Does this replace existing Claude Code skills?

No, it is fully backward compatible. It runs alongside existing skills and can feed data into the traditional SKILL.md format while maintaining its own advanced instinct database.

How does the system learn from my sessions?

It uses deterministic hooks to capture all tool interactions and prompts, which are then analyzed by a background agent to identify repeated patterns, user corrections, and successful outcomes.

Is my private code shared during the learning process?

No, all observations are stored locally on your machine. Only the high-level patterns (instincts) are processed, and they are only shared if you manually export them.

What are instincts in this system?

Instincts are small, atomic behaviors consisting of a specific trigger and an action, assigned a confidence score based on how frequently and consistently the pattern is observed.

How do instincts become permanent skills?

When related instincts reach a high confidence threshold, you can use the /evolve command to cluster them into permanent skills, commands, or specialized agents.

Continuous Learning v2

Name: Continuous Learning v2
Author: oabdelmaksoud

byoabdelmaksoud

0•

生产力与工作流

Transforms Claude Code sessions into reusable knowledge through an instinct-based architecture with confidence scoring.

Continuous Learning v2 is an advanced learning system for Claude Code that captures and systematizes user patterns into 'instincts'—atomic, evidence-based behaviors. By utilizing deterministic hooks rather than probabilistic triggers, it ensures 100% reliability in session observation. These instincts evolve over time based on confidence scores (ranging from 0.3 to 0.9), eventually clustering into full-fledged skills, commands, and specialized agents. This allows Claude to adapt seamlessly to your specific coding style, preferred libraries, and unique project workflows without manual configuration.

主要功能

01Atomic instinct model with confidence-weighted triggers and actions

02Deterministic session observation via PreToolUse and PostToolUse hooks

03Evolution pipeline that clusters instincts into permanent skills, commands, or agents

04Privacy-first local storage with secure export/import for sharing learned patterns

050 GitHub stars

06Background pattern detection to identify user corrections and repeated workflows

使用场景

01Automating recurring coding style preferences based on past manual corrections

02Generating specialized sub-agents tailored to complex, multi-step project requirements

03Capturing specific error resolutions to prevent repeating debugging steps in future sessions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add oabdelmaksoud/agention continuous-learning-v2

For use in Claude.ai and ChatGPT

主要功能

01Atomic instinct model with confidence-weighted triggers and actions

02Deterministic session observation via PreToolUse and PostToolUse hooks

03Evolution pipeline that clusters instincts into permanent skills, commands, or agents

04Privacy-first local storage with secure export/import for sharing learned patterns

050 GitHub stars

06Background pattern detection to identify user corrections and repeated workflows

使用场景

01Automating recurring coding style preferences based on past manual corrections

02Generating specialized sub-agents tailored to complex, multi-step project requirements

03Capturing specific error resolutions to prevent repeating debugging steps in future sessions