开发过多模态 AI 应用的人都应该遇到过这个问题，其实最头疼的不是算法而是基础设施。 向量数据库需要存 embeddings；SQL 数据库需要元数据管理；大文件还要放到对象存储上，不仅邀单独跑个 pipeline 做 chunking，还要再写个脚本调模型推理，最后还得套个 agent ...

See how to query documents using natural language, LLMs, and R—including dplyr-like filtering on metadata. Plus, learn how to use an LLM to extract structured data for text filtering. One of the ...

Retrieval-augmented generation (RAG) has become a go-to architecture for companies using generative AI (GenAI). Enterprises adopt RAG to enrich large language models (LLMs) with proprietary corporate ...

LangChain is one of the hottest development platforms for creating applications that use generative AI—but it’s only available for Python and JavaScript. What to do if you’re an R programmer who wants ...

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Toronto-based AI startup Cohere has launched Embed V3, the latest ...