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 Is Becoming an Agent Production Line
The previous piece looked at Anthropic's external map: compute, enterprise systems, delivery partners, industry workflows, and the Stainless acquisition as a connectivity move.
Anthropic Is Building an Enterprise AI Value Chain, and Stainless Is the Latest Piece
Anthropic's acquisition of Stainless looks like a developer tooling deal at first. It is more than that.Stainless turns API specifications into SDKs, command-line tools, and MCP se
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 &
