Portfolio Managed AI Server Developer Platform The Problem Every team standing up its own AI infrastructure. Duplicated effort, inconsistent patterns. The Approach Centralized FastAPI server with RAG, document ingestion, and template generation. ~160 hours. 25% infra, 75% application logic. Centralizing AI infrastructure reduces per-project overhead and ensures consistency across teams. Developer Platform 9 / 17
