RAG Engineering Insights

October 12, 20267 min read

RAG vs Fine-Tuning: How to Decide for Enterprise AI Systems

Should your enterprise fine-tune an open-source LLM or build a Retrieval-Augmented Generation pipeline? An architectural decision framework factoring data velocity, cost, and hallucination risk.

Dr. Alistair Vance

How to Build a RAG System on Private Company Data: Zero-Egress Blueprint

RAGHealthcare

October 10, 20269 min read

How to Build a RAG System on Private Company Data: Zero-Egress Blueprint

Step-by-step engineering blueprint for deploying a private vector mesh over confidential enterprise documents with strict role-based access control and zero cloud data leakage.

Dr. Alistair Vance

RAG Accuracy: How to Evaluate Retrieval in Production with Golden Datasets

RAGFinancial Services

October 08, 20266 min read

RAG Accuracy: How to Evaluate Retrieval in Production with Golden Datasets

Stop relying on subjective spot-checks. How to measure the RAG Triad—Context Relevance, Groundedness, and Answer Relevance—in your automated CI/CD pipelines.

Marcus Thorne