---
title: "Design Space Exploration Loop - Air Market"
description: "You have a program with a lot of knobs, and finding the settings that work means running it, reading the numbers, changing something, and running it again. This does that loop for you. It keeps going…"
canonical: "https://airmarket.ai/app/dse-loop"
---

[Air Market](/) / [Research](/category/research) / Design Space Exploration Loop

Skill by [Yang Ruofeng](/@wanshuiyin)

# Design Space Exploration Loop

Let the search for a better configuration run itself

## What this does

You have a program with a lot of knobs, and finding the settings that work means running it, reading the numbers, changing something, and running it again. This does that loop for you. It keeps going until your goal is met or it runs out of time. Reach for it when the tuning is more tedious than hard.

### Top 3 things it does for you

- Sweep a parameter space without babysitting it
- Find the config that hits my objective
- Keep tuning and re-running until it converges

## Information

**Design Space Exploration Loop at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Yang Ruofeng](/@wanshuiyin) |
| Category | [Research](/category/research) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 14 KB |
| Licence | MIT |
| Repository | [wanshuiyin/auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/auto-claude-code-research-in-sleep/tree/c5f3d5bfc694a812012729841e9697223e4f2130/skills/dse-loop) |
| GitHub stars | 15,082 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Design Space Exploration Loop and flagged nothing. AIR's verdict: **safe**.

**What Design Space Exploration Loop's check was run against**

|  |  |
| --- | --- |
| Commit | c5f3d5bfc694a812012729841e9697223e4f2130 |
| Content hash | e6bcc4d325f5c1c07492969a922cb89b136e2e2b4ac4d7cbe638d9a3783d51fc |
| Files read | [Browse the files at this exact commit](https://github.com/wanshuiyin/auto-claude-code-research-in-sleep/blob/c5f3d5bfc694a812012729841e9697223e4f2130/skills/dse-loop/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Design Space Exploration Loop](/security/dse-loop)

## About Design Space Exploration Loop

Some work in computer architecture and chip design comes down to trying settings. You run the program, look at what came out, change a parameter, run it again. The insight is in choosing what to change, but most of the time goes to the running and the looking.

This takes over the loop. It runs the program, analyzes the results, tunes the parameters, and goes around again, stopping when your objective is met or when the timeout hits.

Ask for a parameter sweep, a design space exploration, or the best config, and this is the shape of work it is for.

## What's inside

- SKILL.md - instructions

## Questions

### Is Design Space Exploration Loop safe to install?

AIR scanned this exact version of Design Space Exploration Loop and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit c5f3d5bfc694, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/dse-loop.

### How do I install Design Space Exploration Loop?

Open https://airmarket.ai/app/dse-loop on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/wanshuiyin/auto-claude-code-research-in-sleep/tree/c5f3d5bfc694a812012729841e9697223e4f2130/skills/dse-loop. Install from that link, not the branch.

## Related on Air Market

- [More Research listings](/category/research)
- [Everything by Yang Ruofeng](/@wanshuiyin)

---

Canonical URL: <https://airmarket.ai/app/dse-loop>