ARCHITECTURE

Mac mini (Whisper + Ollama + dev) → NAS WD_BLACK (MariaDB + Python ingest) → Zeus Supabase (web API reads) → Vercel (web app)
Xbox target: Ollama GPU inference offload — activate Dev Mode to unlock AMD RDNA2 GPU