AAEON Launches BOXER-8654AI-KIT with NVIDIA Jetson Orin for AI Applications


January 20, 2025 by our News Team

The BOXER-8654AI-KIT is a development kit from AAEON that offers advanced connectivity and storage options, as well as pre-loaded software components, making it the perfect canvas for developers to create innovative embedded AI solutions.

  • Advanced carrier board with a plethora of I/O options
  • High-speed connectivity with M.2 E and B-key slots for Wi-Fi and 5G modules
  • Pre-loaded with a full catalog of NVIDIA Jetpack 6.0 SDK components for easy development


Introducing the BOXER-8654AI-KIT

If you’re in the market for edge AI solutions, you’ll want to pay attention to AAEON’s latest offering: the BOXER-8654AI-KIT. As a frontrunner in the world of embedded AI systems, AAEON has taken their BOXER series to the next level with this new development kit, which comes equipped with either an 8 GB or 16 GB nVidia Jetson Orin NX module. But what does this mean for developers and tech enthusiasts? Let’s dive in!

A Playground for Developers

The BOXER-8654AI-KIT isn’t just another piece of hardware; it’s a canvas for innovation. If you’ve ever dreamed of building your own embedded solutions from scratch, this kit opens the door wide. With its advanced carrier board, you’re equipped with a plethora of I/O options that make prototyping and development a breeze. Imagine having six USB 3.2 Gen 2 ports at your fingertips, along with four LAN ports and an Out-of-Band (OOB) management box header. That’s a lot of connectivity for your projects!

Display and Connectivity Features

But wait, there’s more! The carrier board features a physical HDMI Type-A port and two MIPI CSI connectors, each with four lanes. This means you can hook up two MIPI cameras per interface. Whether you’re working on a smart surveillance system or a robotics project, the possibilities are endless.

And let’s not forget about the two DB-9 ports. One offers an RS-232 (RX/TX/GND)/422/485 signal, while the other serves up a CANBus interface. These features are essential for those diving into automotive or industrial applications. Plus, the NVIDIA Jetson-compatible 40-pin header allows for I2C, SPI, UART, and other serial interfaces, giving you even more flexibility.

High-Speed Connectivity

Need to connect to the internet? The BOXER-8654AI-KIT has you covered with M.2 E and B-key slots for Wi-Fi and 5G modules. It even includes an onboard SIM slot for cellular data transmission. This means you can keep your applications connected, whether you’re in a lab or out in the field.

Storage Options and Software Support

Unlike many of AAEON’s other products, the BOXER-8654AI-KIT skips the onboard eMMC storage. Instead, it features an M.2 M-Key slot for high-performance NVMe SSDs and a SATA slot for additional storage options. This setup is perfect for those who need speed and reliability in their applications.

What’s even better? The kit comes pre-loaded with a full catalog of NVIDIA Jetpack 6.0 SDK components—think CUDA, cuDNN, TensorRT, OpenCV, and DeepStream. Plus, you’ll find tools like Vulkan and NVIDIA Nsight to help streamline your development process. This means you can hit the ground running, focusing on building high-performance graphics and AI inference applications without worrying about software compatibility.

Explore More

Curious to learn more about the BOXER-8654AI-KIT and how it can elevate your projects? For detailed specifications and additional information, be sure to check out its dedicated product page. Whether you’re a seasoned developer or just starting, this kit is designed to inspire creativity and innovation in the world of embedded AI.

AAEON Launches BOXER-8654AI-KIT with NVIDIA Jetson Orin for AI Applications

AAEON Launches BOXER-8654AI-KIT with NVIDIA Jetson Orin for AI Applications

AAEON Launches BOXER-8654AI-KIT with NVIDIA Jetson Orin for AI Applications

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Background Information


About AAEON:

AAEON is a global leader in the design and manufacturing of advanced industrial and embedded computing solutions. With a strong focus on innovation and technology, AAEON provides a wide range of rugged and reliable hardware products tailored to meet the diverse needs of industries such as industrial automation, IoT (Internet of Things), edge computing, and AI (Artificial Intelligence).

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About nVidia:

NVIDIA has firmly established itself as a leader in the realm of client computing, continuously pushing the boundaries of innovation in graphics and AI technologies. With a deep commitment to enhancing user experiences, NVIDIA's client computing business focuses on delivering solutions that power everything from gaming and creative workloads to enterprise applications. for its GeForce graphics cards, the company has redefined high-performance gaming, setting industry standards for realistic visuals, fluid frame rates, and immersive experiences. Complementing its gaming expertise, NVIDIA's Quadro and NVIDIA RTX graphics cards cater to professionals in design, content creation, and scientific fields, enabling real-time ray tracing and AI-driven workflows that elevate productivity and creativity to unprecedented heights. By seamlessly integrating graphics, AI, and software, NVIDIA continues to shape the landscape of client computing, fostering innovation and immersive interactions in a rapidly evolving digital world.

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Technology Explained


M.2: M.2, also known as Next Generation Form Factor (NGFF), is a computer expansion card format that is designed to replace the outdated mSATA standard. It is thinner and longer than mSATA, which gives it a much higher data transfer rate. The M.2 format measures 22mm in width and can measure up to 110mm in length. It uses the M-key and B-key connectors to interface with PC host systems, and can connect to both SATA III and PCIe for data transfer. Due to its small size, M.2 is often used for ultra-slim laptops and netbooks, as well as in embedded SSDs for tablets and other mobile devices. It is also becoming increasingly popular in the desktop computer industry, thanks to its compactness and fast transfer speeds. This makes M.2 ideal for gaming PCs, workstations, and other demanding applications that require high levels of data throughput.

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NVMe: Non-Volatile Memory Express (NVMe) is a newly developed technology that has been gaining traction in the computer industry. This technology is a standard interface which allows for high-speed storage and retrieval of data from solid state drives (SSDs). NVMe is designed to increase the speed of data transfers in storage systems by enabling a direct connection to PCI Express (PCIe) bus, resulting in significantly faster access times compared to traditional interface protocols such SSDs. NVMe is particularly useful for applications that require lightning-fast access to large amounts of high-value data. NVMe-based SSDs are being widely adopted in the computer industry and are being employed to power data centers, high-end workstations, and gaming machines to support lightning-fast data processing and retrieval, which unlocks possibilities for machine learning, real-time analytics, edge computing, and other cutting-edge applications. NVMe is proving to be an invaluable tool in the field of computing, offering immense

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