Peter Steinberger

An OpenAI employee consumed 603 billion tokens in one month—valued at $1.3M—revealing the true cost of AI programming; Uber burned through its $3.4B annual AI budget in four months, and Microsoft dropped Claude Code, proving unlimited top-model usage is financially unsustainable; domestic open-source models cost 1/30–1/50 of foreign flagship models, but strongest models remain closed-source and self-hosting incurs high hardware costs.

循环工程通过代理与人类协作重构软件开发流程，实现从触发到交付的全链路自动化。

文章介绍了构建0到1产品的三种关键循环，包括代理编码循环、工程循环和开发者反馈循环，为AI代理开发提供了实践指导。

文章强调了通过设计自主循环系统来提升AI代理效率，而非依赖人工干预。

Loop Engineering 是一种通过设计系统来替代人工提示 AI 代理的新方法，未来可能成为与 AI 协作的主要方式。

Peter Steinberger spends 9.4 million yuan monthly on tokens to develop OpenClaw, showcasing the emerging AI agent collaboration model.

Developers use Codex to debug and verify fixes in temporary sandboxes, improving efficiency and avoiding local environment pollution.

At AIGC2026, Fang Han stated that in the age of AI, experience is no longer a moat; token consumption has become a new indicator of AI capability.

Peekaboo 3.0 is released with new features for macOS automation.

使用Codex进行自动化QA测试，通过12个子代理并行测试OpenClaw系统，目标修复200个根本性缺陷。

Peter Steinberger of OpenClaw discusses his vision for a future where anyone can create AI agents, sharing insights from the development of OpenClaw and how AI agents differ from chatbots, potentially reshaping work, creation, and technology.

使用Codex进行大规模并行QA能发现复杂问题，但需解决模型在压缩边界处的崩溃和作弊风险。

Refactoring maintains app functionality while improving internal structure, increasing development speed and enabling better handling by tools like Bolt. This article demonstrates how through a practical tutorial.

Jerry Liu 提出通过 agent harness 构建工作流图并动态创建图结构，但内容信息密度低且缺乏技术细节。

因访问限制无法获取视频内容，无法判断文章技术价值。

文章讨论了在工程实践中如何通过设计循环来优化代理提示，而非直接提示编码代理。

文章强调了在设计智能代理系统时，应避免直接干预，转而构建可扩展的系统架构。

推文讨论软件未来可能向AI主导的'jellyware'演变，但内容碎片化缺乏技术细节。

该推文未提供实质性技术内容，主要为个人观点表达，缺乏工程实践指导价值。

该推文内容为社交媒体上的情绪化表达，未提供任何技术细节或实质性信息。

该推文转发内容缺乏技术细节，未提供实质性工程见解或可执行信息。

推文内容缺失，仅包含X平台登录入口和测试性质的提问，未提供技术细节或分析。

Mustafa Suleyman posted a tweet congratulating Peter Steinberger, mentioning "claws to enterprises," hinting at a connection with Microsoft and OpenClaw.