[+] Improved perception validation accuracy by 67% in large-scale environments through high-fidelity People Flow Monitoring simulations with realistic crowd dynamics and stochastic destination assignments (UE4/CARLA).

[+] Supported pre-deployment validation of over 300 LiDARs across multiple terminals at a major SEA airport.

[+] Cut simulation setup time by over 90% via an end-to-end scenario tooling suite for scenario configuration, point-cloud dataset generation, and fixed-seed regression checks, accelerating iteration velocity for algorithm team.