Articles

Engineering write-ups and analysis from DeepUnity.

Why inverse-surrogate ML model failed in practical jumper design?

Why inverse-surrogate generative design is brittle for jumpers and a forward-only alternative that matches engineering practice.

What Drives Jumper Unity Values?

Feature-importance and ablation study of our BiLSTM model used for per-element unity prediction.