The CBSE Class 12 Informatics Practices Sample Paper 2026–27 has been released by the Central Board of Secondary Education ...

Internet of Things framework utilizing Proof of Authority consensus achieved a mean confirmation latency of 1.07 seconds for ...

Pinecone announced on November 12, 2026 that its Documents API now supports Google’s Gemini Embedding 2, creating embeddings ...

I still remember the shock when ChatGPT first appeared.A few years have passed since then.New generative AIs like Claude, ...

Banaras Hindu University (BHU) has published the Recruitment 2026 notification for 2 Programmer posts. The online application ...

Creating jobs has long been a key component of our mission. Now it is an explicit aim of every World Bank Group project. Jobs bring dignity and hope, self-sufficient economies, safety, and stability.

前两篇把一个售后助手搭了起来，加上会话记忆和结构化输出，它已经能处理一段真实对话。但接进业务系统还差几步：工具怎么知道当前用户是谁，长任务怎么先给一句反馈，出问题又该怎么排查。这篇补齐运行时上下文、长期记忆、流式输出和 LangSmith。