把 AI agent 的逻辑拆分到多个独立运行的服务中，听起来复杂做起来也确实容易乱。LangGraph 的 RemoteGraph 特性算是一个干净的方案：本地编排器负责流程控制，远程图服务器承担具体计算，状态管理和控制流的职责边界清晰。 本文要构建的项目是一个循环数学引擎：本地图编排一个远程图：随机选择数学运算和生成随机数。编排器会以两种方式实现——顺序执行和并行执行——以便对比两者的取舍，方 ...

When an app needs data, it doesn't "open" a database. It sends a request to an API and waits for a clear answer. That's where FlaskAPI work fits in: building ...

Here’s a quick library to write your GPU-based operators and execute them in your Nvidia, AMD, Intel or whatever, along with my new VisualDML tool to design your operators visually. This is a follow ...

当然，要运行我的示例代码，你还需要一个Google API密钥。如果你还没有密钥，请访问 Google AI Studio网站并登录。在屏幕左下角附近，你会看到一个“获取API密钥”链接。点击该链接并按照说明操作即可获取密钥。获取密钥后，GOOGLE_API_KEY在你的系统中创建一个名为`<environment_variable_name>`的环境变量，并将其值设置为你的API密钥。

点击上方“Deephub Imba”,关注公众号,好文章不错过 !这篇文章从头实现 LLM-JEPA: Large Language Models Meet Joint Embedding Predictive Architectures。需要说明的是，这里写的是一个简洁的最小化训练脚本，目标是了解 JEPA 的本质：对同一文本创建两个视图，预测被遮蔽片段的嵌入，用表示对齐损失来训练。本文的目标是 ...

Working with numbers stored as strings is a common task in Python programming. Whether you’re parsing user input, reading data from a file, or working with APIs, you’ll often need to transform numeric ...

Getting input from users is one of the first skills every Python programmer learns. Whether you’re building a console app, validating numeric data, or collecting values in a GUI, Python’s input() ...

It’s often the case that as we are writing code, we don’t have all the information we need for our program to produce the desired result. For example, imagine you were asked to write a calculator ...

SEOUL, South Korea, April 30, 2025 /PRNewswire/ -- J INTS BIO, a company specializing in anticancer and orphan drugs, announced its research findings for the next-generation EGFR-TKI therapeutic ...

Earlier, we wrote a Python program to convert kilograms to pounds. We trusted the user to provide a valid integer or float for weight in kilograms, and we did nothing to ensure that the information ...