Inspiration
Heads-up displays can significantly help drivers stay focused. They’re widely used in fighter jets, commercial aviation, and some car models. Yet HUD adoption is still below 5% today—mainly because existing solutions are expensive and rigid.
What it does
NeuroHUD offers a new alternative: highly compatible, scalable, and designed to reduce design costs by up to 80% through economies of scale. It also delivers powerful performance by integrating with a Grok assistant that stays consistent while continuously learning and evolving, making information and interactions as natural as talking to a co-pilot.
Challenges we ran into
The biggest challenge in deploying AI models at the edge is real-time performance. We have to find the most efficient approach to ensure the model can respond to its environment reliably and at high speed, even under extremely tight compute and memory constraints.
How we built it
Our architecture combines a small model and a large model: the small model processes local raw data at high speed, while the large-model API handles carefully pruned workflows and optimized prompts—enabling near-zero-latency, locally deployed performance. Meanwhile, data is stored in the cloud so the Grok assistant can maintain consistency and an abstracted memory of the information, enabling it to support the driver in an increasingly personalized and efficient way over time.
Accomplishments that we're proud of
After extensive optimization, our on-device model responds at up to 50 frames per second, like a professional WRC rally navigator calling pace notes in real time.
What we learned
But any novel idea still has to be brought to life—and behind that is countless detailed, tedious tasks. While we keep our eyes on the stars, we can’t forget to look down and keep pushing performance to the limit through hard work.
What's next for NeuroHUD
Looking ahead, NeuroHUD will keep evolving through OTA updates—adding eye tracking, AR enhancements, and personalized AI customization—to bring the next-generation cockpit to life.
Log in or sign up for Devpost to join the conversation.