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The Hidden Cost of Embedding Model Drift in Production RAG
AI & Machine Learning7 min read

The Hidden Cost of Embedding Model Drift in Production RAG

Your vector index and your query encoder drifted apart months ago. Retrieval quality is quietly collapsing, and nothing in your observability stack noticed.

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Understanding Retrieval-Augmented Generation: Architecture, Pitfalls, and Production Lessons
AI & Machine Learning14 min read

Understanding Retrieval-Augmented Generation: Architecture, Pitfalls, and Production Lessons

RAG is the most deployed LLM pattern in production today. After building RAG systems for 18 months, here are the architectural decisions that matter and the mistakes that don't show up until scale.

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