GenAI - 随笔分类 - Zhentiw

[MCP-UI] Interactive

摘要：While iframe-based UI components provide rich, visual interfaces, they need a way to communicate back to the host application to trigger actions, requ 阅读全文

posted @ 2026-02-09 14:32 Zhentiw 阅读(4) 评论(0) 推荐(0)

[MCP UI] ui-lifecycle-iframe-ready

摘要：When iframes load in AI chat, the host application doesn't know when they're ready to receive data or handle interactions. Without this handshake, use 阅读全文

posted @ 2026-02-02 14:23 Zhentiw 阅读(7) 评论(0) 推荐(0)

[MCP] iframe-based UI components

摘要：While raw HTML and Remote DOM provide great ways to create UI components, they have limitations when it comes to building truly complex, interactive a 阅读全文

posted @ 2026-01-30 15:03 Zhentiw 阅读(7) 评论(0) 推荐(0)

[MCP] Consistent

摘要：While raw HTML gives us visual interfaces, it has limitations when it comes to creating truly interactive and consistent user experiences. Raw HTML re 阅读全文

posted @ 2026-01-29 14:53 Zhentiw 阅读(4) 评论(0) 推荐(0)

[MCP] Simple MCP UI

摘要：MCP UI enables servers to send rich, interactive user interfaces along with their responses, transforming AI chat from text-only interactions into vis 阅读全文

posted @ 2026-01-29 14:51 Zhentiw 阅读(6) 评论(0) 推荐(0)

[MCP] Changes

摘要：n a web application, the buttons, links, and data that you see change based on the context. Whether the user is currently logged in, whether there is 阅读全文

posted @ 2026-01-27 14:48 Zhentiw 阅读(12) 评论(0) 推荐(0)

[MCP] Long running task and Cancellation

摘要：It's common that there are some operation are taking longer time, in such cases, we need to consider: Report progress Allow cancellation The Model Con 阅读全文

posted @ 2026-01-26 15:06 Zhentiw 阅读(4) 评论(0) 推荐(0)

[MCP] Sampling

摘要：Modern AI applications often need to generate new content (whether that's text, images, or more) on demand. This process is called sampling: asking a 阅读全文

posted @ 2026-01-23 14:43 Zhentiw 阅读(4) 评论(0) 推荐(0)

[MCP] Elicitation

摘要：Modern AI applications often need to collect structured input from users at key moments in a workflow. Elicitation in the Model Context Protocol (MCP) 阅读全文

posted @ 2026-01-22 14:47 Zhentiw 阅读(5) 评论(0) 推荐(0)

[MCP] Prompt

摘要：Sometimes there are common workflows for people using your MCP server you want to make easier for users. You may not want your users to have to write 阅读全文

posted @ 2026-01-20 15:06 Zhentiw 阅读(4) 评论(0) 推荐(0)

[MCP] Recourse Link and Embedded resource

摘要：Embedded resource:In Tools, you can also embed the resouce as additional information. https://modelcontextprotocol.io/specification/2025-06-18/server/ 阅读全文

posted @ 2026-01-19 14:35 Zhentiw 阅读(5) 评论(0) 推荐(0)

[MCP] Resouce and ResouceTemplate

摘要：In previous exercises, you learned how to extend your MCP server with tools—server-defined functions that let clients perform actions or retrieve data 阅读全文

posted @ 2026-01-17 19:31 Zhentiw 阅读(3) 评论(0) 推荐(0)

[GenAI] 重新认识Agent

摘要：什么是 Agent 基础篇Agent概念不是指的 AI 智能体，而是指代理服务器。代理服务器充当用户和模型交流的中间人。 Agent：狭义：代理服务器广义：AI智能体（AI Agent）什么是AI Agent AI Agent，中文称之为“AI智能体”，本质上是能自主感知环境，进行规划与决阅读全文

posted @ 2025-11-19 15:08 Zhentiw 阅读(37) 评论(0) 推荐(0)

[LangChain] 04. 提示词模板

摘要：在使用 LangChain 构建大模型应用时，提示词（Prompt）设计是第一步。但直接写死字符串容易出错、复用性差，也不利于维护。这时候就该用上 LangChain 提供的 Prompt Template —— 一个专为语言模型设计的提示词模板工具。快速上手无变量，纯字符串模板 import 阅读全文

posted @ 2025-10-18 17:55 Zhentiw 阅读(57) 评论(0) 推荐(0)

[LangChain] 03. 缓存

摘要：在实际开发 AI 应用的过程中，我们经常会遇到重复输入的情况：同一用户多次询问相同的问题刷新页面或误触按钮触发了相同请求不同用户提出了内容高度相似的问题如果每次都让大模型重新生成响应，不仅效率低下，还会带来不必要的计算成本。为了解决这个问题，我们可以引入“缓存机制”。启用缓存的好处提升响阅读全文

posted @ 2025-10-18 17:05 Zhentiw 阅读(20) 评论(0) 推荐(0)

[GenAI] LoRA微调

摘要：LoRA 英文全称为 Low-Rank Adaptation，中文：“低秩适配器” 秩的概念英文 Rank 中文：秩所谓秩，指的就是一个矩阵中真正包含的信息量有多少。 🙋小红买了 3 个苹果 4 个桃子，花了 18 元，小明买了 2 个苹果 3 个桃子，花了 13 元，请问苹果和桃子各多少阅读全文

posted @ 2025-10-13 13:52 Zhentiw 阅读(36) 评论(0) 推荐(0)

[GenAI] 大模型微调

摘要：英文：Fine-tuning 中文：大模型微调大模型的构建其实分为 2 个阶段：预训练（pre-training）：此阶段模型会在大规模、多样化的数据集上进行训练，从而形成全面的语言理解能力。微调（fine-tuning）：在规模较小的特定任务或特定领域数据集上对模型进行针对性的训练阅读全文

posted @ 2025-10-13 13:52 Zhentiw 阅读(37) 评论(0) 推荐(0)

[GenAI] RAG架构演进

摘要：RAG架构演进 RAG 的概念和思想最早是在 2020 年由 Meta 公司的技术团队在文章 “Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks” 中正式提出的，用于给当时已经开始出现的大型预训练语言模型提供来自外部的阅读全文

posted @ 2025-10-12 16:42 Zhentiw 阅读(59) 评论(0) 推荐(0)

[GenAI] RAG实践

摘要：RAG经典架构：数据索引读取外挂语料库的时候，语料库是一个 pdf 文件，需要一个额外的依赖：pdf-parse 转化为向量嵌入：nomic-embed-text function getEmbedding(text) { const res = await fetch("http://loca 阅读全文

posted @ 2025-10-12 16:41 Zhentiw 阅读(20) 评论(0) 推荐(0)

[MCP] StreamableHTTPServer

摘要：远程通信方式通信方式： Stdio：推荐，高效、简洁、本地 Streamable HTTP：远程前置知识 SSE 全称 Server-Sent Events，中文是“服务器发送事件”。是一种基于 HTTP 的单向通信协议，由浏览器发起连接，服务器可以持续不断地向客户端推送数据。你可以把它想阅读全文

posted @ 2025-10-06 14:22 Zhentiw 阅读(151) 评论(0) 推荐(0)

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随笔分类 - GenAI

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