大模型作为产业变革的核心引擎。通过RAG、Agent与多模态技术正在重塑AI与现实的交互边界。三者协同演进,不仅攻克了数据时效性、专业适配等核心挑战,更推动行业从效率革新迈向业务重构。本文将解析技术演进脉络、实战经验与未来图景,为读者提供前沿 ...
在大模型技术落地的过程中,“如何让 AI 既懂知识又会做事” 始终是核心问题。RAG 通过检索增强解决 “知识时效性与准确性”,Agent 通过自主决策解决 “任务拆解与执行”,而 LangChain 作为连接两者的桥梁,将分散的技术模块整合为可落地的解决方案。从企业级知识库到个人智能助理,这种 ...
复杂文档的分析,本质是理解关系,而非寻找相似性。 在技术飞速更新迭代的今天,每隔一段时间就会出现「XX 已死」的论调。「搜索已死」、「Prompt 已死」的余音未散,如今矛头又直指 RAG。 向量数据库 Chroma 创始人兼 CEO Jeff Huber 在播客与访谈中抛出「RAG 已 ...
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RAG、MCP和Agent到底是个啥?
有没有想过AI为啥能准确的生成信息?还能自主决策?这些神奇的功能背后,其实有很多有趣的技术在支撑着。今天,我们就来聊聊AI的三大组件RAG、MCP和Agent RAG旨在解决AI生成内容的准确性和可靠性问题。在许多应用场景中,AI生成的信息往往存在“幻觉”现象 ...
Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now When large language models (LLMs) emerged, ...
Recently, a new sentiment has emerged in AI security circles: "RAG is dead." I've observed firsthand how organizations are increasingly abandoning Retrieval-Augmented Generation (RAG) architectures in ...
At its Oracle CloudWorld user conference in Las Vegs, Oracle introduced Oracle Cloud Infrastructure (OCI) Generative AI (GenAI) Agents with retrieval-augmented generation (RAG) capabilities and ...
SAN FRANCISCO, Feb. 6, 2024 — Galileo, a leader in developing generative AI for the enterprise, today announced the launch of its latest groundbreaking Retrieval Augmented Generation (RAG) & Agent ...
Have you ever found yourself frustrated with AI systems that confidently provide answers, only to realize they’re riddled with inaccuracies? It’s a common pain point for anyone working with generative ...
Expertise from Forbes Councils members, operated under license. Opinions expressed are those of the author. If you looked under the hood of generative AI (GenAI) technologies over the last year or so, ...
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