Can I review what the skill has learned?

Yes, the skill provides a Learning Summary after each session, detailing new instincts created, patterns skipped, and recommendations for improvement.

How does the confidence scoring work?

Patterns are assigned a score from 0.3 to 0.9 based on reliability; scores above 0.7 represent strong patterns that meet the auto-approve threshold.

Does this skill share my code with external servers?

No, the learning process happens during your session and all instinct data is stored locally in your project folder, maintaining your privacy.

Where are the learned patterns stored?

All extracted patterns are saved as individual Markdown files within the .claude/learning/instincts/ directory of your local project.

What is an 'instinct' in the context of this skill?

An instinct is a small, atomic learned behavior consisting of a specific trigger and action, backed by session evidence and a confidence score.

Continuous Learning & Instincts

Name: Continuous Learning & Instincts
Author: jason-hchsieh

byjason-hchsieh

0•

生产力与工作流

Extracts reusable coding patterns and behaviors from active sessions to build a personalized library of persistent AI instincts.

The Learn skill enables Claude to evolve alongside your codebase by identifying recurring patterns, debugging strategies, and project-specific conventions during your development sessions. It distills these insights into atomic, confidence-weighted 'instincts' stored locally in your repository, ensuring that once a solution is found or a preference is established, Claude can automatically apply that knowledge to future tasks. This creates a self-improving development environment that adapts to your unique workflow and architectural requirements.

主要功能

01Project-specific convention tracking to maintain codebase consistency

02Categorized domain tagging for intelligent retrieval and workflow optimization

03Confidence-weighted instinct scoring (0.3 to 0.9) for reliable application

04Automated extraction of reusable coding patterns and error resolutions

05Local storage of learned behaviors in structured Markdown files

060 GitHub stars

使用场景

01Capturing complex debugging sequences to prevent solving the same bug twice

02Recording custom workarounds for niche API limitations or unique edge cases

03Standardizing project-specific architectural preferences and coding styles

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jason-hchsieh/marketplace learn

For use in Claude.ai and ChatGPT

Download Skill