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11. Architecture Decision Rationale

Component Choice Rationale
Java Gateway Spring Boot Enterprise-grade framework, excellent REST support, easy testing
Python Service FastAPI High performance, automatic API documentation, great async support
ML Library stable-baselines3 Industry standard for PPO, well-tested, robust
Containerization Docker Consistent deployment, easy scaling, isolated environments
Communication REST/JSON Universal, stateless, easy to monitor, language-agnostic
Data Format JSON Human-readable, widely supported, easy serialization