### **Session Title: Language Intelligence for Safer, Smarter Autonomous Mobility** **YouTube:** **[https://youtube.com/live/1Mc4mvrJD3o?feature=share](https://youtube.com/live/1Mc4mvrJD3o?feature=share)** **Session Description:** Large Language Models (LLMs) are revolutionizing the autonomous mobility landscape — enabling deeper contextual understanding, flexible decision-making, and more natural human-machine interactions. Join us for an exclusive deep dive into real-world LLM deployments that are breaking away from traditional AV (Autonomous Vehicle) pipelines. In this session, we’ll explore: * **Waymo’s EMMA system**: Achieved 16% fewer perception errors and 24% fewer disengagements using a unified transformer with cross-modal attention. * **DeepSeek R1 (China)**: A reasoning-first driving model adopted by BYD and others, designed to align with local driving norms. * **DriveMLM Framework**: Boosts command interpretation accuracy by 87% and improves user trust by 34%. We’ll also cover key advances such as: * Up to **18% better rare object classification** * **23% reduction in false positives** via contextual LLM filtering * Technical challenges like high computational demands (>100 TOPS), real-time constraints, and regulatory considerations for probabilistic behaviors This session will also introduce emerging solutions including: * Hybrid neuro-symbolic architectures * SOTIF (Safety of the Intended Functionality) compliance * Edge AI optimizations **Our expert speaker**, who holds **2+ patents in the field**, brings deep technical insight and hands-on experience in deploying LLMs in safety-critical environments. **How to Join:** 🔗 **The session link will be visible after you RSVP.** 👉 RSVP now to reserve your spot. **Be Ready to Engage:** * Bring a **notepad** – this is a content-rich session! * Submit your questions **beforehand** via **Meetup Comments**. * Ask questions **live via comments or** **join the stage** with **camera/mic access** – just **reach out to us in advance** if you’d like to participate on screen. **Don’t miss this opportunity to explore the future of autonomous driving through the lens of AI and language intelligence.** **Email: [powerbiclub-up@hotmail.com](powerbiclub-up@hotmail.com)**