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Startups that move fast choose an AI architecture that trades long setup times for rapid iteration—so a reliable product appears in weeks rather than months. This article describes a pragmatic, production-ready blueprint for a lean AI stack and expands on operational, security, and product concerns that teams must address to scale safely.