Autonomous systems perform well under common conditions. Rare edge cases remain difficult, expensive, and often unsafe to reproduce in the physical world.

I helped build a physics-first simulation capability designed around realism rather than animation.

Working alongside safety and autonomy teams, we focused on:

• Physics accuracy

• Modular scenario construction

• Validation workflow integration

Autonomous systems perform well under common conditions. Rare edge cases remain difficult, expensive, and often unsafe to reproduce in the physical world.

I helped build a physics-first simulation capability designed around realism rather than animation.

Working alongside safety and autonomy teams, we focused on:

• Physics accuracy

• Modular scenario construction

• Validation workflow integration

Loss of Control Samples

Physics Scenario Showcase