Browse your kit by shape, not by filename.
Spectral shape descriptors indexed across your asset library. Query with any seed mesh; get back the K closest shape neighbours, each annotated with symmetry class so the swap respects the original kit's pivot. Built once, queried instantly.
$29 · $49 PRO · TIER III
Every asset gets a Heat-Kernel + Eigenvalue-Decomposition signature on import. Cosine similarity in that embedded space is constant-time. Symmetry Oracle annotates each result so kit pivots stay aligned through the swap.
Step 10 of the eleven-step pipeline — the asset library used by populate(). Kitbash Conductor indexes assets by their spectral shape signature so variant retrieval is shape-first, not filename-first. The orchestrator uses it for symmetry-aware swaps.
The studio-scale story — image-driven generation, virtual cinematography, 3D-printed mini-bigatures, latent HDR backdrops — is orchestrated by Scene Composer with Scene Stager driving the lighting and camera physics. This tool is a precise node in that larger workflow.
Read the full Hybrid 3D × AI workflow PDF →