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A user tested image-to-3D model Seed3D 2.0 via Atlas Cloud on a single photo of a fire hydrant, finding that the reconstructed back and overall shape looked convincing, but fine details like raised cast lettering were completely missing from the mesh—highlighting how AI 3D demos can appear plausible while losing object-specific fidelity.
A GDC 2005 talk by Bungie's Matthew Noguchi describing the content management system built for Halo 2, including the tag-based resource system and custom editing tools like Guerilla.