YC Head of Design Eve Bouffard shares her revolutionary AI-first workflow, transforming product design, branding, and prototyping. Using projects like Paxel, SOTA Zine, and YC Startup School, she demonstrates how coding agents, voice interaction, and "disposable design" enable rapid iteration, deep personalization, and consistent branding, pushing the bottleneck from software to imagination.
This session details a data-efficient method for training engineering surrogate models by using uncertainty quantification (UQ) to guide geometric data augmentation. Instead of random deformations, the approach lets the deep ensemble model identify its own knowledge gaps (epistemic uncertainty), then uses Free-Form Deformation (FFD) to generate new shapes specifically in those uncertain regions. This ensures every expensive simulation run yields maximally informative data, significantly improving model accuracy for a fixed computational budget across domains like structural mechanics and aerodynamics.