dse-loop

dse-loop is an open-source data skill for Claude Code and compatible agents, published by wanshuiyin. Its author describes it as: “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 e…”. The project has 15k stars on GitHub and is available under the MIT license. Add it to your setup with `git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep ~/.claude/skills/dse-loop`.

What dse-loop does

> 🔁 **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`.

Installation

Add dse-loop to your agent with:

git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep ~/.claude/skills/dse-loop

Always review a skill's source before installing it. This command comes from the skill's public repository; the linked repo is the source of truth for exact setup steps.

What's inside

The SKILL.md for dse-loop is organised into these sections:

• Context: $ARGUMENTS
• Safety Rules — READ FIRST
• Constants (override via $ARGUMENTS)
• Typical Use Cases
• Workflow
• Phase 0: Parse Task & Setup
• Phase 1: Initial Exploration
• Phase 2: Directed Search
• Phase 3: Refinement (if time allows)
• Phase 4: Report
• State Recovery
• Key Rules

When to use it

Reach for dse-loop when you want data help from your agent without writing the same instructions every session. Load the skill and the agent picks it up automatically for relevant tasks.

Strengths

• Clear MIT license — safe to read and adapt
• Ships in wanshuiyin/Auto-claude-code-research-in-sleep, an established project with 14,858 GitHub stars
• Actively maintained (recent commits)

Topics

Frequently asked questions

What does dse-loop do?

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.

How do I install dse-loop?

Run git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep ~/.claude/skills/dse-loop in your agent, then reload your skills. Review the source at https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep before installing.

Is dse-loop free to use?

Yes. dse-loop is free and open source under the MIT license, so you can read, run, and adapt it within that license's terms.

Where does dse-loop come from?

dse-loop ships inside wanshuiyin/Auto-claude-code-research-in-sleep, a repository that contains 41 catalogued skills in total. The repository's 14,858 GitHub stars apply to that whole collection, not to this skill on its own.