背景OpenRouter 排行榜上正在发生一场换代：Hermes Agent 增速 +204%，Top Coding Agents 排第一，Top Productivity 排第二。上线不到半年，GitHub 从 0 到 106k+ ...
Every secure API draws a line between code and data. HTTP separates headers from bodies. SQL has prepared statements. Even email distinguishes the envelope from the message. The Model Context Protocol ...
This article is all about giving you some practical python programming examples to try out. We’ll cover the basics, then move ...
IntroductionIn February 2022, BlackBasta emerged as a successor to Conti ransomware and quickly rose to prominence. BlackBasta was operational for three years until February 2025 when their internal ...
Have you ever heard of FINDSTR and Select-String? Select-String is a cmdlet that is used to search text & the patterns in input strings & files. It is similar to grep on Linux & FINDSTR on Windows. In ...
人人都是产品经理 on MSN
时态智能AI代理：构建能感知时间变化的下一代RAG知识系统
RAG正在进化，但真正的突破不在参数，而在时间维度。如何让AI代理理解“知识的时间性”？如何在系统中嵌入“时态感知”的机制？本文以产品视角切入，提出“动作-时间-知识”三元协同模型，为AI产品经理提供下一代知识系统的设计思路。 用于回答问题的 RAG 或代理架构依赖于随着时间的推移不断更新的动态知识库，例如财务报告或文档，以便推理和规划步骤保持逻辑和准确。 为了处理这样的知识库，其中规模不断增长， ...
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