Better Search, Smaller Models: Why Retrieval Quality Beats Model Size

Many AI systems fail not because the model is too small, but because retrieval is weak. Better candidate generation, hybrid search, reranking, and cleaner context often improve quality more than upgrading to a larger LLM.