Before Physical AI can move, sense, or react, the hardware underneath has to keep up. This panel discussion explores what lies below the models and into the silicon layer: MCUs, FPGAs, and the hardware architectures that enable real-time intelligence at the edge, examining the hardware decisions shaping how Physical AI performs in the real world. Host: • Raffi Kassarjian (Sr. Director, Software Engineering, Site Lead, AMD Armenia) Speakers: • Rajeev Jayaraman (Vice President of FPGA Engineering, Microchip Technology) • Fadi Maamari (Vice President of Engineering, Synopsys) • Artavazd Khachatryan (Co-Founder & CEO, Grovf) Registration: via the link in the organizer's Instagram profile.