Description Seeed Studio reComputer J2021 is a compact edge AI computer built around the NVIDIA Jetson Xavier NX 8GB production module. It delivers up to 21 TOPS of AI performance in a hand-size enclosure, making it a strong fit for computer vision, AI video analytics, machine vision, and embedded edge inference projects that need Xavier NX performance in a ready-to-deploy full system. Unlike a carrier board, reComputer J2021 is a complete system with the Jetson Xavier NX 8GB module, enclosure, heatsink with fan, carrier board, and pre-installed JetPack 5.1.1. It is useful when you want a practical Xavier NX 8GB deployment platform instead of assembling a board-level solution from separate parts. reComputer J2021 also gives you a balanced mix of AI compute and expansion, including 4 x USB 3.1, HDMI, DisplayPort, 2 x CSI, M.2 Key E, M.2 Key M, CAN, RTC, and a 40-pin header. That makes it suitable for edge AI terminals, smart cameras, robotics prototypes, and Xavier NX based application development. Features Jetson Xavier NX 8GB based edge AI computer with up to 21 TOPS AI performance. Pre-installed JetPack 5.1.1 so the system is ready to power on and start developing. Compact full system with carrier board, enclosure, cooling, and Xavier NX module already integrated. Rich I/O: 4 x USB 3.1 Type-A, 1 x USB Type-C device mode, Gigabit Ethernet, HDMI, and DP. 2 x CSI camera connectors for machine vision and AI camera projects. M.2 Key E, M.2 Key M, CAN, RTC, and 40-pin GPIO for expansion. Wall-mountable compact enclosure for edge deployment in tighter spaces. Strong Xavier NX 8GB platform for AMR, AI video analytics, and machine vision applications. Specifications Module Jetson Xavier NX 8GB production version AI Performance 21 TOPS GPU 384-core NVIDIA Volta architecture GPU with 48 Tensor Cores CPU 6-core NVIDIA Carmel ARM v8.2 64-bit CPU Memory 8GB 128-bit LPDDR4x @ 59.7 GB/s Storage 16GB eMMC 5.1 Video Encoder 2x 4K60 | 4x 4K30 | 10x 1080p60 | 22x 1080p30 (H.265) Video Decoder 2x 8K30 | 6x 4K60 | 12x 4K30 | 22x 1080p60 | 44x 1080p30 (H.265) Storage Expansion 1 x M.2 Key M PCIe Ethernet 1 x RJ45 Gigabit Ethernet M.2 Key E 1 x M.2 Key E USB 4 x USB 3.1 Type-A, 1 x USB Type-C (device mode) Camera 2 x CSI camera connectors (15-pin, 1mm pitch, MIPI CSI-2) Display 1 x HDMI Type-A, 1 x DP Fan 1 x FAN connector (5V PWM) CAN 1 x CAN Multifunctional Port 1 x 40-pin expansion header RTC RTC 2-pin and RTC socket Power 9V to 16V DC, 12V/5A barrel jack power adapter included Mechanical 130 mm × 120 mm × 58.5 mm (with case) Installation Desk or wall mounting Operating Temperature -10°C to 60°C Warranty 1 Year Applications Autonomous Mobile Robot (AMR): compact Xavier NX platform for mobile robotics compute and perception. AI video analytics: local inference for smart surveillance, inspection, and analytics at the edge. Machine vision: camera-based AI systems using the dual CSI interfaces and Jetson ecosystem. Embedded edge AI terminals: useful for compact AI boxes and vision-enabled smart devices. Jetson Xavier NX development: a ready-to-use full system for prototyping and deployment with Xavier NX 8GB. Product List Acrylic Cover 1 x Aluminium Frame 1 x Jetson Xavier NX module 1 x Aluminum heatsink with fan 1 x Carrier board 1 x 12V/5A (Barrel Jack 5.5/2.5mm) Power Adapter (Power cable not included) 1 x Other Content reComputer J2021 is a full Jetson Xavier NX 8GB edge AI computer, not just a base board. That means you get a finished deployment platform with enclosure, cooling, carrier board, and module already integrated, which helps shorten bring-up time for edge AI, machine vision, and robotics projects. Power-on ready workflow: the system comes with JetPack 5.1.1 pre-installed, so teams can move faster on validation, model testing, and interface bring-up. If you need more memory in the same family, you can compare it with reComputer J2022. If you want to see the older higher-memory reference model, you can also compare it with reComputer J2012. Important accessory note: the package includes the 12V/5A power adapter, but it does not include a power cord, and it does not include the 3V RTC battery. If you are comparing the broader series, the reComputer collection is a good place to review related Jetson systems. Resources reComputer J202x Datasheet reComputer J202 Schematic reComputer J2021 3D File Flash JetPack for reComputer J2021 / J2022 NVIDIA JetPack SDK NVIDIA SDK Manager OpenELAB reComputer Collection FAQ What is the difference between reComputer J2021 and reComputer J2022?The main difference is memory. reComputer J2021 uses Jetson Xavier NX 8GB, while reComputer J2022 uses Jetson Xavier NX 16GB. If your workload needs more memory for larger models or buffers, J2022 is the better fit. What is the difference between reComputer J2021 and reComputer J2012?reComputer J2012 is another Xavier NX full system reference with 16GB memory, while J2021 is the 8GB model. J2021 is a strong choice when you want Xavier NX class performance in a more cost-conscious 8GB configuration. Is reComputer J2021 a complete system or just a carrier board?It is a complete edge AI computer with the Xavier NX module, cooling, enclosure, carrier board, and power adapter included. Does reComputer J2021 come ready to use?Yes. It comes with JetPack 5.1.1 pre-installed, so you can power it on and start using it directly. Does the package include a power cord and RTC battery?No. The package includes the 12V/5A power adapter, but it does not include a power cord and it does not include a 3V RTC battery.