Render pending
Titanium · LPBF
Organic lattice bracket
Load-path-driven structure grown directly inside the implicit field.
In-house implicit engine · On-prem AI cluster
Additive manufacturing designs no traditional CAD could draw.
We generate, refine, and print organic, load-optimized geometry with a proprietary volumetric engine built on OpenVDB — driven by generative AI models running entirely on our own GPU cluster. No cloud. No compromise on complexity.
The Engine
A volumetric implicit engine, not a mesh editor
Every design starts as a signed distance field inside a sparse OpenVDB grid — not a triangle mesh. Boolean unions, TPMS lattices, graded infill, and organic blends happen natively at voxel resolution, without the topology errors that break traditional CAD kernels.
- Sparse VDB grids — Millions of voxels, only where geometry exists — efficient enough to model full assemblies at print resolution.
- Signed distance fields — Every surface is a mathematical field, so offsets, shells, and lattices are exact, not approximated.
- Native TPMS & gyroid infill — Graded-density lattices generated directly in the field, tuned per region for stiffness, weight, or flow.
- Print-ready by construction — Wall thickness, overhang angles, and self-supporting geometry are enforced in the field before a single triangle exists.
The Cluster
Generative AI, running entirely in-house
Our design models run on a private GPU cluster we own and operate — trained on manufacturing constraints, not stock imagery. Every part shown here was proposed, scored, and iterated by AI before a human ever opened a viewer.
- On-prem, not outsourced — No data leaves our racks — full control over models, weights, and training data.
- Constraint-aware generation — Models understand overhang limits, minimum wall thickness, and material behavior, not just aesthetics.
- Thousands of variants per brief — Rapid generative exploration narrows a huge design space down to a shortlist worth printing.
- Direct feedback into the engine — Every AI-proposed geometry is converted straight into the implicit field for refinement, never redrawn by hand.
Gallery
Designs in progress
A growing collection of pieces generated end-to-end through the AI cluster and implicit engine. Renders are being captured as prints come off the machines — check back often.
Render pending
Nylon PA12 · SLS
Generative gyroid enclosure
Graded TPMS shell balancing stiffness and weight.
Render pending
AlSi10Mg · LPBF
Topology-free fluid manifold
Internal channels impossible to draw in parametric CAD.
Render pending
Copper alloy · LPBF
Adaptive-density heat sink
Local lattice density tuned to thermal simulation results.
Render pending
PA12-CF · SLS
Freeform lightweight arm
AI-explored variants scored on stiffness-to-mass ratio.
Render pending
Ti-6Al-4V · LPBF
Sculptural load-bearing node
A single monolithic part replacing a multi-piece assembly.
Process
From prompt to printed part
1
Brief & constraints
Function, loads, material, and process constraints define the design space.
2
AI generative exploration
Our cluster proposes and scores thousands of geometric variants against the brief.
3
Implicit refinement
The best candidates are refined inside the OpenVDB engine: lattices, shells, blends, supports.
4
Print-ready output
Field data is sliced directly — no intermediate mesh cleanup — ready for the machine.
Have a part that deserves this?
Tell us about the geometry, the constraints, and the process. We'll show you what the cluster comes up with.