点击上方“Deephub Imba”,关注公众号,好文章不错过 !本文会带你从零搭建一个完整的概念验证项目（POC），技术栈涵盖 Adaptive RAG、LangGraph、FastAPI 和 Streamlit 四个核心组件。Adaptive RAG 负责根据查询复杂度自动调整检索策略；LangGraph 把多步 LLM 推理组织成有状态的可靠工作流；FastAPI 作为高性能后端暴露整条..

Katana 9 with UsdSuperLayer brings native USD editing and Hydra 2 viewer support to Foundry Katana for lighting pipelines.

Learn how Zero-Knowledge Proofs (ZKP) provide verifiable tool execution for Model Context Protocol (MCP) in a post-quantum world. Secure your AI infrastructure today.

引言 随着软件行业进入智能体时代，开发者和架构师面临着一个熟悉的挑战。正如微服务的兴起需要标准化的通信模式，如REST和gRPC，专业AI智能体的激增需要一个强大的框架，使它们能够有效地发现、通信和协作。

In some ways, data and its quality can seem strange to people used to assessing the quality of software. There’s often no observable behaviour to check and little in the way of structure to help you ...

LLMRouter正是为此而来：它把路由器的训练、评测、推理与交互链路统一起来，并提供16+路由策略与一致的CLI数据流水线，让研究者能公平对比方法，让工程团队能快速落地「更聪明、更省钱」的多模型推理系统。