Designing an Honest Multi-Model Image-to-Image Generation Workflow

A developer outlines a design for multi-model image-to-image generation that keeps interfaces truthful despite varying source-count rules, file constraints, resolutions, account gates, credit costs, and provider availability. The approach treats active capability definitions as contracts and submissions as immutable request snapshots.