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Text-to-CAD & Programmatic 3D: CAD Generation for AI Agents

02.06.2026 · 2 min read · Dr. Markus Meier
Text-to-CAD & Programmatic 3D: CAD Generation for AI Agents

Traditional CAD relies on complex Boundary Representations (B-Rep) and heavy geometric kernels like Parasolid or OpenCascade. For AI agents, manipulating these kernels is highly inefficient. A rising paradigm called "Implicit Modeling" changes the game: instead of faces and edges, agents generate 3D models using pure code and mathematical formulas (Signed Distance Fields). Here is how tools like implicit.js and text-to-cad enable automated CAD design.

The Text-to-CAD Tool Stack

  • implicit.js (Engine): An open-source library by earthtojake that defines 3D geometry via Signed Distance Fields (SDFs). Code written by LLMs compiles directly into WebGL for real-time browser rendering.
  • text-to-cad (Agent Skills): A framework designed to equip AI agents with the tools to construct, edit, and export CAD files (STEP, STL, GLB) from natural language instructions.
  • CadX AI & Dimension AI: Specialized AI assistants that generate full assembly CAD files from text prompts or transform flat 2D drawings into parametric 3D files.

How Implicit CAD Modeling Works

  • Signed Distance Fields (SDFs): Every point in space evaluates to a distance from the object boundary (negative inside, positive outside, zero on the surface).
  • Geometric Primitives: Basic shapes like spheres, boxes, and cylinders are defined by short mathematical formulas.
  • Boolean Algebra: Primitives are combined via simple mathematical logic: Union (min), Subtraction (max of negative), and Intersection (max).

Practical Pipeline: Building a Mug with Math

An AI agent can construct a functional coffee mug with just three programmatic operations:

  • Step 1 (Outer Cylinder): Define a cylinder with a radius of 5.0 and a height of 10.0.
  • Step 2 (Hollowing): Define a slightly smaller cylinder (radius 4.5, height 9.5), translate it upwards by 0.5 units, and subtract it from the outer cylinder.
  • Step 3 (Handle): Create a torus (donut) with major radius 3.0 and minor radius 0.8. Rotate it 90 degrees, translate it to the side, and merge (union) it with the mug body.
  • Result: Pure mathematical code of less than 20 lines yields a clean 3D structure without any CAD license or heavy files.

Key Takeaways

  • Implicit modeling bypasses the spatial reasoning issues of traditional CAD, allowing AI agents to build complex manifolds using pure math.
  • Check out earthtojake/text-to-cad on GitHub or play with the browser compiler at implicit.sh to get started.
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