Instagram · 19 Aug 2026
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Gauntlet loop prompts
By @nate_pacyga · Instagram
Source: https://www.instagram.com/reel/DcMXqu3FIQm/?igsi=MTNsYmZ2djNtNnN4cg==
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Summary
The speaker explains the "gauntlet loop" technique used with Claude Code to iteratively improve prompts and generate higher quality AI projects, like the viral "Clod of Duty" game. They argue that a lot of AI output quality just comes down to compute and smart looping, and show how to reuse or write your own loop prompts from a GitHub repo.
Core ideas
- Gauntlet loop concept: The "gauntlet loop" is a structured prompt pattern that repeatedly refines and expands on a task, so Claude keeps working on a project and pushing quality.
- Origin and popularity: Matt Shumer coined the gauntlet loop and used it to create the "Clod of Duty" game, which went viral in the Claude / clod code community.
- Quality tied to compute: The speaker stresses that AI output quality often improves by just running loops longer, meaning more compute and more iterative passes.
- GitHub repo as template: There is a public GitHub repo called "The Gauntlet Loop" by RoboNuggets that contains a skill file you can copy to enhance your own Claude prompts.
- Skill file usage: You can tell Claude to "use this skill to improve my prompt", for example turning a simple request like "add a payment system to my SaaS" into a full gauntlet loop style prompt.
- Custom loop skills: The speaker has written their own gauntlet loop skills, focused on goals and spawning subagents that collaborate to build out a game or other project.
- Game design example: In one setup, the prompt defines what a gauntlet loop is, sets goals like building a game, and instructs Claude Code to keep "cooking" on that game to maximize quality.
- Flexible quality targets: They tweak requirements per project, such as asking for "AA quality" instead of "AAA quality", or aiming for retro wireframe or indie style rather than big-budget visuals.
- Invitation to experiment: The speaker encourages viewers to experiment with their own loops and styles, since it's an especially good time to build the specific things they want to see.
Quotes
“The gauntlet loop has been making the rounds lately in the clod code community.”
“Wait, what? You just run loops longer and you can make better quality stuff with AI?”
“That's where I see a lot of this going is a lot of quality is just going to come down to compute.”
“So you could just say, hey, add a payment system to my SAS, and then it will kind of gauntlet loop a size, not a word, your prompt.”
“And it works. It will, meaning Clod code, will just keep on cooking on this particular game and really try to make it as good of quality as possible.”
“This is a really exciting time to really build out the things that you guys want to see.”
Resources
Links to the tools, products, repos or reading this entry mentions. Found by a web search of what the entry names, so you can go and use them.
- The Gauntlet Loop
github.com
Public GitHub repo by RoboNuggets containing the Gauntlet Loop Claude prompt skill file
- Matt Shumer
x.com
Matt Shumer’s personal site states he is founder and CEO at OthersideAI (HyperWrite).
- Clod of Duty
upstreamlog.tech
Open-source GitHub project page for the AI-generated browser FPS game Claude-of-Duty by Matt Shumer
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