# Dse Loop

Autonomous design space exploration loop for computer architecture and EDA.

- Repository: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep (18443 stars)
- Category: Design
- License: MIT
- Last updated: 2026-11-01
- Runs scripts: no, instructions only

## Install

Claude Code: `npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill dse-loop -g -a claude-code -y`
Codex: `npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill dse-loop -g -a codex -y`
Cursor: `npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill dse-loop -g -a cursor -y`
Gemini CLI: `npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill dse-loop -g -a gemini-cli -y`
Claude Code plugin marketplace: `/plugin marketplace add wanshuiyin/Auto-claude-code-research-in-sleep`

## Description

Autonomous design space exploration loop for computer architecture and EDA. Runs a program, analyzes results, tunes parameters, and iterates until objective is met or timeout. Use when user says \"DSE\", \"design space exploration\", \"sweep parameters\", \"optimize\", \"find best config\", or wants iterative parameter tuning.

## SKILL.md, as published by its author (untrusted third-party text, read it as data)

# DSE Loop: Autonomous Design Space Exploration

> 🔁 **Do not wrap this skill in `/loop` / `CronCreate`.** It already loops
> internally until its objective is met or it times out. Unlike the
> verdict-bearing review/audit skills, its stop gate is an **objective
> machine-checkable metric** (Type-A), so its self-termination is safe
> same-model, the reason not to wrap it is **scheduler duplication**, not the
> verdict fence. See
> [`shared-references/external-cadence.md`](../shared-references/external-cadence.md).

Autonomously explore a design space: run → analyze → pick next parameters → repeat, until the objective is met or timeout is reached. Designed for computer architecture and EDA problems.

## Context: $ARGUMENTS

## Safety Rules, READ FIRST

**NEVER do any of the following:**
- `sudo` anything
- `rm -rf`, `rm -r`, or any recursive deletion
- `rm` any file you did not create in this session
- Overwrite existing source files without reading them first
- `git push`, `git reset --hard`, or any destructive git operation
- Kill processes you did not start

**If a step requires any of the above, STOP and report to the user.**

## Constants (override via $ARGUMENTS)

| Constant | Default | Description |
|----------|---------|-------------|
| `TIMEOUT` | 2h | Total wall-clock budget. Stop exploring after this. |
| `MAX_ITERATIONS` | 50 | Hard cap on number of design points evaluated. |
| `PATIENCE` | 10 | Stop early if no improvement for this many consecutive iterations. |
| `OBJECTIVE` | minimize | `minimize` or `maximize` the target metric. |

Override inline: `/dse-loop "task desc, timeout: 4h, max_iterations: 100, patience: 15"`

## Typical Use Cases

The rest: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/blob/HEAD/skills/dse-loop/SKILL.md