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This paper audits configuration fragility in text-to-3D evaluation by holding 300 generated scenes fixed while varying render and caption settings, finding that configuration variance often exceeds between-generator variance and that VLM-based evaluators frequently shift their reported winner without any change in the underlying scenes.
Anthroposcaper turns tagged 2D plans into textured 3D urban environments, rebuilding scenes automatically from drawing changes and supporting MCP-connected AI agents for template and material setup. Available on Product Hunt for browser-based drafting or DXF import with GLB export to editors and game engines.