ConstraintThe product problem
A speech-to-speech AI application with real-time client, server, and reusable model services. The engineering challenge is to turn that scope into a legible system with explicit inputs, dependable workflow boundaries, and an outcome that can be inspected and maintained.
SystemThe architecture decision
The reviewed implementation routes audio / realtime event through streaming session orchestration, crosses realtime model & media services where required, and produces realtime audio / transcript.
OutcomeThe operating result
Terumi Akasaka is included as documented engineering work. Its source structure, technology stack, and functional flow are presented here even though no verified public deployment is currently available.