Vaaman is a reconfigurable single-board edge computer that integrates a Rockchip RK3399 hexa-core ARM processor with an Efinix Trion T120 FPGA, offering a reconfigurable platform for edge computing applications. The board combines the flexibility of an FPGA with the raw power of a hard processor to create a system capable of adapting to varying computational demands in real time. The compact SBC features the Rockchip RK3399 hexa-core processor with two Cortex-A72 cores and four Cortex-A53 cores, as well as an Efinix Trion T120 FPGA with 112,128 logic elements, interlinked with RK3399 via a high-speed 300Mbps bridge (but it’s unclear how this is implemented). It is billed as a “Raspberry Pi-style board for the FPGA world” that can be used for cryptographic acceleration, software-defined radio (SDR), digital signal processing, real-time robotics, real-time video processing, edge AI deployments, industrial automation, and hardware prototyping. It features a 40-pin Raspberry Pi-compatible GPIO header and […]
exo software – A distributed LLM solution running on a cluster of computers, smartphones, or SBCs
You’d typically need hardware with a large amount of memory and bandwidth and multiple GPUs, if you want to run the latest large language models (LLMs), such as DeepSeek R1 with 671 billion parameters. But such hardware is not affordable or even available to most people, and the Exo software works around that as a distributed LLM solution working on a cluster of computers with or without NVIDIA GPUs, smartphones, and/or single board computers like Raspberry Pi boards. In some ways, exo works like distcc when compiling C programs over a build farm, but targets AI workloads such as LLMs instead. Key features of Exo software: Support for LLaMA (MLX and tinygrad), Mistral, LlaVA, Qwen, and Deepseek. Dynamic Model Partitioning – The solution splits up models based on the current network topology and device resources available in order to run larger models than you would be able to on any […]
GEEKOM A6 Review – Part 3: Ubuntu 24.04 tested on an AMD Ryzen 7 6800H mini PC
We’ve already checked out the hardware of the GEEKOM A6 mini PC with an unboxing and teardown in the first part of the review, and thoroughly tested the AMD Ryzen 7 6800H mini PC in Windows 11 Pro in the second part, so it’s now time to report our experience with Ubuntu 24.04 Linux on the mid-range mini PC. We’ve gone through features testing, system benchmarks, storage (SSD and USB) performance tests, 2.5GbE and WiFi 6 network evaluation, 4K and 8K YouTube video playback, a stress test to check out the cooling ability of the mini PC, and finally fan noise and power consumption measurements. Ubuntu 24.04 installation and system information Since we wanted to install Ubuntu 24.04.1 LTS alongside Windows 11 Pro, we resized the partition by roughly half. But since the C: drive was “BitLocker Encrypted”, we knew Ubuntu installation wouldn’t be successful that way, so we went to […]
Orange Pi AIPro (8T) SBC features a 8 TOPS Huawei Ascend AI SoC, runs Ubuntu or openEuler
Orange Pi AIPro (8T) is a new single board computer for AI applications that features an unnamed Huawei Ascend AI quad-core 64-bit processor delivering up to 8 TOPS (INT8) of AI inference performance, although there’s also a 20 TOPS (INT8) variant of the SoC. The SBC comes with up to 16GB LPDDR4X and a 32MB SPI flash but also supports other storage options such as a microSD card, an eMMC flash module, and/or an M.2 NVMe or SATA SSD. The board also features two HDMI 2.0 ports, one MIPI DSI connector, a 3.5mm audio jack, two MIPI CSI camera interfaces, Gigabit Ethernet and WiFi 5 connectivity, a few USB ports, and a 40-pin GPIO header for expansion. Orange Pi AIPro specifications: SoC – Huawei Ascend quad-core 64-bit processor delivering up to 8 TOPS (INT8) AI performance and equipped with an unnamed 3D GPU; Likely Ascend 310B with Arm Cortex-A76 equivalent […]
Mekotronics R58-PTZ video surveillance/live streaming embedded computer features a PTZ camera, two HDMI input ports
I swear it’s not an AI-generated picture of a device, but the Mekotronics R58-PTZ is real and just another unusual Rockchip RK3588 hardware platform from the company that’s an embedded computer with a 3-inch display on the front panel and a PTZ (Pan-Tilt-Zoom) camera placed on top. Mekotronics describes it as a live-streaming box designed for video surveillance, so I assume its main use case is to leverage to built-in 6 TOPS NPU for live streaming with some real-time effect and/or surveillance applications detecting persons, masks, etc… especially it also offers two HDMI inputs for extra cameras. Mekotronics R58-PTZ specifications: SoC – Rockchip RK3588 octa-core processor with CPU – 4x CortexA76 cores @ up to 2.4 GHz, 4x CortexA55 core @ 1.8 GHz GPU – Arm Mali-G610 MP4 GPU with support for OpenGL ES 1.1/2.0/3.2, OpenCL 2.2, Vulkan 1.2 Video decoder – 8Kp60 H.265, VP9, AVS2, 8Kp30 H.264 AVC/MVC, 4Kp60 […]
FOSSASIA 2025 – Operating systems, open hardware, and firmware sessions
The FOSSASIA Summit is the closest we have to FOSDEM in Asia. It’s a free and open-source event taking place each year in Asia, and FOSSASIA 2025 will take place in Bangkok, Thailand on March 13-15 this year. It won’t have quite as many speakers and sessions as in FOSDEM 2025 (968 speakers, 930 events), but the 3-day event will still have over 170 speakers and more than 200 sessions. Most of the sessions are for high-level software with topics like AI and data science, databases, cloud, and web3, but I also noticed a few sessions related to “Hardware and firmware” and “Operating System” which are closer to what we cover here at CNX Software. So I’ll make a virtual schedule based on those two tracks to check out any potentially interesting talks. None of those sessions take place on March 13, so we’ll only have a schedule for March […]
AAEON GENE-MTH6 3.5-inch Meteor Lake SBC offers up to 96GB of DDR5, 9-36V wide power input, PCIe Gen4 FPC connector
AAEON GENE-MTH6 Intel Meteor Lake-powered 3.5-inch “Subcompact” SBC takes up to 96GB DDR5, offers an ERP-compliant 9V-36V wide power input range, and includes an unusual PCIe Gen4 x4 FPC connector to add an M.2 expansion module, or other custom modules. The board also features two 2.5GbE and one GbE port, supports WiFi 6 and 5G via M.2 sockets, a SATA port and an M.2 socket for storage expansion, four display interfaces, a few USB ports, four internal COM ports for RS232 and/or RS485, and more. It is offered with either 15W U-Series (Intel Core Ultra 5 125U / Core Ultra 7 155U) or 28W H-series (Intel Core Ultra 5 125H / Core Ultra 7 155H) processors. AAEON GENE-MTH6 specifications: Meteor Lake SoC (one or the other) Intel Core Ultra 7 155H 16-core/22-thread processor up to 4.8 GHz with 24MB cache, Intel 8Xe LPG graphics @ 2.25 GHz, Intel AI Boost […]
Khadas Mind 2 AI Maker Kit Review – Part 3: Ubuntu 24.10 and the importance of power limits
I’ve already reviewed the Khadas Mind 2 AI Maker Kit with Windows 11 Home, and today, I’ll report my experience with Linux on the Intel Core Ultra 7 258V mini PC using Ubuntu 24.10 operating system. I would usually review systems with Ubuntu 24.04 LTS OS, but considering the Intel Core Ultra 7 258V SoC is so new, I installed Ubuntu 24.10 when I tested whether disabling VT-d (IOMMU) would improve Intel Arc GPU performance (it does to some extent), and it turns out it was a good decision because Ubuntu 24.04 requires lots of fixes and workarounds to work the Khadas Mind 2 AI Maker Kit, at least until Ubuntu 24.04.2 is released later this month with a more recent kernel. Khadas Mind 2 AI Maker Kit – Ubuntu 24.10 system information My Ubuntu 24.10 installed has both Linux 6.11 (default) and Linux 6.13 kernels, but I did most […]