Building RAG Applications with CockroachDB

From Naive RAG to Agentic RAG — a complete tutorial using LangChain, Vertex AI, and Amazon Bedrock

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Large Language Models (LLMs) are transforming how we build intelligent applications, but they carry a fundamental limitation: their knowledge is frozen at training time. Ask a model about your internal documentation, your product catalogue, or last week’s incident report and it will either refuse or hallucinate a plausible-sounding answer. [Read More]

Real-Time Indexing for Billions of Vectors

How we built fast, fresh vector indexing at scale in CockroachDB

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In a past life, I worked on an app that let users upload and share photos with friends and family. I’m amazed at how far technology has progressed since that time. It feels like magic that AI can “look” at a set of photos and “know” that they were taken... [Read More]

Getting Started with GenAI Using CockroachDB

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Information today is generated and consumed in unprecedented magnitudes. With every click, swipe, and transaction, massive amounts of data are collected, waiting to be harnessed for insights, decision-making, and innovation. Today, more than 80% of the data that organizations generate is unstructured – and the amount of this data type... [Read More]