New study shows AI enhances teacher development
Research from the Manchester Institute of Education offers vital early insights into how AI tools can be responsibly and effectively embedded into teacher training. The preliminary findings from year 1 of the three-year longitudinal pioneering research project explore the integration of generative AI in primary teacher education, centered on the use of TeachMateAI (TMAI) within the University of Manchester’s Primary PGCE program. ⌘ Read more

Engicam Showcases Computer Vision AI Kit Based on Renesas RZ/V2H Platform
Engicam has showcased the TIA RZ/V2H System-on-Module and its companion AI.DEV RZ/V2H development kit, both built around Renesas’ RZ/V2H processor. The module targets embedded applications in machine vision, autonomous robotics, and industrial automation, offering onboard AI acceleration and GPU capabilities optimized for real-time processing and advanced imaging. The TIA RZ/V2H module integrates … ⌘ Read more

💻 Issue 494 - We found an embedding indexing bottleneck in JSON parsing ⌘ Read more

Grinn GenioBoard Offers MediaTek Genio 700 SoM, Dual M.2 Expansion, and CRA-Ready Security
Grinn has unveiled the GenioBoard, a compact single-board computer aimed at accelerating development of embedded and AI-enabled systems. It integrates the company’s GenioSOM-510 and GenioSOM-700 modules built on MediaTek’s Genio processor family, combining multiple Arm Cortex-A cores with an integrated GPU and NPU for edge inference applications. Powered by the Medi … ⌘ Read more

We found an embedding indexing bottleneck in the most unexpected place: JSON parsing
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word2vec-style vector arithmetic on docs embeddings
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ASUS Adds Amston Lake Atom x7000RE Based Models to Its Windows 11 IoT Lineup
ASUS has expanded its industrial motherboard lineup with new Amston Lake models built on Intel’s Atom x7000RE processors. Designed for Windows 11 IoT environments, these compact boards combine low power operation with support for high resolution video, extended temperature tolerance, and flexible connectivity for automation and embedded computing. All four processors are built on the […] ⌘ Read more

SigCore UC Industrial Control Module Prepares for Crowd Supply Launch
The OK153-S SBC from Forlinx Embedded is a compact industrial platform based on the Allwinner T153 processor. It supports Linux 5.10 and offers up to 1 GB of DDR3 RAM and 8 GB of eMMC storage. Key interfaces include triple Gigabit Ethernet, dual CAN-FD, and a Local Bus for PSRAM or FPGA expansion. The Allwinner […] ⌘ Read more

Virtium Embedded Artists Expands SoM Lineup with Renesas RZ/G3E Platform
Virtium Embedded Artists has introduced the RZ/G3E SoM, a system-on-module based on the Renesas RZ/G3E processor for industrial and medical human-machine interface applications. The module incorporates a quad-core Arm Cortex-A55 processor running at 1.8 GHz, paired with a Cortex-M33 core at 200 MHz for real-time control. Graphics capabilities include support for dual Full HD displays […] ⌘ Read more

Servo GTK: a widget to embed Servo in GTK4
Servo, the Rust-based browsing engine spun off from Mozilla, keeps making progress every month, and this made Ignacio Casal Quinteiro wonder: what if we make a GTK widget so we can test Servo and compare it to WebKitGTK? As part of my job at Amazon I started working in a GTK widget which will allow embedding a Servo Webview inside a GTK application. This was mostly a research project just to understand the current state of Servo and whether it was … ⌘ Read more

Stealing Part of a Production Language Model (2024)
We introduce the first model-stealing attack that extracts precise, nontrivial information from black-box production language models like OpenAI’s ChatGPT or Google’s PaLM-2. Specifically, our attack recovers the embedding projection layer (up to symmetries) of a transformer model, given typical API access. For under $20 USD, our attack extracts the entire projection matrix of OpenAI’s ada and babbage language models. We thereby confirm, for the first time, that these black-box … ⌘ Read more

Arduino UNO Q Combines Qualcomm Dragonwing QRB2210 and STM32 MCU
Qualcomm Technologies has announced its plan to acquire Arduino, marking a major development in the embedded and maker ecosystems. The acquisition aims to combine Qualcomm’s edge computing and AI expertise with Arduino’s large developer community and open hardware approach. As part of the announcement, both companies introduced the Arduino UNO Q, a new dual-processor development […] ⌘ Read more

That small sliver of time where a QNX desktop was a real thing we did
Bradford Morgan White has published an excellent retrospective of QNX, the realtime microkernel operating system focused on embedded use cases. The final paragraph made me sad, though. QNX is a fascinating operating system. It was extremely well designed from the start, and while it has been rewritten, the core ideas that allowed it survive for 45 years persist to this day. While I am sad that … ⌘ Read more

Terasic Announces Starter Kit Featuring RISC-V Nios V Processor and Software Bundle
Terasic has introduced the Atum Nios V Starter Kit, a feature-rich evaluation platform designed to accelerate development with Altera’s Nios V processor. The kit is aimed at embedded engineers, system developers, and educators looking for a practical way to explore RISC-V–based designs on the Agilex 3 FPGA platform. According to Terasic’s announcement, the kit is […] ⌘ Read more

Forlinx OK3506-S12 Mini SBC Featuring Rockchip RK3506J and Pi-Compatible GPIO
Forlinx Embedded has introduced the OK3506-S12 Mini, a compact single board computer built around the Rockchip RK3506J processor. The board is intended for industrial applications that benefit from modest power consumption, stable operation, and long-term supply availability. The system-on-module integrates the RK3506J, which combines three Cortex-A7 cores running at up to 1.5GHz with a Co … ⌘ Read more

Tiny RISC-V Development Board with WCH CH32V317WCU6 Available from $6.80
The nanoCH32V317 is a compact development board created by MuseLab to simplify prototyping and embedded system development. It integrates USB connectivity, Ethernet support, and a straightforward programming interface through USB Type-C, providing an accessible platform for engineers and hobbyists working with RISC-V microcontrollers. The board is powered by the WCH CH32V317WCU6, a RISC-V microcontro … ⌘ Read more

GitHub Copilot gets smarter at finding your code: Inside our new embedding model 
Learn about a new Copilot embedding model that makes code search in VS Code faster, lighter on memory, and far more accurate.

The post GitHub Copilot gets smarter at finding your code: Inside our new embedding model appeared first on The GitHub Blog. ⌘ Read more

Ninajirachi’s “I Love My Computer” føles som det rigtige album at skrive embedded rust bluetooth drivere til ⌘ Read more

認識 Embedding 模型和 Rerank 模型
Embedding 模型和 Rerank 模型是自然語言處理（特別是在信息檢索、問答系統等場景中）中常見的兩種模型類型，它們雖然有聯繫，但在功能、使用場景和工作方式上有明顯的區別。不同之處在於：目的不同。Embedding 模型主要用於表示文本的語義，通常將文本編碼爲向量表示，以便進行相似度計算；Rerank 模型主要用於對初始召回的結果進行精排序，提高最終結果的質量。 應用階段不同。Emb ⌘ Read more

Radxa UFS/eMMC Module Reader and Storage Solution Enables Fast Flashing and Scalable Embedded Storage
Radxa’s UFS/eMMC Module Reader is a compact USB 3.0 adapter for flashing OS images, accessing firmware, and transferring large files. It supports both eMMC v5.0 and UFS 2.1 modules with speeds up to 5 Gbps The adapter is compatible with eMMC and UFS modules from Radxa, and also works with modules from platforms like PINE64 and […] ⌘ Read more

ROC-RK3506J-CC Board Integrates RK3506J and Dual LAN Support
The ROC-RK3506J-CC is a compact single-board computer based on Rockchip’s RK3506J processor. Designed for embedded systems with real-time demands, it supports a wide range of I/O and OS options and is available in both industrial and commercial variants. The RK3506J processor includes a tri-core ARM Cortex-A7 cluster alongside a single Cortex-M0 core, fabricated using a […] ⌘ Read more

重磅！Qwen3 Embedding 王炸登場，AI 文本理解邁入新紀元！
各位 AI 愛好者、開發者們，準備好了嗎？今天，一個能徹底顛覆你對 AI 文本理解認知的 “王炸” 產品——Qwen3 Embedding 系列模型——正式發佈了！它不僅僅是一個模型，更是一個將帶領我們進入 AI 文本處理新紀元的里程碑！🤯💥 爲什麼說它是 “王炸”？五大亮點讓你不得不服！Qwen3 Embedding 系列模型，作爲 Qwen 家族的最新力作，專爲文本嵌入和排序任務而生，它繼承了 ⌘ Read more

CH32H417 Dual-Core RISC-V MCU Offers USB, Ethernet, and SerDes Support
WCH’s new CH32H417 microcontroller introduces a dual-core RISC-V architecture designed for embedded applications requiring high-speed connectivity and peripheral integration. It is built on the Qingke V5F core running at 400 MHz and the V3F core at 144 MHz. The microcontroller supports USB 3.2 Gen 1 with a 5Gbps PHY and dual-role host/device functionality, along with […] ⌘ Read more

Luckfox Pico 2 Adopts RP2350A Dual-Core MCU, Launches at $3.99
Luckfox has released the Pico 2 Micro Development Board, a compact module designed around Raspberry Pi’s RP2350A microcontroller. It targets embedded development and experimentation with both ARM and RISC-V instruction sets, offering dual-core support in a low-cost form factor. The RP2350A microcontroller from Raspberry Pi features a dual-core, dual-architecture design, offering both ARM Cortex-M33 and […] ⌘ Read more

Avalue Introduces ACP-PI Boards as Raspberry Pi Alternatives
Avalue Technology has introduced two industrial single-board computers designed to match the Raspberry Pi form factor while addressing the requirements of edge computing and IoT integration. The new models, ACP-3566-PI and ACP-IMX8-PI, offer ARM-based platforms for different embedded applications and performance demands. The ACP-3566-PI is based on the Rockchip RK3566 quad-core Cortex-A55 processor operating at […] ⌘ Read more

Touchscreen Smart Box Based on ESP32-P4 with Wi-Fi 6 or Ethernet
The ESP32-P4 Smart 86 Box is a compact development board with a 4-inch capacitive touchscreen, designed for HMI, smart control panels, and edge processing. Its 86 mm form factor allows it to be easily installed in wall-mounted enclosures for use in embedded automation and smart terminal applications. As the name implies, this board is built […] ⌘ Read more

PocketBeagle 2 Rev A1 Upgrades to Quad-Core AM6254 Processor
BeagleBoard.org has released an updated revision of the PocketBeagle 2 featuring the Texas Instruments AM6254 processor. The new Rev A1 replaces the earlier AM6232-based Rev A0, offering a significant performance boost with no change in pricing. The upgraded AM6254 brings a quad-core Cortex-A53 CPU and an integrated GPU, targeting more demanding embedded applications. The AM6254 […] ⌘ Read more

Terasic Atum A3 Nano Integrates Altera Agilex 3 FPGA
Terasic has introduced the Atum A3 Nano on Crowd Supply, offering a compact FPGA development board based on Altera’s Agilex 3 series. It provides a capable platform for embedded applications requiring high-speed logic and moderate compute performance. Measuring just 85 mm by 70 mm, the board features the Agilex 3 A3CZ135BB18AE7S FPGA, delivering 135,110 logic […] ⌘ Read more

MYIR Launches Sub-$100 i.MX 91 Board for Embedded and Industrial Use
MYIR has introduced the MYC-LMX91, a compact SoM powered by NXP’s energy-efficient i.MX 91 processor. Designed for smart devices, the module targets applications such as industrial gateways, EV chargers, smart home systems, medical platforms, and building automation. The MYC-LMX91 is built around the 1.4 GHz Arm Cortex-A55-based i.MX 91 (MIMX9131CVVXJAA) and comes equipped with 1GB […] ⌘ Read more

PicoCore MX93 CoM Features microNPU, Wi-Fi 6, Bluetooth 5.2, and CAN-FD
The PicoCore MX93 from F&S Elektronik Systeme is a compact Computer on Module measuring just 35 x 40 mm. Designed for industrial and embedded edge applications, it supports up to 2GB of LPDDR4 memory, Wi-Fi 6 and Bluetooth 5.2 connectivity, and a wide range of display and I/O interfaces including MIPI-DSI, LVDS, CAN-FD, and dual […] ⌘ Read more

一文搞懂大模型的向量化（Embedding）
今天來聊一聊 BERT 和 GPT 的向量化，從而瞭解大模型的第二步：Embedding。Embedding（嵌入）是大語言模型（如 BERT 和 GPT）的核心組件，其作用是將人類語言轉換爲機器能理解的數值向量。這一過程類似於爲每個詞、子詞或符號賦予一個 “數字身份證”，使得模型能夠捕捉語義信息，讓相似的詞（如 “快樂” 和“高興”）在向量空間中距離更近。一、BERT（Token + Segme ⌘ Read more

Banana Pi BPI-Forge1 Is a Low-Cost RK3506J-Based SBC Compatible with RT-Thread
Banana Pi’s BPI-Forge1 is a compact single-board computer based on the Rockchip RK3506J SoC, designed for digital multimedia processing, intelligent voice interaction, and real-time audio applications. The board supports a range of embedded use cases through its integrated audio and display subsystems, peripheral connectivity, and small form factor. The RK3506J features a triple-core Arm … ⌘ Read more

Avaota Previews C1 SBC in Raspberry Pi A Form Factor with Allwinner H618
Avaota has recently shared details about the C1, a compact single-board computer in the Raspberry Pi A form factor. Based on the Allwinner H618 processor, the board is a variant of the Yuzuki Chameleon and expands the Avaota SBC lineup with a small-footprint, feature-rich design aimed at embedded development and multimedia applications. Based on the watermark […] ⌘ Read more

Kiwi DVK Pairs SFP and 2.5GbE with PoE and Modular Expansion for Embedded Development
The Kiwi DVK is a compact development kit designed for high performance networking and flexible I O expansion. It supports a range of interfaces and slots for prototyping advanced connectivity and power configurations in embedded systems. The DVK is designed to pair with the Kiwi SoM, a compact system on module introduced earlier this year. […] ⌘ Read more

T-LoRa Pager Combines ESP32-S3, LoRa, NFC, and GNSS in Handheld IoT Device
The T-LoRa Pager is a compact, programmable IoT development device designed by LILYGO. It integrates LoRa connectivity, NFC capabilities, GNSS positioning, and motion sensing via an embedded IMU, all within a portable form factor. Powered by the ESP32-S3 microcontroller, the device includes 16MB of flash memory and 8MB of PSRAM. The board features an RTC […] ⌘ Read more

Understanding task types in the Gemini Embedding API
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ASUS Unveils Q870 ATX Motherboard with LGA1851 and Intel Core Ultra Series 2 Support
ASUS has recently unveiled a new ATX motherboard based on the Intel Q870 chipset, designed to support Intel Core Ultra Processors (Series 2) using the LGA1851 socket. While not yet officially launched, this upcoming board targets industrial computing and embedded applications with a combination of modern performance and legacy interface support. The motherboard supports proce … ⌘ Read more

VectorVFS: your filesystem as a vector database
VectorVFS is a lightweight Python package that transforms your Linux filesystem into a vector database by leveraging the native VFS (Virtual File System) extended attributes. Rather than maintaining a separate index or external database, VectorVFS stores vector embeddings directly alongside each file—turning your existing directory structure into an efficient and semantically searchable embedding store. VectorVFS supports Meta’s Percepti … ⌘ Read more

@sorenpeter@darch.dk No because as the spec statd originally, and we didn’t change that syntax at all:

Mentions are embedded within the text in either @ or @ format

So the lextwt parser we use will simply call this an invalid mention, which it does.

@sorenpeter@darch.dk Unfortunately it does break all clients, because the original spec stated:

Mentions are embedded within the text in either @ or @ format

(Updated)Modular Cerebro Clusterboard Supports Raspberry Pi CM4/CM5, Jetson, and Radxa CM5
Cerebro is an upcoming clusterboard platform launching on Kickstarter, designed for AI, edge computing, and embedded development. It supports a range of compute modules including Raspberry Pi CM4 and CM5, NVIDIA Jetson, and Radxa CM5, providing a modular base for scalable systems. The board can host up to four compute nodes and includes an onboard, […] ⌘ Read more

LILYGO T-Echo Lite Offers Integrated LoRa, GNSS, and E-Paper Display in Compact Form
The LILYGO T-Echo Lite is a compact wireless development board designed for embedded applications that require long-range communication, positioning, and low-power display capabilities. Built around the Nordic nRF52840 microcontroller, the platform supports a wide range of wireless protocols and is available in several hardware configurations. The main processing component is t … ⌘ Read more

GoBlog Telegram Bot plugin
If you’re reading this, it seems that my GoBlog Telegram Bot (just another embedded plugin) is working! ⌘ Read more

Zalmotek RA6M1, RA8M1, and RZ/A3UL Feather SoMs Target High-Performance Embedded Applications
Zalmotek expands its Feather System on Module portfolio with high-performance options designed for advanced embedded systems. These modules are based on Renesas processors and follow the Feather form factor, enabling flexibility for robotics, industrial control, and edge computing applications. The RA6M1 Feather SoM features an Arm Cortex-M4 CPU operating at u … ⌘ Read more

Fluent Bit v4.0: Celebrating new features and 10th anniversary
The Fluent Bit maintainers have exciting news to share! Fluent Bit version 4 is out and just in time to celebrate the project’s 10-year anniversary. The journey: From embedded logging to multi-Signal observability With over 15… ⌘ Read more

Beetle RP2350 is a $4.90 Mini Development Board for Embedded Projects
The Beetle RP2350 is a coin-sized development board designed for space-constrained embedded projects. Despite its compact 25 × 20.5 mm footprint, it offers a wide range of hardware features and low power consumption, enabling its use in portable devices such as retro computers, game consoles, lighting controllers, and electronic badges. This board is built around […] ⌘ Read more

Zalmotek RA0E1, RA2E1, and RA4M1 Feather SoMs for Energy-Efficient Embedded Development
Zalmotek offers a range of Feather SoMs built around Renesas microcontrollers, targeting energy-efficient and compact embedded applications. These modules follow the Adafruit Feather form factor and include essential interfaces for rapid prototyping and deployment in IoT and low-power scenarios. The RA0E1 Feather SoM is designed for ultra-low-power use cases. It features … ⌘ Read more

The nice thing here is that any Ui/UX rendering for a “good user experience” is similar to what yarnd does for Youtube/Spotify/whatever embedding. Plus anyone can participate, even if they don’t really have a client that understand it, it’s just text with some “syntax” afterall.

(#6kkpdda) The nice thing here is that any Ui/UX rendering for a “good user experience” is similar to what yarnd does for Youtube/Spotify/what …
The nice thing here is that any Ui/UX rendering for a “good user experience” is similar to what yarnd does for Youtube/Spotify/whatever embedding. Plus anyone can participate, even if they don’t really have a client that understand it, it’s just text with some “syntax” afterall. ⌘ Read more

DietPi April 2025 Update (Version 9.12)
The April 18th update of DietPi v9.12 introduces new software options including the fish shell and Amiberry v7/Amiberry-Lite, while also expanding compatibility and resolving various issues. This release focuses on improving usability, editor flexibility, and hardware support across platforms.   DietPi: DietPi is a lightweight, Debian-based operating system optimized for single-board computers and embedded systems. […] ⌘ Read more