Standard RAG pipelines are bleeding compute. Every time a chat session closes, your organization pays a hidden "retrieve-every-time" tax to reconstruct that intelligence from scratch. In this podcast, we break down the architectural fix: Knowledge Compilation. Learn how to pay the synthesis token tax once at ingest, and query it for nearly free forever using frameworks like Karpathy's LLM Wiki and Garry Tan's GBrain.