#model serving

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A data-curation bench with brushed-aluminium light boxes, one paired image-caption proof sheet caught mid-air leaving the keep stack toward a reject tray, its trailing edge still overlapping the stack below

Building a Multimodal AI Application That Actually Uses Its Inputs

A model that accepts an image is not the same as a model that uses one. A working guide to the decisions that separate the two: API or adapter, what the training pairs must contain, how to test for the unimodal shortcut, and what the tokens actually cost.

By Brecht Corbeel · August 12, 2026 · 18 min read

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