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Vulnerability assessment: VulnScout or Dependency-Track? Complex software systems may include hundreds or even thousands of vulnerabilities. In such contexts, it is crucial to be aware, monitor, and assess vulnerabilities detected in products. In Europe, the Cyber Resilience Act (https://digital-strategy.ec.europa.eu/en/policies/cyber-resilience-act) makes it mandatory for products with digital elements. Similar requirements also exist in other regions and […]

Monocular Depth Estimation on the Verdin i.MX95 for Edge AI   Deploying Monocular Depth Estimation on the Verdin i.MX95 for Edge AI: model adaptation, INT8 quantization, and a full embedded software stack for real-time depth inference at 30 FPS from a single RGB camera. Monocular depth estimation involves reconstructing a depth map from a single […]

Introduction In the embedded world, the question is no longer which OS should I use, but how can I make them work together? Modern SoCs are blurring the line between real-time microcontrollers and application processors. Chips like the STM32MP2 from STMicroelectronics integrate both a Cortex-A35, capable of running a full Linux distribution, and a Cortex-M33, […]

Live demonstrations at Booth 4-642 (Hall 4) will showcase real-time AI vision pipelines optimized for embedded hardware accelerators and built on the open-source AI ecosystem.   Nuremberg, Germany, March 6, 2026 – Savoir-faire Linux, a leading open-source software engineering and consulting firm specializing in embedded and industrial systems, announces at Embedded World 2026 the official launch […]

Optimizing YOLO Training for Real-Time Detection on a LiDAR system This is the second of a three-part series on real-time YOLO detection on a LiDAR system for Edge AI. Find Article 1 on generating synthetic depth and NIR datasets here. Currently, new low-resolution embedded LiDAR such as the VL53L9CX, are emerging as a highly suitable […]