Does each application responsibility need its own deployed service?
No. Separate responsibilities in your design first. Deployment boundaries should follow the project's processing needs and complexity rather than a fixed service count.
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The product must also manage input, permissions, saved work, progress, and output delivery. A model call provides one capability within that larger workflow.
The database can track structured project information and file references. Object storage can hold the actual audio, images, and video files associated with those records.
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