Network / Systems / Security / AI
用第一性原理拆解复杂系统——从技术架构到商业逻辑，从组织行为到认知模型
Claude Computer and Browser Use: A Practical Reliability Checklist
Anthropic's guide to computer and browser use with Claude is best read as an engineering checklist. It covers what has to be true before a visual agent can reliably click, type, na
How to Set Up Claude Code for Large Codebases
Anthropic's article on Claude Code in large codebases is best read as an operating guide, not as a product announcement. It explains how teams make Claude Code useful in multi-mill
Codex Is Moving From Desktop Tool To Work Orchestrator
OpenAI's update that brings Codex into the ChatGPT mobile app looks like a mobile feature. It is more than that.The real shift is that coding agents are starting to leave the deskt
Anthropic Is Building A Tiered Delivery System For Claude
Anthropic's Claude for Small Business looks like a product launch. Read alongside Anthropic's May 4 announcement of a new enterprise AI services company with Blackstone, Hellman &
Voice Agents Are Moving From Conversation to Workflow
OpenAI's new realtime voice models are less about natural-sounding speech and more about turning voice into a working interface.
AI Agent Outputs Are Becoming Interfaces
Thariq's essay on using HTML with Claude Code looks, at first glance, like a file-format preference: ask Claude Code for HTML instead of Markdown.
OpenAI 发布 MRC：大模型竞争，拼到数据中心网络了
你以为大模型公司的竞争，还是谁的模型更会写代码、谁的上下文更长、谁的推理更聪明？OpenAI 这篇工程文章提醒了一件更底层的事：模型能力继续往上堆，瓶颈已经不只在算法，也不只在显卡数量，而是在数据中心网络。说得更直白一点：你买到十万张显卡，不等于你拥有十万张显卡的训练能力。
GPT-5.5 Instant 的真正变化：OpenAI 在争夺默认入口
OpenAI 发布 GPT-5.5 Instant，表面上看是一次默认模型升级。但这件事真正值得关注的地方，不是“又出了一个更聪明的模型”，而是 OpenAI 正在继续强化 ChatGPT 的默认入口地位。默认模型不是最炫的模型，却是最重要的模型。