A car surface wrapped in a dense glowing finite-element wireframe, steel lines with ember hotspots

Case 02 · generative

A Grammar for Geometry

GENERATIVE · AUTOREGRESSIVE · CAD→MESH

2024 — present · Kube GmbH

Meshing is the unglamorous bottleneck of simulation. What if a model could generate it the way a language model generates text — one token of geometry at a time?

Triangulated mesh over an automotive body, generated geometry holding its shape

I am building an autoregressive model that learns to produce mesh for CAD data, exploring how the transformer recipe transfers from sentences to surfaces.

It is the most speculative thing I work on, and the most alive: the moment the generated geometry first held its shape felt like watching a sentence finish itself.

apparatus

  • Transformers
  • PyTorch
  • CAD
  • Generative Modeling

frontier

geometry as language

Revan · ML Engineer · Darmstadt
σ 0.430
00%initializing
finding the structure in the noise
Revan