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RAGLLMAIProductionEngineeringEvaluation

Production RAG Implementation: How I Build Retrieval Systems at Million-Document Scale

Most RAG demos fall apart past a few thousand documents. Here's what I actually build for clients — a hybrid retrieval architecture proven past a million documents, with the production practices that keep it fast and reliable.

August 8, 2026
9 min read
AILLMStrategyOpen SourceEngineeringProduction

Why Your AI Strategy Should Be 'Small Models, Big Impact' in 2026

Most teams start their AI strategy at GPT-5 and optimize down when cost bites. That's backwards. Here is the framework for starting small and earning your way up.

April 10, 2026
6 min read