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Autonomous design space exploration loop v1.0.0

Use this resource to automatically explore a parameter space until a measurable objective is met

New

  • 435 downloads
  • 173 likes
  • 205 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install autonomous-design-space-exploration

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 runs the program, reads the results, picks the next parameters and iterates until the objective or the time limit is reached. It applies safety rules before each run. You get an exploration report with the best configuration found.

Mostly picked by

Updated November 2, 2026

Card for the “Autonomous design space exploration loop” skill

Details

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

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What you get

  • SKILL.md: safety rules, exploration and refinement phases
  • SKILL.md: design space exploration report template

Good fit for

  • You are looking for the best configuration of a simulation tool
  • You want to sweep parameters without testing them by hand

Not for

    Tags

    • exploration
    • parameters
    • optimization
    • simulation

    About

    You say

    “Find the cache size that minimizes latency in this benchmark, within two hours.”

    Card for the “Autonomous design space exploration loop” skill

    Skill published by wanshuiyin 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 automatically explore a parameter space until a measurable objective is met
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md13.8 KB

    Origin and licence

    Listed unmodified

    Author
    wanshuiyin
    Source
    github.com/wanshuiyin/auto-claude-code-research-in-sleep/tree/18bceb3c71c638bef58096274e1c9a6d323dbc0a/skills/dse-loop
    Licence
    MIT

    Notice

    « dse-loop » (wanshuiyin, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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