Senior ML Engineer · Torc Robotics

Generative AI for Autonomous Driving.|

Generative AI, reinforcement learning, and behavior simulation for autonomous driving — turning research into production systems in a fast-moving industry environment.

9+years in AI/autonomy
40+publications
7patents
6research fields

01 — About

From control theory to generative AI

Portrait of Behdad Chalaki

I'm a machine learning engineer working at the intersection of generative AI and autonomous driving. At Torc Robotics, I build generative models and reinforcement-learning systems for scalable, closed-loop behavior simulation — the kind that lets self-driving trucks train and get evaluated against realistic, diverse traffic before ever touching a real highway.

What I care about most is closing the gap between research and what actually ships. In a fast-moving industry environment, that means taking ideas from papers and prototypes to production pipelines that a real engineering team can rely on — not just publishing a result, but making it fast, robust, and usable under real deadlines.

Before that, I spent three years at Honda Research Institute working on interaction-aware motion planning, multi-robot coordination, and human-AI teaming, and earned a Ph.D. in Mechanical Engineering from the University of Delaware, where I developed decentralized control frameworks for connected and automated vehicles. That range — from optimal control theory to modern generative AI — is the throughline of my work: making autonomous systems that reason well about the other agents around them.

02 — Experience

Where I've built this

03 — Research areas

Fields I've worked across

Research spans these areas — the publications below map onto each one.

04 — Publications

Selected work

Scroll for TL;DRs of representative papers across the fields above. Full list of publications, patents, and awards on the full CV page.

05 — Patents

Filed work

06 — Skills

Tools of the trade

07 — Contact

Let's talk

Open to conversations about generative AI, autonomous systems, and research collaboration.