Technology Article

这份文稿详细讲解了评估 AI RAG(检索增强生成)系统的五个核心指标,主要将评估分为了检索阶段和响应(生成)阶段。 以下是全文的核心内容总结: 一、 检索阶段评估指标(关注检索的内容好不好) 在这个阶段,主要评估检索器找出的“上下文”质量,核心看三个指标: 1. 上下文相关性 (Context Relevance) 比较对象:检索出的上下文 vs 用户输入的问题。 核心含义:看检索出来的文档 …
这份文稿是上一部分内容的延续,主要从代码实战应用、综合评分标准以及系统优化策略三个维度,深入讲解了如何将 RAG 评估落地并在发现问题后进行调优。 以下是核心内容的详细总结: 一、 评估框架 (Ragas) 的实战应用 在实际代码中,使用 Ragas 框架进行评估通常遵循一套固定的“套路”: 准备数据:针对实际项目(如金融助手),通常只需要准备**“用户问题”和对应的“参考答案”。将问题输入给你 …
Breathe Out The Day: Meditative Ambient Soundscape 🌿 The Intention Designed specifically for the crucial transition between a high-stress workday and a peaceful evening, this soundscape serves as a …
This looks like a comprehensive feature list for a highly advanced or potentially upcoming Google AI Premium or Developer tier. While some of these features are well-established (like NotebookLM and …
Configuring your Conda environment in VS Code is a quick process, and using the built-in Python extension makes it incredibly seamless. Since your paths (/Users/joseph/...) indicate you are on macOS, …
Managing Python environments on macOS can feel like playing a game of "Where's Waldo" with your packages. The short answer: Packages are installed into the specific environment tied to the pip …
Based on the documentation provided, here is an overview of the CrestApps.AgentSkills project, its purpose, and how you can get started with its various foundations. What is the project? CrestApps. …
Based on the project documentation, the system identifies each skill by parsing metadata embedded directly within the files or their directory structures. Here is exactly how it works: 1. YAML Front- …
In the CrestApps Orchard Core project, the integration of Prompts and Resources via the Model Context Protocol (MCP) depends on whether Orchard Core is acting as the Client (consuming external …
Based on the provided CrestApps Orchard Core repository files and documentation, here is a detailed breakdown of what MCP is, what it is for, and how to use it within the project. What is MCP? MCP …