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All-The-Vibes
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evolve

Cluster high-confidence instincts by domain and generate SKILL.md files.

50|14|Updated Mar 11, 2026
Search Tags:#automation#knowledge-management#copilot#instincts#skills-generation
One-click install
npx skills add https://github.com/All-The-Vibes/ATV-StarterKit --skill evolve-all-the-vibes
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: evolve
Source: https://github.com/All-The-Vibes/ATV-StarterKit/tree/main/.github/skills/evolve
Command: npx skills add https://github.com/All-The-Vibes/ATV-StarterKit --skill evolve-all-the-vibes

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Mature project instincts often stay implicit. Evolve formalizes those patterns into reusable Copilot skills, ensuring valuable knowledge is discovered, standardized, and reusable across the codebase.

Core Features & Use Cases

  • Identify high-confidence instincts from .atv/instincts and cluster them by domain.
  • Generate SKILL.md files under .github/skills for each cluster and archive evolved instincts.
  • Provide an auto-generated framework to accelerate future skill discovery and auto-discovery.

Quick Start

Run the evolve process to turn matured instincts into discoverable Copilot skills by clustering and generating SKILL.md files.

Frequently Asked Questions about evolve

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

FAQPage Schema
How do I turn project instincts into reusable Copilot skills?▼

You can turn mature project instincts into reusable Copilot skills by clustering high-confidence patterns by domain and generating SKILL.md files under the .github/skills directory.

What confidence threshold is required to generate Copilot skills from instincts?▼

Instincts must have a confidence score greater than 0.8 and at least 5 observations to qualify for clustering and Copilot skill generation.

How does Copilot skill generation handle archiving learned instincts?▼

Copilot skill generation archives evolved instincts and updates learning records after creating SKILL.md files, preserving the historical context of your project knowledge.

Where are auto-generated Copilot skills stored in the repository?▼

Auto-generated Copilot skills are stored as SKILL.md files under the .github/skills/learned-<domain> directory path, organized by their specific domain clusters.

Can I use instinct clustering for projects without existing observations data?▼

No, instinct clustering requires existing project instincts data with sufficient observations to filter candidates and formalize them into standardized skills.

Why should I formalize mature instincts into SKILL.md files?▼

Formalizing mature instincts into SKILL.md files standardizes implicit knowledge, ensuring valuable patterns are discovered and reusable across the codebase for future acceleration.

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