Capstone Build: Implement the Core Loop

Shipping proves you can integrate, not just diagram. Backend AI work is judged by whether the retrieval path, prompt contract, response schema, citations, logging, latency guard, and error handling work together under one reproducible command. This capstone turns scattered concepts into a service loop a reviewer can run, test, inspect through traces, and discuss in terms of trade-offs.

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