adjust what Claude has learned?

Yes, you can view learned instincts with the /instinct-status command and manage the stored files in your local directory to refine or remove specific behaviors.

Continuous Learning Instincts

Name: Continuous Learning Instincts
Author: jaaaackieLai

byjaaaackieLai

0•

生産性とワークフロー

Automates the process of learning and applying your unique coding patterns, preferences, and workflows within Claude Code.

Continuous Learning v2 introduces an instinct-based architecture that transforms your Claude Code sessions into a persistent knowledge base. By utilizing deterministic observation hooks, the skill captures real-time corrections and repeated workflows, distilling them into atomic 'instincts' with confidence scores. Over time, these instincts cluster into specialized skills and commands, allowing Claude to adapt perfectly to your specific style, minimize repeated mistakes, and proactively clarify ambiguous instructions based on historical data. This creates a personalized AI pair programmer that actually gets smarter the more you use it.

主な機能

01Token-efficient background analysis using Claude 3 Haiku for seamless performance.

02Real-time clarification detection to catch and resolve misunderstandings as they occur.

030 GitHub stars

04Confidence-weighted instinct model that evolves behaviors from tentative to core certainties.

05Deterministic observation hooks (Pre/PostToolUse) for 100% reliable session tracking.

06Evolution engine that clusters learned patterns into reusable specialized skills and commands.

ユースケース

01Automatically enforcing project-specific architectural patterns (e.g., functional vs. class-based) without manual prompting.

02Managing and exporting learned coding 'instincts' to maintain consistency across different projects or teams.

03Reducing repetitive corrections by learning from previous error-recovery patterns and tool preferences.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jaaaackielai/deep-learning-claude-code continuous-learning

For use in Claude.ai and ChatGPT

主な機能

01Token-efficient background analysis using Claude 3 Haiku for seamless performance.

02Real-time clarification detection to catch and resolve misunderstandings as they occur.

030 GitHub stars

04Confidence-weighted instinct model that evolves behaviors from tentative to core certainties.

05Deterministic observation hooks (Pre/PostToolUse) for 100% reliable session tracking.

06Evolution engine that clusters learned patterns into reusable specialized skills and commands.

ユースケース

01Automatically enforcing project-specific architectural patterns (e.g., functional vs. class-based) without manual prompting.

02Managing and exporting learned coding 'instincts' to maintain consistency across different projects or teams.

03Reducing repetitive corrections by learning from previous error-recovery patterns and tool preferences.