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 […]
2.5 VL on NPX6 Silicon Read More +
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 OS x Grinn: Rapid Physical AI Development on Edge Vision Hardware Read More +
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 LLM Acceleration on Mobilint NPU, Optimized with NetsPresso Read More +
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 VLA Robotics on Dragonwing, Enhanced by NetsPresso Read More +
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,
Nota AI Demonstration of NetsPresso Agentic Optimization Platform Read More +
Mistral AI has introduced Robostral Navigate, an 8-billion-parameter embodied navigation model designed to move robots through unfamiliar environments using natural-language instructions and images from a single RGB camera. Unlike many vision-language navigation systems, it does not require LiDAR, depth sensing or a panoramic multi-camera rig. On the R2R-CE validation-unseen benchmark, Mistral reports a 76.6% success
Mistral’s 8B Robostral Navigate Steers Robots Using a Single RGB Camera Read More +
This demonstration showcases a real-time vision-language inference pipeline running on an AMD Radeon™ integrated GPU, highlighting multimodal AI capabilities on power-efficient embedded platforms. The system processes live or recorded video streams and enables interactive question answering based on visual scene understanding. A lightweight Vision-Language Model (VLM) is deployed to jointly interpret visual inputs and natural
Real-Time Vision-Language Inference on AMD Radeon™ iGPU Using ROCm™ Read More +
When your chip is running inside 30 partner ecosystems across 8 countries, how you manage and deliver technical knowledge becomes as critical as the silicon itself. This blog post was originally published at Rapidflare’s website. It is reprinted here with the permission of Rapidflare. DEEPX is one of the most technically credentialed companies in edge AI.
From Silicon to Scale: How DEEPX Is Scaling Developer Support Read More +
New NVIDIA Blackwell-powered T3000 and T2000 modules, paired with new NVIDIA Jetson software memory optimization and agent skills, help partners and customers move advanced robotics, visual AI and edge workloads onto compact, power-efficient systems. This news blog post was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. General-purpose
NVIDIA Introduces New Jetson Thor Computers to Advance Mainstream Robotics and Edge AI Read More +
This blog post was originally published at ENERZAi’s website. It is reprinted here with the permission of ENERZAi. Hyundai Motor Group recently introduced Gleo AI — a conversational voice AI agent — in the all-new Grandeur, marking the first time such a system has appeared in one of their production vehicles. Unlike traditional voice recognition, which only responds to fixed
In-cabin Voice Agent at the Edge: Redefining the Drive Read More +
Here you’ll find a wealth of practical technical insights and expert advice to help you bring AI and visual intelligence into your products without flying blind.
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