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January 8, 2026January 9, 2026 by Jean-Luc Aufranc (CNXSoft) - 13 Comments

MUSE Book laptop review – Testing an octa-core RISC-V Linux laptop in 2026

SpacemiT sent me a sample of the MUSE Book RISC-V Linux laptop for review. It’s based on the SpacemiT K1/M1 octa-core 64-bit RISC-V SoC, ships with up to 16 GB of RAM, eMMC flash and/or NVMe SSD, and features a 14.1-inch IPS display with 1920×1080 resolution, WiFi 6 connectivity, a few USB ports, and more. I won’t go through all the hardware specifications since Leo already did that when he wrote about the MUSE Book Laptop in April 2024, along with a teardown, and additional details about the SpacemiT K1/M1 SoC. I’ll still do an unboxing and quickly check the hardware, but I’ll focus on the software part to show the progress with Bianbu OS 2.3 (Ubuntu 24.04-based) on RISC-V hardware, as I just did for the low-end StarFive JH7110S-based VisionFive 2 Lite SBC. It’s quite a long review, so if you are short on time, you can jump directly […]

January 8, 2026January 26, 2026 by Debashis Das - No Comments

Reolink Floodlight 4K Smart PoE and WiFi 6 security cameras add on-device LLM for natural language video search

Reolink has introduced the Elite Floodlight WiFi and Elite Pro Floodlight PoE, two new 4K security cameras with high-resolution video, integrated floodlights, PoE support (on the Pro model), and an on-device Large Language Model (LLM), which enables natural-language video search instead of basic object detection. We have reviewed various Reolink cameras over the years, such as the Argus PT Ultra, Reolink TrackMix PoE, and the RLC-810A, which features “Smart Detection” to the edge, allowing the camera to distinguish between people, vehicles, and pets without sending data to the cloud. However, they are limited to those fixed categories, and if you wanted to find something specific, like a “red shirt” or a “delivery truck,” you still had to scroll through the timeline manually, or rely on a networked video recorder (NVR). Reolink is now trying to solve that by integrating a Large Language Model (LLM) directly into their new Elite Floodlight […]

January 2, 2026 by Jean-Luc Aufranc (CNXSoft) - No Comments

Cincoze MD-3000 is a scalable DIN-Rail computer with up to 14th Gen 24-core Intel Core i9-14900 CPU

Cincoze MD-3000 scalable DIN RAIL computer

Cincoze MD-3000 is a high-performance, scalable DIN-Rail computer powered by a 12th, 13th, or 14th Gen Intel processor and designed to be expanded with up to six modules through the company’s “Scalable Expansion Deck” (SED) connected to the computer’s PCIe x16 slot. Based on an up to a 14th Gen 24-core Intel Core i9-14900 Raptor Lake-S Refresh CPU, the MD-3000 supports up to 96GB DDR5 SO-DIMM memory with optional ECC, up to two M.2 NVMe SSDs, and a 2.5-inch SATA bay, and is equipped with two 4K-capable DisplayPort connectors, five Gigabit Ethernet ports, four USB 3.2 ports, an RS232/RS485 DB9 connector and more. It mainly targets vision-driven smart manufacturing applications. Cincoze MD-3000 specifications: SoC (One or the other) 14th Generation Intel Raptor Lake-S Refresh Series – 35W Intel Processor 300T dual-core CPU @ 3.4 GHz, up to 65W Intel Core i9-14900 24-core CPU @ 5.8 GHz; 20 SKUs available 13th […]

December 31, 2025January 4, 2026 by Jean-Luc Aufranc (CNXSoft) - 12 Comments

VisionFive 2 Lite SBC Review – Ubuntu 24.04 on a low-cost RISC-V SBC in 2026

VisionFive 2 Lite RISC-V SBC Ubuntu Review 2026

StarFive has sent me a sample of the VisionFive 2 Lite RISC-V SBC for review. It’s a low-cost credit card-sized board based on the StarFive JH7110S quad-core RISC-V SBC and designed to get started with Linux RISC-V on the cheap. When I first tested the earlier VisionFive 2 SBC with a StarFive JH7110 RISC-V SoC in February 2023, I didn’t call it a review, but rather a hands-on experience, since, at the time, many features still didn’t work properly. Almost three years have passed since then, so reviewing the VisionFive 2 Lite SBC with Ubuntu 24.04 will allow us to see how much progress has been made on the software side. If you are in a rush, you can jump to the what works, what doesn’t section. VisionFive 2 Lite unboxing I received the board in a plastic box with a cover reading “VisionFive 2 Lite Your Gateway to RISC-V”. […]

December 31, 2025 by Kumpee Teeravech - No Comments

DFRobot HUSKYLENS 2 AI camera review – From built-in AI samples to training a custom model to detect elephants

Hello, today I am going to review the HUSKYLENS 2, released in October 2025. It is the next generation of HUSKYLENS, an AI vision sensor equipped with a Kendryte K230 dual-core RISC-V SoC with a 6 TOPS AI accelerator and a 2.4-inch IPS touchscreen. The device runs machine vision algorithms fully on-device, providing fast and low-latency performance, and includes more than 15 built-in AI models. HUSKYLENS 2 also supports deploying custom-trained models, including integration with Large Language Models (LLMs) via a Model Context Protocol (MCP) service. In addition, it is compatible with various microcontrollers, such as Arduino and Raspberry Pi, through UART or I2C communication interfaces. HUSKYLENS 2 unboxing The manufacturer sent the HUSKYLENS 2 module and the Microscope Lens separately. Both parcels were shipped from Chengdu, China, and arrived at my office in Chanthaburi, Thailand, in about one week. The parcels were packed in standard cardboard boxes and arrived […]

December 30, 2025 by Debashis Das - 2 Comments

Elecrow AI starter kit turns NVIDIA Jetson Orin Nano into a learning platform with 11.6-inch display, 30 electronics modules

Elecrow AI Starter Kit for the NVIDIA Jetson Orin Nano turns the NVIDIA Jetson Orin Nano into a learning and educational kit for students, educators, and hardware enthusiasts looking for a rapid and powerful prototyping platform. The kit integrates an 11.6-inch IPS touchscreen, an 8MP servo-controlled gimbal camera, a voice interaction module, and 30 common electronics modules embedded in the kit. The company also provides 39 Python tutorials for sensor control, computer vision, and basic AI workflows. In addition to the display, camera, and audio features, the kit also includes expansion through I2C, UART, and GPIO. Jetson Orin Nano AI Starter Kit specifications: Main Board – NVIDIA Jetson Orin Nano (Not included in the kit) Display – 11.6-inch IPS touchscreen display with 1366 × 768 resolution Onboard modules Input modules Multimedia – 8MP IMX219-based camera with dual-servo gimbal (PTZ-style control) Sensors Temperature & humidity sensor Ultrasonic distance sensor PIR motion […]

December 24, 2025 by Jean-Luc Aufranc (CNXSoft) - No Comments

CrowPi 3 AI Learning Kit is powered by a Raspberry Pi 5 SBC, works with Arduino Nano, BBC Micro:bit, and Raspberry Pi Pico boards

Elecrow CrowPi 3 is the latest CrowPi learning and development kit featuring 41 built-in modules and over 150 lessons, and offering compatibility with Raspberry Pi 5, Arduino Nano, BBC Micro:bit, and Raspberry Pi Pico single board computers and development boards. It follows the CrowPi portable learning kit (Raspberry Pi 3B+/Zero), CrowPi 2 Raspberry Pi 4 electronics learning laptop, and CrowPi L laptop (Raspberry Pi 4 models), but the CrowPi 3 is the first to focus on Artificial Intelligence (AI) learning with a Raspberry Pi 5 and support for LLMs like DeepSeek, Google Gemini, and OpenAI chat besides courses about electronics and computer vision. CrowPi 3 specifications: Compatible boards Raspberry Pi 5 (required) – Broadcom BCM2712 quad-core Arm Cortex-A76, up to 2.4GHz, 4GB or 8GB RAM. OS: Raspberry Pi OS (Debian Linux) or others Optional via headers or slots Arduino Nano Raspberry Pi Pico 1/1 W/2/2 W BBC micro:bit Display – […]

December 23, 2025 by Jean-Luc Aufranc (CNXSoft) - No Comments

CrowPanel Advanced 7inch Review – Part 1: ESP32-P4 HMI AI display hands-on with LVGL factory firmware

Elecrow has sent us a sample of the “CrowPanel Advanced 7inch” ESP32-P4 HMI display for review. It is designed for high-performance AI and IoT (AIoT) applications with a 2MP camera module, an ESP32-C6-MINI-1 module for Wi-Fi 6, Bluetooth 5.3, and 802.15.4 (Zigbee, Thread, Matter) connectivity. Our kit also shipped with three wireless modules, namely an ESP32-H2 wireless module for an additional Thread, Zigbee, and Matter radio, an SX1262 module for LoRa low-power long-range connectivity, and an nRF2401 2.4 GHz wireless module. In the first part of the review, we will take you through an unboxing of the CrowPanel Advanced 7-inch, checking out the ESP32-P4 HMI AI Display’s hardware before testing it with the preinstalled firmware using LVGL and AI features. You can check the detailed specifications in our previous article: CrowPanel Advance 7-inch ESP32-P4 HMI display supports Zigbee, LoRa, and 2.4GHz radio modules. Note that the company calls it “Advance” […]