标签： 人工智能

The (software) factory is the product. Your product is only as good as the agents you set up to autonomously maintain it. This is what @elonmusk figured out about Tesla, and it’s now true for the software world. https…

The (software) factory is the product. Your product is only as good as the agents you set up to autonomously maintain it. This is what @elonmusk figured out about Tesla, and it's now true for the software world. https...

Vercel 创始人 Guillermo Rauch 在 2026 年 7 月 25 日的一条推文中提出，软件行业的“工厂”本身即是产品，而产品最终质量取决于负责自主维护它的 AI 代理（agent）是否可靠。他将特斯拉将工厂视为核心产品的逻辑类比到软件世界，指出开发者的注意力应转向构建能够自我维护的代理系统…

In uncharted territory, answers to hard questions only come from repeated contact with reality. Been thinking about how quickly the US AI community converged on support for open-weight models. It feels obvious now. It…

In uncharted territory, answers to hard questions only come from repeated contact with reality. Been thinking about how quickly the US AI community converged on support for open-weight models. It feels obvious now. It...

美国AI社区在不到一个月内迅速形成对开源权重（open-weight）模型的共识支持，这得益于DeepSeek、微软与OpenAI分拆、GLM、Kimi、Fable以及OpenAI与Hugging Face的公开事件，它们逐一揭示了不同技术路线下的利益格局与创新效果。Google的加入被行业视为对开源权重模型…

https://t.co/O7y9dmUqk5 is more fundamental than any other framework we’ve built. It’s the genesis of your company. When you have a new idea, don’t think: “I’ll go to an agent and ad-hoc prompt.” Think: how can I buil…

https://t.co/O7y9dmUqk5 is more fundamental than any other framework we’ve built. It’s the genesis of your company. When you have a new idea, don’t think: “I’ll go to an agent and ad-hoc prompt.” Think: how can I buil...

Vercel CEO Guillermo Rauch 发布新平台 Eve.dev，声称它比之前所有框架更底层，是“公司的起源”——他主张创业者不应只考虑临时调用 Agent 完成任务，而应思考如何建造一座能自动维护产品的“软件工厂”。

Been running codex all day to do massive parallel QA in prep of the next release. Sol got insanely good at really understanding intent and is finding complex behavior issues. In the past such workflow did fell apart a…

Been running codex all day to do massive parallel QA in prep of the next release. Sol got insanely good at really understanding intent and is finding complex behavior issues. In the past such workflow did fell apart a...

开发者 Peter Steinberger 公开演示了如何用 Codex（代码执行引擎）驱动 12 个子代理进行大规模并行 QA，而名为“Sol”的模型在理解复杂测试意图和发现深层行为 Bug 上表现突飞猛进——这暗示着 AI 在自动化软件质量保障中已经踏入实用门槛。

1) Competition is good for the ecosystem. 2) Serving models at scale is hard. Proud that @OpenAI signed the letter. Ant is silent on it. https://t.co/r9QVQ2R9JH

1) Competition is good for the ecosystem. 2) Serving models at scale is hard. Proud that @OpenAI signed the letter. Ant is silent on it. https://t.co/r9QVQ2R9JH

Peter Steinberger 公开称赞 OpenAI 签署了微软发起的“开放权重与美国 AI 领导力”公开信，同时点名 Anthropic 对此事保持沉默。这一表态折射出 AI 大模型公司在“开放权重 vs. 闭源”路线上的分化正在加剧，也印证了模型大规模部署在技术和商业上的高门槛。

你在等待AI输出时会做什么？

你在等待AI输出时会做什么？

投资人兼创业者 Zara Zhang 在 X 上发起的一则讨论，揭示了大模型用户当前最真实的痛点——智能已经够用，但 1–5 分钟的等待时间既无法用于深度工作，又不足以分心做别的事，最终变成刷 X 等输出的“碎片化时间”，而这种体验在 Agent 场景下可能进一步放大用户的注意力分散问题。

[BUG]: when scrolling up, scrolling jumps

[BUG]: when scrolling up, scrolling jumps

发生在 Docker 本地部署的 AnythingLLM 中，当使用流式 LLM 生成长回复时，用户向上滚动鼠标滚轮阅读历史消息，但视图反复被拉回底部。优先排查浏览器前端自动滚动逻辑——核心是流式生成期间是否强制将视口保持到底部，而忽略了用户的手动滚动意图。

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该报错发生在 LobeChat 客户端（桌面端/Web）中，部分 Mermaid 图表显示为占位符（placeholder），无法正常渲染。优先排查图表中是否包含 HTML 标签（如
），这可能是导致部分 Mermaid 语法在 fullFeatured: false 模式下解析失败的原因