Category: Architecture

The Agentic Reasoning Layer: When Your Static RAG System Needs Autonomous Decision-Making You’ve built a RAG system that retrieves documents faster than your team can read them. It pulls the right information. It grounds responses in fact. And yet—somewhere between retrieval and generation, your system hits a wall. It can’t reason across multiple sources. It…

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…