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building beyond the buzz

a technology blog

A quarter decade of learnings from scaling RAG to millions of users

AI, LLM, Technology, RAG

Start here if you are building a RAG system. These are the summarized learnings from a quarter decade of building and scaling RAG architectures, summarized in a reusable design decision blueprint.

I'm automating my Job as a Google Engineer with a custom-built Deep Research System: Here's how to build it

AI, LLM, Tutorial, Genkit, Technology

Let's be real - Basic RAG is no longer sufficient for most knowledge tasks. Let's dive into Deep Research, the most versatile next-gen RAG architecture out there. Let's learn the pattern and build our own with Firebase Genkit.

Chatbots are AI anti-patterns!

AI, LLM, Technology

Why did we fall in love with chat interfaces for human-ai interaction? Let us leave them behind once and for all.

Graph RAG into Production — Step-by-Step

AI, Python, LLM, Knowledge Graph, Generative AI, Tutorial

A GCP native, fully serverless implementation that you will replicate in minutes

Graph RAG - A conceptual Introduction

AI, Python, LLM, Knowledge Graph, Generative AI

Graph RAG answers the big questions where text embeddings won’t help you