Category: Architecture

Your RAG system is probably leaving 48% of its potential accuracy on the table. Here’s the uncomfortable truth: most teams spend weeks optimizing their embedding models, fine-tuning vector databases, and architecting perfect retrieval pipelines—then deploy without a reranker. It’s like building a world-class filtering system to identify the top 100 candidates for a job, then…

Every enterprise RAG implementation starts with the same optimistic assumption: if we build a robust retrieval system, security will follow naturally. It won’t. Organizations deploying RAG systems today are discovering a painful truth in production environments—permission architectures fail at scale in ways that don’t trigger alarms until sensitive data leaks into outputs intended for restricted…