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Evolving and optimizing AI agents automatically v1.0.0

Use this resource to optimize an agent's prompts and skills through evolution loops

New

  • 513 downloads
  • 147 likes
  • 162 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install evolve-ai-agents-optimization

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent helps you structure an agent as files (prompts, skills, memory), test it against a benchmark, then run solve, observe and evolve cycles. You get an automated evaluation loop to improve the agent.

Mostly picked by

Updated November 2, 2026

Card for the “Evolving and optimizing AI agents automatically” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: quick start, core concepts and the evolution loop
  • references/api.md and architecture.md: API, architecture and design patterns

Good fit for

  • You want to improve an agent through measured trials on a benchmark
  • You want to automate the evaluation of your agents

Not for

    Tags

    • agents
    • evolution
    • benchmark
    • optimization

    About

    You say

    “Set up an evolution loop to improve my agent's prompts on my benchmark.”

    Card for the “Evolving and optimizing AI agents automatically” skill

    Skill published by A-EVO Lab under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to optimize an agent's prompts and skills through evolution loops
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/api.md16 KB
    • references/architecture.md15.5 KB
    • references/design-patterns.md15.3 KB
    • references/examples.md10.1 KB
    • references/issues.md16.6 KB
    • references/README.md27.3 KB
    • references/releases.md4.6 KB
    • references/tutorials.md23.4 KB
    • SKILL.md14.6 KB

    Origin and licence

    Listed unmodified

    Author
    A-EVO Lab
    Source
    github.com/orchestra-research/ai-research-skills/tree/773a52944ba4747a18bd4ae9ade53fff041adcbc/14-agents/a-evolve
    Licence
    MIT

    Notice

    « evolving-ai-agents » (A-EVO Lab, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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