Use whenever the user wants to generate a 2D image, a 3D game asset, prepare a 3D asset for 3D printing, run a model bake-off, inspect or upscale textures, or submit jobs to the two-machine queue on their local pipeline. Auto-detects the active project (Unity, Unreal, or any directory with a .asset-pipeline.json config) and routes outputs into that project's assets/ folder. Falls back to ~/3d-pipeline/workspace/ when run outside any project. Reads ~/3d-pipeline/.config to detect the hardware tier (laptop vs studio) and behaves accordingly. Triggers on requests like "generate a 3D model from this image", "make me a 2D concept", "create a 3D asset for my game", "convert this image to 3D", "prepare this for 3D printing", "make an STL for my Snapmaker", "compare SF3D vs SPAR3D", "run a benchmark", "upscale this texture", "queue this job on the other Studio", or any mention of SF3D, SPAR3D, TRELLIS.2, FLUX, Z-Image, mflux, Real-ESRGAN, concept art, or the Snapmaker U1. Handles text-to-2D (mflux), 2D-to-3D (SF3D /
2026-05-20