Measure retrieval misses separately from model failures
Give retrieval its own outcome and telemetry so missing or irrelevant context is not diagnosed as a model problem.
Give retrieval its own outcome and telemetry so missing or irrelevant context is not diagnosed as a model problem.
Citations should point back to the retrieved evidence, not to sources the model guessed after answering.
How to connect Microsoft Agent Framework agents to private application knowledge without stuffing full documents into the prompt.
How to reduce RAG hallucinations by short-circuiting generation when retrieval returns weak evidence, with a simple C# threshold check.
Why stale documents, weak chunking, and thin metadata usually break RAG before prompt tuning does.