In Pyper, the task decorator is used to transform functions into composable pipelines. Let's simulate a pipeline that performs a series of transformations on some data.

All without needing to worry about writing an HTTP server or complicated request handling logic.

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。

Abstract: Activation functions are pivotal in neural networks, determining the output of each neuron. Traditionally, functions like sigmoid and ReLU have been static and deterministic. However, the ...