Phison’s aiDAPTIV+ AI solution leverages SSDs to expand GPU memory for LLM training

Phison's aiDAPTIVCache family support 70B model

While looking for new and interesting products I found ADLINK’s DLAP Supreme series, a series of Edge AI devices built around the NVIDIA Jetson AGX Orin platform. But that was not the interesting part, what got my attention was it has support for something called the aiDAPTIV+ technology which made us curious. Upon looking we found that the aiDAPTIV+ AI solution is a hybrid (software and hardware) solution that uses readily available low-cost NAND flash storage to enhance the capabilities of GPUs to streamline and scale large-language model (LLM) training for small and medium-sized businesses. This design allows organizations to train their data models on standard, off-the-shelf hardware, overcoming limitations with more complex models like Llama-2 7B. The solution supports up to 70B model parameters with low latency and high-endurance storage (100 DWPD) using SLC NAND. It is designed to easily integrate with existing AI applications without requiring hardware changes, […]

Seeed Studio 2-Channel Wi-Fi AC Relay Review – An ESPHome smart switch with power meter function

Seeed Studio 2-Channel Wi-Fi AC Relay Review Home Assistant

We have received the Seeed Studio 2-Channel Wi-Fi AC Relay for review. It is an IoT/Smart Home device featuring a 2-channel relay (wet contact) that operates over a WiFi network, and provides an alternative to SONOFF Smart switches like the SONOFF R2 Dual. The Seeed Studio device is a bit larger and instead of relying on eWelink firmware, it natively supports Home Assistant since it’s pre-installed with ESPHome open-source firmware. Alternatively, if you prefer standalone deployment (without Home Assistant), you can manage it via the web browser. In addition to the basic relay function to control the AC-powered appliances, it also acts as a power meter. This is a good ready-to-use option for Home Assistant enthusiasts who prefer not to assemble their own components. Some practical applications include controlling electrical appliances such as lighting. Let’s dive into the details. Seeed Studio 2-channel AC Wi-Fi Relay unboxing The package we received […]

ArmSoM RK3588 AIModule7 NVIDIA Jetson Nano-compatible SOM

Intel floats Modular PC design proposal for repairable laptops and mini PCs

Intel modular PC design

Intel has published an article proposing a modular PC design that would improve the repairability/right-to-repair of laptops and mini PCs and reduce e-waste through the replacement of motherboard, display, and M.2 or FPC add-on modules for the user-facing ports. Making repairable, modular electronic devices is not a new idea, and the Framework laptops are probably the best-known option now, but they do come at a premium. But most projects are limited success, for instance, Project Ara modular smartphone from Google eventually died off. We’ve also covered modular or open-source hardware solutions from smaller companies over the years such as Firefly Station P3D modular Arm mini PC with swappable cards, or Olimex Teres-I DIY and open-source hardware laptop. It’s good news that a large company like Intel is taking the repairable, modular PC topic seriously, but as we’ll see below it’s currently a high-level proposal with few technical details. Most laptops […]

WL-AC1000 AP controller can manage large fleets of wireless routers and access points

WL-AC1000 AP controller

Wallys Tech WL-AC1000 is an access point (AP) controller designed to manage and optimize the operation of multiple access points (APs) within large-scale wireless networks that you may find in factories, airports, hotels, train stations, etc… The WL-AC1000 is powered by a quad-core Arm processor coupled with 1GB RAM, 8MB NOR flash, and 256MB NAND flash. It is equipped with four GbE ports and one 2.5GbE port to connect the access points through switches. It’s available as a desktop version and a 1U enclosure to mount in a rack. Wallys Tech WL-AC1000 specifications: SoC – Quad-core ARM 64-bit A53 @ 1 .8 GHz processor (likely some Qualcomm QCS part) System Memory – 1GB (2x 512MB) DDR3L Storage 8MB NOR flash 256MB NAND Flash Networking Gigabit Ethernet RJ45 port with PoE 3x Gigabit Ethernet RJ45 ports 2.5Gbps Ethernet RJ45 port Power Supply – 24V DC Dimensions WL-AC1000-E – 192 x 122 […]

Intel N50 fanless open-frame panel PCs features 7” and 10” PCAP touch display, HDMI 2.0a, RS-485/232

BCM OFT10W ADLN Open Frame touch LCD computer

BCM Advanced Research has recently introduced two new fanless open-frame panel PCs powered by an Intel Processor N50 CPU – the OFT07W-ADLN (7-inch) and OFT10W-ADLN (10-inch) – which are low-cost all-in-one embedded computers designed for tablet-like usability. Both modules feature 8GB LPDDR5 memory, 64GB eMMC storage, and an M.2 E-key slot for Wi-Fi/Bluetooth connectivity. These panel PCs come with PCAP touchscreens (800×1280 for 7-inch and 1200×1920 for 10-inch) with various connectivity options including USB, HDMI 2.0a, RS-232/485, and Gigabit Ethernet. With 12-24V DC input supply, fanless operation, and a durable steel frame, these compact open-frame panel PCs are meant for space-constrained applications like HMIs, self-service kiosks, gaming consoles, medical terminals, smart vending machines, digital signage, and more. BCM OFT07W-ADLN and OFT10W-ADLN specifications: SoC – Intel Processor N50 dual-core processor up to 3.4 GHz with 6MB cache, 16EU Intel UHD Graphics; TDP: 6W System Memory – Up to 8GB LPDDR5 onboard Storage – […]

Waveshare ESL color e-paper displays support Bluetooth & NFC, offer 5-year battery life, cloud management

waveshare ESL e Paper display

Waveshare recently launched a series of dot matrix ESL color e-paper displays with Bluetooth and NFC connectivity designed for various IoT, retail, industrial, and similar applications. These Electronic Shelf Label (ESL) displays can be updated through a wireless base station that enables device management using Waveshare’s cloud platform. The displays come with a 1,200mAh coin cell battery which according to Waveshare can last approximately 5 years and support four colors: red, yellow, black, and white. With a wide 178° viewing angle and housed in a durable ABS plastic case, they are ideal for applications such as price tags, shelf labels, asset tracking, and conference name tags. Waveshare ESL color e-paper displays specifications Display technology – E-Paper (Electrophoretic) Display colors – Red, Yellow, Black, White Display sizes – 2.13″, 2.66″, 2.9″, 3.5″ (Dot Matrix) Resolution / Pixel density / Display area 2.13″ – 250 × 122 pixels / 130 DPI / 48.55 × […]

Rockchip RK3568, RK3588 and Intel x86 SBCs and SoMs in 2025

ESP32 Agent Dev Kit is an LLM-powered voice assistant built on the ESP32-S3 platform (Crowdfunding)

ESP32 Agent Dev Kit

The ESP32 Agent Dev Kit is an ESP32-S3-powered voice assistant that offers integrations with popular LLM models such as ChatGPT, Gemini, and Claude. Wireless-Tag says the Dev Kit is suitable for “95% of AIoT applications, from smart home devices to desktop toys, robotics, and instruments” In some ways, it is similar to the SenseCAP Watcher, but it has a larger, non-touch display and dual mic input. It however does not support local language models. It also features a standard MikroBUS interface for expansion. For voice capabilities, the ESP32 Dev Kit integrates two onboard, noise-reducing microphones and a high-fidelity speaker. The built-in infrared laser proximity sensor detects human proximity and movement for “smart interactive experiences”. ESP32 Agent Dev Kit specifications: MCU – ESP32-S3 dual-core Tensilica LX7 microcontroller @ 240MHz, 8MB PSRAM Storage – 16MB flash Display – 3.5-inch Touchscreen, 480×360 resolution Camera – 5MP OmniVision OV5647 camera module, 120° field of […]

SECO’s SMARC-QCS5430 SMARC SoM and devkit feature Qualcomm QCS5430 SoC for Edge AI and 5G applications

SOM SMARC QCS5430 SoM

SECO has announced early engineering samples for its SOM-SMARC-QCS5430 system-on-module (SoM) and devkit designed to support IoT and edge computing applications. Built around the Qualcomm QCS5430 processor this SMARC-compliant SoM targets industrial automation, robotics, smart cities, and surveillance.

The module also offers dual MIPI-CSI interfaces for camera and connectivity options including USB 3.1, PCIe Gen3, dual GbE, and optional Wi-Fi and Bluetooth. SECO’s DEV-KIT-SMARC industrial devkit includes all the necessary components for rapid prototyping and integration.

Boardcon EM3562 Rockchip RK3562 SBC with 8 analog camera inputs