ConstraintThe product problem
An AI image-understanding application with separate web and API components. 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 input / action through domain & workflow logic, crosses external apis & platform services where required, and produces actionable result / automated outcome.
OutcomeThe operating result
Image Reader 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.