evolve

Aggregate high-confidence instincts from JSON into reusable skill files.

1|Updated Feb 1, 2026
One-click install
npx skills add https://github.com/eroslifestyle/Claude-Orchestrator-Plugin --skill evolve-eroslifestyle
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: evolve
Source: https://github.com/eroslifestyle/Claude-Orchestrator-Plugin/tree/main/github-package/skills/evolve
Command: npx skills add https://github.com/eroslifestyle/Claude-Orchestrator-Plugin --skill evolve-eroslifestyle

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the process of converting successful, high-confidence learned patterns (instincts) into permanent, reusable skill files, thereby enhancing the AI's knowledge base and operational efficiency.

Core Features & Use Cases

  • Instinct Consolidation: Aggregates multiple confirmed instincts into a single, well-defined skill.
  • Automated Skill Creation: Generates new skill files or merges patterns into existing ones based on predefined confidence thresholds.
  • Continuous Learning: Forms a crucial part of a system for ongoing AI improvement and knowledge management.
  • Use Case: After repeatedly observing and confirming a specific way to handle parallel processing tasks, this skill can automatically create a parallelism-learned skill, making that best practice readily available for future use.

Quick Start

Use the evolve skill to promote high-confidence instincts into reusable skills.

Frequently Asked Questions about evolve

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

FAQPage Schema
How do I automate converting learned patterns into reusable skill files?

Automating the conversion of learned patterns into reusable skill files requires aggregating high-confidence instincts from a JSON source and grouping them by tags to generate permanent skill definitions. This process consolidates proven patterns into structured files for continuous knowledge management.

What are instincts in a continuous learning system and when do they become skills?

Instincts in a continuous learning system are high-confidence observed patterns. They become permanent skills when their confidence levels meet predefined thresholds, triggering automated consolidation into new or existing skill files for ongoing AI improvement.

How do I consolidate multiple confirmed instincts into a single skill definition?

Consolidating multiple confirmed instincts into a single skill definition involves reading instinct data from a JSON file, applying confidence thresholds, and grouping matching tags. The system then merges these patterns into one well-defined reusable skill file automatically.

Can I use JSON files to trigger automated skill creation based on confidence thresholds?

Yes, JSON files are used to trigger automated skill creation. The system reads instinct records from the JSON file, evaluates them against predefined confidence thresholds, and generates new skill files or merges patterns into existing ones based on the results.

Does promoting instincts to skills require merging new patterns into existing files?

Promoting instincts to skills does not strictly require merging into existing files. The system can either generate entirely new skill files or merge patterns into existing ones, depending on the tag grouping and confidence thresholds evaluated during the consolidation process.