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aeon-autoresearch

Generate four skill variations, score them, and apply the best one.

Updated Jun 11, 2026
Search Tags:#AI development#skill evolution#AI improvement#skill scoring#skill variation
One-click install
npx skills add https://github.com/dnzengou/agentbot-opensource --skill aeon-autoresearch
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: aeon-autoresearch
Source: https://github.com/dnzengou/agentbot-opensource/tree/main/skills/aeon-autoresearch
Command: npx skills add https://github.com/dnzengou/agentbot-opensource --skill aeon-autoresearch

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill evolves installed skills by generating four variations, scoring them, and applying the best one, ensuring skills stay up-to-date and effective.

Core Features & Use Cases

  • Skill Evolution: Generate four variations of a skill (better inputs, sharper output, more robust, rethink).
  • Scoring: Score each variation on a weighted rubric and apply the winner.
  • Safety: Never downgrades a working skill; aborts cleanly if no variation improves.
  • Use Case: Use when a skill is producing low-signal output, hitting deprecated APIs, or feels stale.

Quick Start

Run the aeon-autoresearch skill with the target skill name or path, e.g., aeon-autoresearch my_skill.

Frequently Asked Questions about aeon-autoresearch

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

FAQPage Schema
How do I improve an AI skill that is producing low-signal or stale output?▼

Skill evolution works by generating four distinct variations of a target skill, scoring each on a weighted rubric, and applying the winning variation to permanently update the skill's SKILL.md file.

How do I automatically refine and update an installed AI skill's methodology?▼

Running the skill evolution process against a target skill name automatically applies the best-scoring variation to its SKILL.md file, permanently updating its methodology and behavior.

Can skill evolution downgrade a working AI skill if the variations are worse?▼

No, the skill evolution process includes safety mechanisms that abort cleanly and apply no changes if none of the generated variations achieve a higher score than the original working skill.

What is the best way to fix an AI skill hitting deprecated APIs or feeling outdated?▼

The best way to fix an outdated AI skill hitting deprecated APIs is to run an automated skill evolution process that generates, scores, and applies the best structural variation to its SKILL.md file.

Do I need to manually edit SKILL.md files to use automated skill improvement?▼

Automated skill improvement handles modifications to the target skill's SKILL.md file automatically during the evolution process, requiring no manual edits beyond invoking the command with the target skill name.

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