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Field report · Architecture

A five-stage AI pipeline from product photograph to 3D spatial asset

Documenting a full content pipeline: background removal, image-to-mesh generation, environment placement, and Gaussian Splat integration — with failure analysis at each stage.

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A six-month study of three emergency departments piloting LLM-assisted triage. We document where copilots reduced documentation load, where they introduced new failure modes, and the review protocols clinicians asked for.