Privacy Meets Production: Local AI Tradeoffs. Branch Routing Tackles Context Amnesia. No-Code Fine-Tuning Gets a Streamlit Interface. Decentralized Training Enters Production. Turning Autoregressive Models Into Diffusion LMs