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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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Microchip Expands PolarFire FPGA Smart Embedded Video Ecosystem with New SDI IP Cores and Quad CoaXPress Bridge Kit

Solution stacks deliver broadcast-quality video, SLVS-EC to CoaXPress bridging and ultra-low power operation for next-generation medical, industrial and robotic vision applications   CHANDLER, Ariz., January 19, 2025 —Microchip Technology (Nasdaq: MCHP) has expanded its PolarFire® FPGA smart embedded video ecosystem to support developers who need reliable, low-power, high-bandwidth video connectivity. The embedded vision solution stacks combine hardware evaluation kits, development

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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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Top Python Libraries of 2025

This article was originally published at Tryolabs’ website. It is reprinted here with the permission of Tryolabs. Welcome to the 11th edition of our yearly roundup of the Python libraries! If 2025 felt like the year of Large Language Models (LLMs) and agents, it’s because it truly was. The ecosystem expanded at incredible speed, with new models,

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Why Camera Selection is Extremely Critical in Lottery Redemption Terminals

This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. Lottery redemption terminals represent the frontline of trust between lottery operators and millions of players. The interaction at the terminal carries high stakes: money changes hands, fraud attempts must be caught instantly, and regulators demand

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Quadric, Inference Engine for On-Device AI Chips, Raises $30M Series C as Design Wins Accelerate Across Edge

Tripling product revenues, comprehensive developer tools, and scalable inference IP for vision and LLM workloads, position Quadric as the platform for on-device AI. BURLINGAME, Calif., Jan. 14, 2026 (PRNewswire) — Quadric®, the inference engine that powers on-device AI chips, today announced an oversubscribed $30 million Series C funding round, bringing total capital raised to $72

Quadric, Inference Engine for On-Device AI Chips, Raises $30M Series C as Design Wins Accelerate Across Edge Read More +

How to Enhance 3D Gaussian Reconstruction Quality for Simulation

This article was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. Building truly photorealistic 3D environments for simulation is challenging. Even with advanced neural reconstruction methods such as 3D Gaussian Splatting (3DGS) and 3D Gaussian with Unscented Transform (3DGUT), rendered views can still contain artifacts such as blurriness, holes, or

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Quadric’s SDK Selected by TIER IV for AI Processing Evaluation and Optimization, Supporting Autoware Deployment in Next-Generation Autonomous Vehicles

Quadric today announced that TIER IV, Inc., of Japan has signed a license to use the Chimera AI processor SDK to evaluate and optimize future iterations of Autoware, open-source software for autonomous driving pioneered by TIER IV. Burlingame, CA, January 14, 2026 – Quadric today announced that TIER IV, Inc., of Japan has signed a

Quadric’s SDK Selected by TIER IV for AI Processing Evaluation and Optimization, Supporting Autoware Deployment in Next-Generation Autonomous Vehicles Read More +

Vision Components to Present VC MIPI IMX454 Multispectral Camera Module at Photonics West

Ettlingen, Germany, January 12, 2026 — Vision Components will present its new VC MIPI IMX454 Camera Module at SPIE Photonics West, 20-22 January in San Francisco, California. The MIPI Camera features Sony’s new multispectral image sensor IMX454 and enables to capture up to 41 wavelength in one shot. VC will also showcase its lineup of

Vision Components to Present VC MIPI IMX454 Multispectral Camera Module at Photonics West 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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