在构建一个大规模 AI 系统时，我们其实就是在把不同的“智能体设计模式（agentic design patterns）”组合起来。不管系统多复杂都可以拆解成有限的几种"设计模式"。这些模式各有各的用法——有的专门负责思考优化，有的处理工具调用，有的管多智能体协作。

Artificial intelligence has taken many forms over the years and is still evolving. Will machines soon surpass human knowledge and understanding?

Engineering shortcuts, poor security, and a casual approach to basic best practices are keeping applications from matching the potential of AI models and agents.

The real risk isn't in running robust tests; it’s in wasting money or cutting high-performing channels based on misleading conclusions from bad measurement.

One of the best and most simplest use cases for an ESP32-based display is a smart home dashboard. Touch or non-touch, it doesn't matter, as a basic display can be used to show information from ...