The Rugged Edge Media Hub

The Rugged Edge Media Hub

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The Rugged Edge Media Hub episodes

  • Behind the Board: Industrial Motherboard Solution Guide Audiobook

    This audiobook walks through Premio’s Industrial Motherboard Solution Guidebook, showing how OEM and ODM system builders can move from workload requirements to the right motherboard architecture for expansion, connectivity, memory, storage, thermal design, and future scalability.

    Don’t forget to subscribe Premio on YouTube:

    https://bit.ly/3zRlt8V

    🔎 Read Full Buying Guide:

    https://premioinc.com/blogs/blog/mini-itx-vs-micro-atx-vs-atx-how-to-choose-the-right-industrial-motherboard

    🔎 Visit Premio Website:

    https://premioinc.com/

    #industrialmotherboard #motherboard #edgecomputing

    #edgeai #OEM #ODM

    7 min
  • Beyond the Lab Bench: Bridging Advanced AI Models and Industrial Ruggedized Computing at the Edge

    In this technical overview, explore the engineering breakthroughs powering Physical AI and localized real-time inference. Deploying AI directly onto moving vehicles, robotic arms, and industrial equipment demands solving two critical challenges:

    The Squeeze (Software Compression): How agentic AI and precision optimization reduce model memory footprints from 64GB down to 4GB, enabling advanced intelligence to run entirely on compact edge hardware.

    The Shield (Hardware Fortification): Why standard hardware fails in the field and how fanless architecture, chassis heat sinks, and rugged shock/vibration/dust protection ensure continuous operation under severe duress.

    Learn how the convergence of hyper-compressed models and rugged edge hardware untethers intelligence from centralized data centers to power autonomous robotics, precision agriculture, and heavy machinery.

    Key Topics Covered:

    • Cloud Latency vs. Real-Time Physical Action
    • Model Optimization & Embedded AI Modules (NVIDIA Jetson)
    • Thermal Management & Fanless Chassis Design
    • Simulation, Digital Twins, and Stress Testing
    • Real-World Edge AI Deployments: Robotics, Farming, and Construction

    Learn More: https://premioinc.com/blogs/blog/beyond-the-lab-bench-bridging-advanced-ai-models-and-industrial-ruggedized-computing-at-the-edge

    Built Rugged. Built Ready.

    6 min
  • JetPack 7.2 SDK Now Available on JCO Series | Premio at embedded world North America 2026

    NVIDIA JetPack 7.2 is now available on Premio’s JCO Series, enabling the latest Jetson software capabilities for real-world edge AI deployment.

    At embedded world North America 2026, Premio showcased two live demonstrations powered by the JCO Series:

    • JCO-1000-ORN Series running NVIDIA NemoClaw with Hermes Agent to execute Jetson Agent Skills, including a live Jetson Memory Audit directly at the edge.

    • JCO-6000-ORN Series running a live vision-language model powered by Gemma 3 4B, using Jetson AGX Orin 32GB with Super Mode enabled for advanced multimodal AI processing.

    These demonstrations highlight how Premio’s rugged NVIDIA Jetson computers can support agentic AI, vision-language models, and locally deployed AI workloads without relying heavily on the cloud.

    Built for demanding edge environments, the JCO Series combines NVIDIA Jetson performance with rugged, fanless industrial design for applications including machine vision, robotics, autonomous systems, intelligent transportation, and physical AI.

    Learn more about Premio’s JCO Series: https://premioinc.com/collections/nvidia-jetson-solutions

    4 min
  • The Next Frontier in Industrial Edge AI | Embedded World 2026

    Explore the key trends shaping the next generation of rugged edge computing. From Physical AI and the See → Think → Act loop to accelerated Edge AI, IT/OT convergence, industrial connectivity, and remote management, discover how computing is evolving to support intelligent, autonomous systems in real-world environments and at scale.

    Explore more >>

    35 min
  • Premio’s Showcase of Rugged Edge AI PCs at Embedded World North America 2026

    Explore Premio’s latest rugged edge computing innovations from Embedded World North America 2026.

    In this booth tour, Premio’s product marketing team breaks down how the RCO, BCO, and JCO Series are designed for different edge computing workloads—from compact industrial IoT gateways and semi-rugged computing to high-performance GPU acceleration and NVIDIA-powered edge AI.

    Discover how Premio is supporting the next generation of physical AI, industrial automation, robotics, machine vision, and real-time AI inference with scalable edge computing platforms built for demanding deployments.

    In this video:

    • RCO Series — Super-rugged industrial edge computers designed for harsh environments, wide operating temperatures, flexible I/O, and high-performance edge workloads

    • BCO Series — Semi-rugged fanless industrial computers ranging from compact IoT gateways to expandable GPU-enabled edge platforms

    • JCO Series — Rugged NVIDIA Jetson edge AI computers built for robotics, vehicle applications, machine vision, and AI inference at the edge

    • NVIDIA JetPack 7.2 — Updates for Premio’s JCO Series, including enhanced AI performance and Super Mode support for AGX Orin 32GB

    • Physical AI & Edge AI — How localized computing is helping reduce latency, improve performance, and move AI workloads closer to where data is generated

    See how Premio is helping organizations choose the right compute architecture, ruggedness, connectivity, and acceleration for real-world edge deployments.

    🔗 Learn more about Premio’s industrial and rugged edge computing solutions at premioinc.com.

    23 min
  • Edge AI Workstation: GPU Selection & PCIe Architecture for Rugged Edge AI

    How do you design the right Edge AI Workstation?

    Choosing the right Edge AI Workstation takes more than selecting a GPU. This technical deep dive explores how NVIDIA GPU selection and PCIe architecture work together to support demanding industrial AI workloads.

    Learn how Premio's KCO Series Industrial Edge AI Workstations and VCO-6000-RPL Series Rugged Edge AI Workstations fit different performance, expansion, and deployment requirements.

    8 min
  • NVIDIA Jetson AGX Orin 32GB Super Mode on JCO-6000-ORN Series

    During Embedded World North America, Premio Product Manager Howard Yu demonstrates NVIDIA Jetson AGX Orin 32GB running in Super Mode on Premio’s JCO-6000-ORN Series.

    The demo highlights how NVIDIA JetPack 7.2 enables enhanced performance on Jetson AGX Orin while running a live VLM web UI for edge AI workloads.

    See how Premio’s JCO-6000-ORN Series combines NVIDIA Jetson AGX Orin with a rugged edge AI platform designed for advanced vision, inference, and real-time AI applications.

    Learn more about JCO-6000-ORN Series: https://premioinc.com/collections/jco-6000-orn-series-ai-edge-computer

    3 min
  • NVIDIA JetPack 7.2 Agent Skills: Memory Optimization on Jetson Orin NX 8GB

    During Embedded World North America, Premio Product Manager Howard Yu demonstrates NVIDIA JetPack 7.2 Agent Skills running on Premio’s JCO-1000-ORN Series with NVIDIA Jetson Orin NX 8GB.

    In this demo, the edge AI computer runs NemoClaw with the Hermes agent and uses Jetson Agent Skills, including Jetson Memory Audit, to analyze memory usage and help optimize resources for agentic AI workloads at the edge.

    The demo highlights how developers can use NVIDIA’s Jetson software ecosystem to better understand system memory behavior and optimize AI workloads on a compact edge AI platform.

    Learn more about Premio’s JCO-1000-ORN Series and NVIDIA Jetson-powered edge AI solutions: https://premioinc.com/collections/jco-1000-orn-series-ai-edge-computer

    6 min
  • Webinar: How to Select the Right JCO Series for Robotics | NVIDIA Jetson Orin Edge AI Computers

    How do you choose the right NVIDIA Jetson edge AI computer for robotics?

    As robotics workloads become more complex, engineers need to look beyond AI performance alone. Camera connectivity, robot-centric I/O, power, expansion, and deployment requirements all play a role in selecting the right computing solution.

    In this technical on-demand webinar, Premio walks through a practical framework for evaluating and selecting NVIDIA Jetson edge AI computers for robotics, from compact AMRs to advanced autonomous systems.

    NVIDIA Jetson Robotics Solutions

    • JCO-1000-ORN Series — Entry-Level Edge AI Computer Compact robotics
    • JCO-3000-ORN Series — Mid-Range Edge AI Computer Sensor-rich robotics
    • JCO-6000-ORN Series — High-Performance Edge AI Computer Advanced autonomous robotics

    Learn more about Premio's NVIDIA Jetson edge AI computers for robotics: https://premioinc.com/blogs/blog/how-to-select-the-right-nvidia-jetson-edge-ai-computer-for-robotics

    25 min
  • How to Choose the Right Industrial Panel PC for Automation

    Choosing an industrial Panel PC should start with the application, not just CPU, memory, or screen size.

    This video explains how to evaluate the key factors that determine the right HMI architecture, including workload, system integration, operating environment, connectivity, and product lifecycle.

    It also introduces Premio’s HIO, AIO, VIO, and SIO Panel PC architectures and where each fits across modern industrial automation applications.

    12 min

About The Rugged Edge Media Hub

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Welcome to Premio Inc's rugged edge media hub, a resource for rugged edge computing content that features product videos, technical application videos, podcasts, and company insights.