M5Stack LLM630 Compute Kit features Axera AX630C Edge AI SoC for on-device LLM and computer vision processing

M5Stack LLM630 Compute Kit

M5Stack LLM630 Compute Kit is an Edge AI development platform powered by Axera Tech AX630C AI SoC with a 3.2 TOPS NPU designed to run computer vision (CV) and large language model (LLM) tasks at the edge, in other words, on the device itself without access to the cloud. The LLM630 Compute Kit is also equipped with 4GB LPDDR4 and 32GB eMMC flash and supports both wired and wireless connectivity thanks to a JL2101-N040C Gigabit Ethernet chip and an ESP32-C6 module for 2.4GHz WiFi 6 connectivity. You can also connect a display and a camera through MIPI DSI and CSI connectors. M5Stack LLM630 Compute Kit specifications: SoC – Axera Tech (Aixin in China) AX630C CPU – Dual-core Arm Cortex-A53 @ 1.2 GHz; 32KB I-Cache, 32KB D-Cache, 256KB L2 Cache NPU – 12.8 TOPS @ INT4 (max), 3.2 TOPS @ INT8 ISP – 4K @ 30fps Video – Encoding: 4K; Decoding:1080p […]

Solderable Rockchip RV1106 system-on-module features 112 castellated pins, offers WiFi 6 and Bluetooth 5.2 connectivity

Luckfox Core1106 Core Board

Luckfox has recently released the Core1106 Core Board Rockchip RV1106 system-on-module with a compact 30x30mm size, 112 castellated pins designed to be soldered on top of a PCB, and an optional WiFi 6 and Bluetooth 5.2 module and IPEX 1.0 antenna connector. The Rockchip RV1106 camera SoC integrates 128MB (G2 version) or 256MB (G3 version) DDR3L memory, a 4th-gen 1 TOPS NPU, and a 3rd-gen Image Signal Processor (ISP) that supports hardware video encoding (H.264/H.265). Other interfaces include MIPI CSI, RGB LCD, USB, Ethernet, GPIO, SPI, I2C, UART, and more. These features make this board suitable for applications like AI-driven image recognition, smart cameras, IoT devices, and edge computing. Luckfox RV1106 system-on-module specifications SoC – Rockchip RV1106G2/G3 CPU – Arm Cortex A7 @ 1.2GHz with an integrated RISC-V co-processor. NPU 4th-gen Rockchip NPU with hybrid quantization (int4, int8, int16) 0.5 TOPS (RV1106G2) or 1 TOPS (RV1106G3) ISP – 3rd-gen 5MP high-performance ISP, HDR, WDR, […]

AAEON BOXER-8654AI-KIT – NVIDIA Jetson Orin NX-based Edge AI kit features four gigabit Ethernet ports with PoE support

AAEON BOXER-8654AI-KIT Edge AI kit

The AAEON BOXER-8654AI-KIT Edge AI kit is a compact development kit built around the NVIDIA Jetson Orin NX modules with four gigabit Ethernet ports (with optional PoE) and an Out-of-Band (OOB) management header, and designed for applications like smart cities, IoT ecosystems, edge AI, and others. The multi-functional carrier board also offers six USB 3.2 Gen 2 ports, HDMI video output, two MIPI CSI, two DB-9 ports for RS-232/422/485 and CAN Bus, and a 40-pin NVIDIA Jetson-compatible GPIO header for I2C, SPI, and UART interfaces. Expansion options include M.2 E and B-key slots for Wi-Fi and 5G modules (with onboard SIM), an M.2 M-Key slot for NVMe SSDs, and a SATA connector. AAEON BOXER-8654AI-KIT specifications SoM – NVIDIA Jetson Orin NX module CPU 8GB Version – 6-core Arm Cortex-A78AE v8.2 64-bit CPU, 1.5MB L2 cache + 4MB L3 cache 16GB Version – 8-core Arm Cortex-A78AE v8.2 64-bit CPU, 2MB L2 […]

Disabling VT-d improves Intel Arc GPU Linux performance on Meteor Lake and newer SoCs

Improve Intel Arc GPU performance Linux VT-d disabled

In this post, I’ll check whether disabling VT-d virtualization support may improve the performance of the Intel Arc GPU in recent Meteor Lake or Lunar Lake SoC using a Khadas Mind Maker Kit with an Intel Core Ultra 7 258V CPU with Intel Arc 140V graphics running Ubuntu 24.10. A few days ago, I read a post on Phoronix about Intel publishing tips to improve the performance of Intel GPUs in Linux: Keep the system updated with the latest kernel and Mesa versions. Ensure SoC firmware is up-to-date. These firmware updates currently require installing the Windows graphics driver; firmware updates via fwupd are in progress. Use Wayland where possible, as it supports additional modifiers for better performance. For MTL (Meteor Lake) and newer integrated GPUs, disable VT-d if virtualization is not needed. For discrete GPUs: Enable ReBAR_ Enable ASPM_ I was especially curious about the line about disabling VT-d virtualization […]

Intel Core Ultra 200S/200U/200H-powered COM-HPC Client modules support up to 192GB DDR5 memory, PCIe Gen5

Portwell COM HPC client modules PCOM B887 and PCOM B886

Portwell PCOM-B887 and PCOM-B886 are two new COM-HPC client modules built around Intel Core Ultra 200S/200U/200H processors delivering high-performance computing and AI acceleration for industrial, edge, and AI-driven applications. The Portwell PCOM-B887 (Size C) module is built around the 200S Series, offers up to 36 TOPS, supports 192GB DDR5 memory, and features 42 PCIe lanes up to Gen5. The PCOM-B886 (Size B) module supports 200H/200U Series processors, which deliver up to 99 TOPS, support 96GB DDR5 memory, and include 24 PCIe lanes. Both modules feature various I/O options, including USB4, USB3.2 Gen2, and multiple display outputs. Portwell PCOM-B887 – COM-HPC Client Type Size C module The PCOM-B887 COM-HPC Client Type Size C module is powered by Intel Core Ultra 200S Series processors, which feature up to 36 TOPS of AI performance via an integrated neural processing unit (NPU). It supports up to 192GB of DDR5 memory at 4800MT/s with 42 […]

NanoCOM-ADN – A COM Express Type 10 Module based on Intel Alder Lake-N SoC

AAEON NanoCOM-ADN COM Express module

AAEON NanoCOM-ADN is a compact (84 x 55mm) COM Express Type 10 module based on Intel Alder Lake-N SoCs, namely Processor N50/N97, Atom x7425E, or Core i3-N305 that adds another option to the SMARC, Qseven, and COM Express Type 6 modules offered by the company with the same processors. The NanoCOM-ADN computer-on-module features up to 16GB LPDDR5x soldered-on memory, up to 64GB eMMC flash, and two Intel i226-V 2.5GbE controllers. Its standard 220-pin COM Express board-to-board connector exposes two SATA interfaces, four PCIe Gen3 x1 interfaces, DDI and LVDS video outputs, eight USB interfaces, and more. AAEON explains the Alder Lale-N COM Express Type 10 CPU module is especially suited to digital signage, healthcare imaging, machine vision, industrial, robotics, and edge computing applications.   AAEON NanoCOM-ADN specifications: Alder Lake N-series SoC (one or the other) Intel Atom x7425E quad-core processor up to 3.4 GHz with 6MB cache, 24EU Intel UHD […]

Raspberry Pi 5 edge AI computer ships with 8GB RAM, Hailo-8 AI module, supports Frigate NVR

Raspberry Pi 5 Edge AI computer

Seeed Studio’s reComputer AI R2130-12 is an Edge AI computer with a Raspberry Pi 5 SBC with 8GB RAM and a Hailo-8 module with 26 TOPS of AI performance, suitable for video analytics, machine vision, and intelligent edge computing. The computer comes with a HAT+ with two M.2 sockets, one occupied by the Hailo-8 AI accelerator and the other available for an M.2 NVMe SSD. In some ways, it’s just a nicely packaged Raspberry Pi 5 SBC with Hailo-8 AI accelerator that we reviewed last year. reComputer AI R2130-12 specifications: SBC – Raspberry Pi 5 with 8GB RAM AI Processor – Hailo-8 M.2 AI accelerator module with 26 TOPS Storage microSD card slot, with support for high-speed SDR104 mode Optional M.2 NVMe SSD via M.2 PCIe 3.0 slot Video Output – 2x micro HDMI ports up to 4Kp60 Camera/Display I/F – 2x 4-lane MIPI camera/display transceivers Networking Gigabit Ethernet RJ45 […]

Radxa Cubie A5E – A compact Allwinner A527/T527 SBC with HDMI 2.0, dual GbE, WiFi 6, Bluetooth 5.4

Radxa Cubie 5A

Radxa Cubie A5E is an SBC powered by Allwinner A527/T527 octa-core Cortex-A55 SoC and featuring HDMI 2.0, dual GbE, WiFi 6 and Bluetooth 5.4, an M.2 socket for NVMe SSD, USB 3.0 Type-A and USB 2.0 OTG (Type-C) ports, and a 40-pin GPIO form factor in a compact 69x56mm form factor. Long-time readers may remember the Allwinner A10-powered Cubieboard launched in 2012 as an alternative to the hard-to-get Raspberry Pi development board or the various TV boxes like the MeLE A1000 we tried to use to run Linux on Arm hardware. At the time, Allwinner SoCs became popular in SBCs but the company management eventually failed to deliver on software, so some members of CubieTech decided to split and founded Radxa to design Rockchip SBCs that looked more promising in terms of software support. It eventually ended up being a good move after a few difficult first years. However, Allwinner […]

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UP 7000 x86 SBC