Can I share my learned behaviors with my team?

Yes, the skill includes /instinct-import and /instinct-export commands, allowing teams to synchronize best practices and common architectural patterns across different environments.

How does the confidence scoring work?

Confidence scores range from 0.3 (tentative) to 0.9 (near-certain). Scores increase when patterns are repeated or confirmed by the user and decay if the behavior is corrected or goes unused for extended periods.

Is my code data shared with others?

No. Observations stay local on your machine. Only the abstract 'instincts' or patterns can be exported, and you maintain full control over what is shared or imported.

What are observation hooks?

Hooks are deterministic triggers that fire during every tool use in Claude Code. Unlike previous probabilistic methods, v2 hooks ensure 100% of interactions are captured for comprehensive learning.

Continuous Learning v2

Name: Continuous Learning v2
Author: XuNeo

byXuNeo

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Productivity & Workflow

Automates the capture and evolution of coding patterns into persistent AI behaviors and custom skills.

Continuous Learning v2 is an advanced instinct-based architecture designed to capture developer patterns and preferences in real-time. By utilizing deterministic PreToolUse and PostToolUse hooks, it observes every interaction to build 'atomic instincts' with confidence scoring. Over time, these instincts cluster and evolve into full-fledged skills, specialized agents, and custom commands, ensuring that Claude grows more attuned to your specific coding style, error resolutions, and workflows without the need for manual prompt engineering.

Key Features

01Background processing using Haiku for minimal latency during active sessions

027 GitHub stars

03Deterministic observation via Pre/PostToolUse hooks for 100% reliable pattern capture

04Automated evolution of learned patterns into reusable skills, commands, and agents

05Atomic instinct model with weighted confidence scoring from 0.3 to 0.9

06Local-first storage with export/import capabilities for sharing learned behaviors

Use Cases

01Reducing repetitive corrections by teaching Claude to remember previous fixes and feedback

02Generating specialized sub-agents tailored to specific parts of a complex codebase

03Automating the adoption of project-specific coding standards and architectural preferences

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add xuneo/skills continuous-learning-v2

For use in Claude.ai and ChatGPT

Download Skill