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
What Is an Agent Harness?
LangChain's framing is simple: **Agent = Model + Harness**.The model provides intelligence. The harness turns that intelligence into usable work.
Databricks Shows Where Enterprise Agents Still Break
OpenAI's Databricks case study looks like a model-performance story. GPT-5.5 reached a new state of the art on OfficeQA Pro, Databricks' benchmark for complex enterprise agent task
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.
