Anthropic的Opus 5大模型近日因一个名为"挑战循环"的提示词在社交媒体走红。1这一由Matt Shumer创意设计的提示词采用多Agent架构，通过主Agent拆解任务、子Agent执行、评委Agent验收的流程，实现了AI游戏开发的自动化。1在验收环节，Opus 5能够自动生成包含17项强制校验流程的验收工具，对标3A游戏标准。1
网友Anshu利用该方法在24小时内从零开发出了太空探索游戏《The Long Silence》。1这款游戏已可在网页直接试玩。1该方法的成功引发了广泛复制，多位开发者相继用同样方式生成了卡丁车游戏、朋克风格游戏等多款游戏原型。1
A viral prompt engineering technique has emerged around Anthropic's Opus 5 large language model, enabling rapid game development through AI automation. Created by Matt Shumer, the "Challenge Loop" prompt leverages a multi-agent architecture where a primary agent decomposes tasks, subordinate agents execute the work, and a reviewer agent validates outputs against AAA game standards.1
The method has already produced tangible results in the developer community. User Anshu successfully developed a space exploration game titled The Long Silence within 24 hours using Opus 5 and the Challenge Loop approach.1 During the review process, Opus 5 automatically generated a verification tool containing 17 mandatory quality checkpoints.1 The completed game is playable directly in browsers at https://longsilence.anshu.dev/.[1](#source-1) Multiple other developers have since replicated the technique to create various game prototypes, including kart racing games and cyberpunk-themed titles.1
Shumer's earlier article, "Something Big Is Happening," published in February, has accumulated over 80 million views, underscoring growing interest in advanced AI capabilities.1
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