System design for a complete AI Software Engineer platform: bird's eye architecture, design principles, technology selection, capacity planning, platform data model, and three deep dives from 300ms autocomplete to autonomous app building. Covers context engines, model gateways, agent loops, sandboxes, multi-model routing, long-running memory, crash recovery, multi-agent orchestration, multi-tenant isolation, and an end-to-end walkthrough.