Intentional Software Still Matters in the Age of AI Coding

Traditional RAG systems struggle with complex factual queries and limited retrieval context. This two-brain chatbot architecture improves accuracy by reformulating queries, selecting relevant structured data indexes, and generating reliable answers directly from real data instead of scattered text chunks.