Blog Posts

Proactive Road Safety: Detecting Near-Miss Incidents with AI Vision

This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. Key Takeaways How the idea of near-miss incidents shapes proactive traffic safety programs Where near-miss detection strengthens future-ready intersections and highways How AI vision tracks movement, classifies conflict, and ranks severity Why imaging features such as […]

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OpenMV’s Latest: Firmware v4.8.1, Multi-sensor Vision, Faster Debug, and What’s Next

OpenMV kicked off 2026 with a substantial software update and a clearer look at where the platform is headed next. The headline is OpenMV Firmware v4.8.1 paired with OpenMV IDE v4.8.1, which adds multi-sensor capabilities, expands event-camera support, and lays the groundwork for a major debugging and connectivity upgrade coming with firmware v5. If you’re

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Faster Sensor Simulation for Robotics Training with Machine Learning Surrogates

This article was originally published at Analog Devices’ website. It is reprinted here with the permission of Analog Devices. Training robots in the physical world is slow, expensive, and difficult to scale. Roboticists developing AI policies depend on high quality data—especially for complex tasks like picking up flexible objects or navigating cluttered environments. These tasks rely

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How Edge Computing In Retail Is Transforming the Shopping Experience

Forward-looking retailers are increasingly relying on an in-store combination of data collection through IoT devices with various types of sensors, AI for decisions and transactions on live data, and digital signage to communicate results and allow for interaction with customers and store associates. The applications built on this data- and AI-centric foundation range from more

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Meet MIPS S8200: Real-Time, On-Device AI for the Physical World

This blog post was originally published at MIPS’s website. It is reprinted here with the permission of MIPS. Physical AI is the ability for machines to sense their environment, think locally, act safely, and communicate quickly without waiting on the cloud. In safety-critical scenarios like driver assistance or industrial robotics, milliseconds matter. That’s why MIPS’

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The Next Platform Shift: Physical and Edge AI, Powered by Arm

This blog post was originally published at Arm’s website. It is reprinted here with the permission of Arm. The Arm ecosystem is taking AI beyond the cloud and into the real-world As CES 2026 opens, a common thread quickly emerges across the show floor: most of what people are seeing, touching, and experiencing is already built on Arm. Arm-based

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STM32MP21x: It’s Never Been More Cost-effective or More Straightforward to Create Industrial Applications with Cameras

This blog post was originally published at STMicroelectronics’ website. It is reprinted here with the permission of STMicroelectronics. ST is launching today the STM32MP21x product line, the most affordable STM32MP2, comprising a single-core Cortex-A35 running at 1.5 GHz and a Cortex-M33 at 300 MHz. It thus completes the STM32MP2 series announced in 2023, which became our first 64-bit MPUs. After the

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Why Scalable High-Performance SoCs are the Future of Autonomous Vehicles

This blog post was originally published at Texas Instruments’ website. It is reprinted here with the permission of Texas Instruments. Summary The automotive industry is ascending to higher levels of vehicle autonomy with the help of central computing platforms. SoCs like the TDA5 family offer safe, efficient AI performance through an integrated C7™ NPU and

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Getting Started with Edge AI on NVIDIA Jetson: LLMs, VLMs, and Foundation Models for Robotics

This article was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. Running advanced AI and computer vision workloads on small, power-efficient devices at the edge is a growing challenge. Robots, smart cameras, and autonomous machines need real-time intelligence to see, understand, and react without depending on the cloud. The NVIDIA

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What is a Stop Sign Violation, and How Do Cameras Help Prevent It?

This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. From suburban neighborhoods to rural highways, failure to comply with stop signs endangers pedestrians, cyclists, and other vehicles. The problem becomes more critical near schools, school buses, and intersections, where non-compliance can lead to severe consequences.

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