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fredericvahrenhorst
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continuous-learning-v2

Capture Claude Code session data into atomic instincts with confidence scores.

Updated Jul 28, 2024
Search Tags:#hooks#learning#evolution#claude-code#observer#instincts#confidence-scores
One-click install
npx skills add https://github.com/fredericvahrenhorst/share-app --skill continuous-learning-v2-fredericvahrenhorst
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/fredericvahrenhorst/share-app/tree/main/.cursor/skills/continuous-learning-v2
Command: npx skills add https://github.com/fredericvahrenhorst/share-app --skill continuous-learning-v2-fredericvahrenhorst

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Instinct-based learning reduces repetitive workflow overhead by capturing session activity and turning patterns into reusable instincts with confidence scores, enabling faster knowledge reuse and better personal tooling.

Core Features & Use Cases

  • Observes session activity via PreToolUse and PostToolUse hooks to generate atomic instincts.
  • Scores instincts with confidence and evolves them through clusters into skills/commands/agents.
  • Exports and imports instincts for sharing or collaboration.

Quick Start

Install and configure the observation hooks, enable the agent, and let the system start building instincts from your Claude Code sessions.

Frequently Asked Questions about continuous-learning-v2

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I capture Claude Code session data to build reusable development instincts?▼

Capture Claude Code session data by configuring PreToolUse and PostToolUse hooks to observe activity, organizing it into atomic instincts with confidence scores for knowledge reuse.

How does instinct-based learning reduce repetitive workflow overhead in local development?▼

Instinct-based learning reduces repetitive workflow overhead by turning captured session patterns into reusable instincts with confidence scores, enabling faster knowledge reuse.

Can I export and share evolved instincts from my local development sessions?▼

You can export and import evolved instincts for sharing or collaboration, preserving privacy while transferring evolved structures like skills, commands, and agents.

How do session instincts evolve into higher-level structures like skills and agents?▼

Session instincts evolve through an evolution pipeline that groups atomic instincts with confidence scores into clusters, which then mature into exportable skills, commands, and agents.

Do I need external dependencies to organize Claude Code activity into confidence-scored instincts?▼

No external dependencies are required; the system uses local scripts and built-in hooks to capture session activity and store instincts locally with metadata and confidence scores.

What is the best way to start generating instincts from my Claude Code sessions?▼

Install and configure the observation hooks, enable the agent, and let the system automatically start building atomic instincts from your Claude Code session activity.

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