Videos on Edge AI and Visual Intelligence
We hope that the compelling AI and visual intelligence case studies that follow will both entertain and inspire you, and that you’ll regularly revisit this page as new material is added. For more, monitor the News page, where you’ll frequently find video content embedded within the daily writeups.
Alliance Website Videos
2.5 VL on NPX6 Silicon
Gordon Cooper, Principal Product Manager, and Alexey Brodkin, Director SW, present a demo showcasing the Qwen 2.5 VL real-time vision-language model running on existing silicon enabled by the ARC NPX NPU IP. The 48K MAC NPX6 handles the prompt processing and token generation and can also process other vision algorithms in parallel. Since
Avocado OS x Grinn: Rapid Physical AI Development on Edge Vision Hardware
At EVS 2026, Bill Brock, CEO of Peridio, joins Robert Atrea, CEO of Grinn Global, to announce a co-development partnership bringing Avocado OS to Grinn’s AstroSOM 1680 platform. Together, they demonstrate how Avocado OS integrates with Grin’s edge vision hardware to accelerate development of production-ready computer vision and physical AI applications. The demo highlights a
Avocado Connect: From Dev Kit to Production for Physical AI Fleets (with Advantech)
In this video, Justin Schneck, CTO and Co-Founder of Peridio, introduces Avocado Connect, the fleet management platform for deploying and operating Avocado OS in production physical AI environments. He explains the gap between building on dev kits like NVIDIA Jetson and running reliable, scalable systems in the field—and how Avocado Connect is designed to bridge
Device Infrastructure for Physical AI: Introducing Avocado OS
Justin Schneck, CTO and Co-Founder of Peridio, introduces Avocado OS, the company’s modern embedded Linux operating system designed for teams building physical AI devices and products. In this video, Schneck explains how the rise of physical AI has created one of the deepest and most complex software stacks engineering teams have faced—combining embedded Linux, AI
Nota AI Demonstration of LLM Acceleration on Mobilint NPU, Optimized with NetsPresso
Thibault Castells, Research Engineer at Nota AI, demonstrates the company’s latest edge AI technologies at the 2026 Embedded Vision Summit. Specifically, he demonstrates Qwen3-4B running as a real-time LLM Coding Assistant entirely on Mobilint MLA100 NPU, optimized with NetsPresso. Achieving 179–478ms Time to First Token and 8.5–10.8 tokens per second, the demo proves that high-performance
Nota AI Demonstration of VLA Robotics on Dragonwing, Enhanced by NetsPresso
Thibault Castells, Research Engineer at Nota AI, demonstrates the company’s latest edge AI and vision technologies at the 2026 Embedded Vision Summit. Specifically, he demonstrates VLA optimization on Qualcomm Dragonwing IQ-9075, powered by NetsPresso. Using an Action Head-only optimization approach, Nota AI achieves 7x faster Action Head speed (218ms → 31ms) and 1.6x faster end-to-end
Nota AI Demonstration of NetsPresso Agentic Optimization Platform
Thibault Castells, Research Engineer at Nota AI, demonstrates the company’s latest edge AI and vision technologies at the 2026 Embedded Vision Summit. Specifically, Castells demonstrates newly updated NetsPresso, Nota AI’s AI model optimization platform, which now features an agentic optimization loop that automates the entire optimization pipeline. NetsPresso supports optimization across edge and server environments,
NAMUGA Demonstration of the Stella120 and 180 – Wide-Angle Solid-State LiDAR Modules
Arthur You, Global Sales Manager at NAMUGA, demonstrates the company’s LiDAR: Stella120 and 180 wide-angle solid-state LiDAR modules at the 2026 Embedded Vision Summit. The demonstration showcases long-range sensing capabilities, wide field-of-view coverage and high-resolution environmental perception enabled by NAMUGA’s solid-state LiDAR technology. Designed for next-generation robotics, smart mobility, and industrial automation applications, the modules
NAMUGA Demonstration of Real-Time 3D Body Pose Tracking and Super Tele AF Module for Drones
Arthur You, Global Sales Manager at NAMUGA, demonstrates the company’s real-time 3D body pose solution powered by an RGB+iToF camera module, along with NAMUGA’s RGB camera module designed for drone applications, at the 2026 Embedded Vision Summit. The demonstration highlights accurate real-time human pose estimation using depth-enhanced vision technology, as well as high-performance imaging capabilities
NAMUGA Demonstration of the Vicon Smart Access Control System
Arthur You, Global Sales Manager at NAMUGA, demonstrates the company’s Vicon Smart Access Control System at the 2026 Embedded Vision Summit. The solution combines advanced vision sensing and AI-powered recognition technologies to enable secure, convenient, and contactless access control. During the demonstration, You showcases real-time user authentication and intelligent access management capabilities, highlighting how the
