讨论

Gauntlet Loop Template: Builder, Harsh Critic, Real Bar

来自 Wikiprompt,自由的提示词百科全书

Jay E (RoboNuggets)

2026年8月24日

Gauntlet Loop Template: Builder, Harsh Critic, Real Bar A reusable template of the gauntlet loop pattern: split the work, pair each builder with a separate harsh critic, compare blind against a named fetchable bar, and loop until the work wins. Based on Matt Shumer's technique, packaged as a skill by RoboNuggets (CC BY 4.0).

提示词内容收藏

🌐
Goal: [YOUR GOAL - a site, an essay, a CLI tool, a research brief] Quality bar: [A NAMED, FETCHABLE reference - a specific live page, a specific published post, a specific repo. Not a category, not "award-winning". The critic must be able to open, read, run or screenshot it.] Instructions: 1. Split the goal into small, checkable pieces. Each piece must produce a real artifact, not a description of one. 2. For each piece, run a BUILDER agent that produces the artifact, and a SEPARATE CRITIC agent with fresh context that never sees how hard the builder tried. 3. The critic opens the actual output, puts it next to the quality bar with the labels stripped, and makes a binary pick: which one is better. No scores out of 10 - scores drift upward every round. 4. If the bar wins, the critic names the single biggest gap. The builder fixes that gap only, then the comparison runs again. 5. Keep looping until our work wins the blind comparison. Never exit after a fixed number of rounds - the exit is winning, or the human stopping the run.

登录以查看完整提示词

继续使用:

登录即表示你同意我们的 使用条款 隐私政策

用法

此提示词专为 productivity 设计。复制上方内容并粘贴到你常用的 AI 工具中。

为获得最佳效果,可将占位符(方括号或大写字母标示)替换为你的具体需求。

参考资料

分类:productivity| github| gauntlet-loop| agent-loop

讨论