continuous-learning-v2

Transform Claude Code session patterns into reusable instincts and evolving skills.

1|Updated Mar 18, 2026
One-click install
npx skills add https://github.com/ValenBorras/upscribe --skill continuous-learning-v2-valenborras
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/ValenBorras/upscribe/tree/main/.github/skills/continuous-learning-v2
Command: npx skills add https://github.com/ValenBorras/upscribe --skill continuous-learning-v2-valenborras

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Automates the extraction and maturation of session patterns observed in Claude Code into reusable atomic instincts and evolving skills, reducing manual pattern-crafting and enabling scalable knowledge capture across projects.

Core Features & Use Cases

  • Hooks-based observation captures tool usage and context to generate atomic instincts with confidence scoring
  • Distinguishes project-scoped vs global instincts and evolves instincts into skills, commands, and agents
  • Supports promotion, import/export, and cross-project sharing to build a unified knowledge base
  • Project detection and project-scoped storage ensure isolation and safety when learning

Quick Start

Activate the observation hooks in Claude Code, initialize the local storage at ~/.claude/homunculus, and start the observer to begin turning sessions into evolving instincts and skills.

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 patterns automatically?

You can capture Claude Code session patterns automatically by activating observation hooks that track tool usage and context. The hooks generate atomic instincts with confidence scoring, storing them in local project-scoped or global directories for evolving into skills.

What is the best way to evolve project-scoped instincts into reusable skills?

The best way to evolve project-scoped instincts is using the promote command to mature captured patterns into skills, commands, or agents. This lifecycle management distinguishes isolated project learning from global, cross-project knowledge sharing.

Can I share learned instincts across different projects?

Yes, you can share learned instincts across projects using the import and export commands. This enables cross-project sharing to build a unified knowledge base from both global and project-scoped learning data.

How does separating global and project-scoped instincts protect my codebase?

Separating global and project-scoped instincts protects your codebase through project detection and isolated storage. This ensures learning from one project does not leak or interfere with the context and safety of another.

Do I need to manually craft patterns for Claude Code hooks?

No, you do not need to manually craft patterns. The observation hooks automatically extract and mature session patterns into atomic instincts, reducing manual pattern-crafting and enabling scalable knowledge capture across your projects.

What commands are available to manage the instinct-to-skill lifecycle?

The available commands to manage the instinct-to-skill lifecycle are status, evolve, import, export, and promote. These commands are driven by a frontmatter manifest that loads instincts from project and global directories.