AI gets you to "it compiles" fast. The last 20% kills you: tests, security, governance, release readiness. 45% of AI-generated code has security flaws. Forge is the delivery engine that closes that gap. One plugin for safety. One Rust binary for orchestration. One dashboard for visibility. From prototype to production.