# camera Published articles for camera. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## WLV-01 hackable DIY digital camera features Raspberry Pi 5, interchangeable sensors (Crowdfunding) DevFeed: [WLV-01 hackable DIY digital camera features Raspberry Pi 5, interchangeable sensors (Crowdfunding)]() Original publisher: [Read original article]() Author: Debashis Das Published: 2026-09-18T00:00:48Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Raspberry Pi](), [Hardware](), [Embedded Systems](), [touchscreen](), [Wi-Fi](), [browser]() Tags: [broadcom-bcmxxxx](), [browser](), [camera](), [crowdfunding](), [debian](), [digital-camera](), [diy](), [embedded-systems](), [hardware](), [kickstarter](), [linux](), [pi](), [raspberrry-pi](), [raspberry](), [raspberry-pi](), [raspberry-pi-5](), [sensors](), [specifications](), [video]() ### AI overview The WLV-01 is a hackable DIY digital camera built around a Raspberry Pi 5, with interchangeable color and monochrome sensor cartridges, manual lens-mount support, and a 3D-printed body. It includes a touchscreen, Wi-Fi file transfer, a browser-based interface, RAW and JPEG capture, and 1080p or 4K video recording. ### Source excerpt Malcolm-Jamal Wilson has launched the WLV-01, a fully hackable DIY digital camera built around a Raspberry Pi 5. Designed for hardware tinkerers and photography enthusiasts, the camera features swappable full-spectrum color and true monochrome sensors ranging from 1/1.2-inch to Micro Four Thirds (M4/3), and offers a simple manual shooting experience. The camera uses a manual Sony E-mount and supports various lens options through adapters, including C-mount, M-mount, M42, Nikon F, Pentax K, Canon FD, and Leica M. For the IMX585 model, the mounting plate supports both C- and E-mount lenses, while Fuji X and Micro Four Thirds mounts are available as optional add-ons. Other hardware features include a 4-inch DSI display, standard 18650 battery cells, a 3D-printed body, and support for focal reducers, helicoids, and speed boosters. The camera also supports full-spectrum photography with suitable IR-pass or hot-mirror filters, plus remote flash triggering through a 2.5mm mono jack. WLV-01 specifications: [...] The post WLV-01 hackable DIY digital camera features Raspberry Pi 5, interchangeable sensors (Crowdfunding) appeared first on CNX Software - Embedded Systems News. ## Hackers Stole Flock's Camera Software, Revealing How the Company Tracks Cars and People DevFeed: [Hackers Stole Flock's Camera Software, Revealing How the Company Tracks Cars and People]() Original publisher: [Read original article]() Author: EditorDavid Published: 2026-09-17T16:04:00Z Content type: news Language: en Sources: [Slashdot]() Topics: [Computer vision](), [Encryption](), [Software](), [data](), [Cryptography]() Tags: [camera](), [encryption](), [flock](), [image](), [logs](), [net-11](), [people](), [privacy](), [software](), [vision]() ### AI overview A joint investigation analyzed data copied from a Flock roadway camera after hackers breached the device. The recovered files showed that its on-device software detects people, vehicles, license plates, bicycles, and some graphics, while logs documented extensive image generation and vehicle activity. ### Source excerpt "Hackers ripped down a Flock camera above a roadway, made a near-complete copy of the data stored inside it, and shared the files with 404 Media and WIRED," according to an article published on both sites. Though Flock has described its system as protected by on-device encryption, "The hackers were able to copy the camera's storage and recover an encryption key stored on the device, which unlocked videos of thousands of vehicle detections." The hackers shared the material with 404 Media and the transparency nonprofit Distributed Denial of Secrets, which shared the data with WIRED. 404 Media and WIRED then analyzed those files as part of a joint investigation... [T]he joint analysis of the recovered data shows that software running on the device explicitly detects people as well as vehicles, license plates, and bicycles. The camera can produce dozens of images of a single passing vehicle and, according to several weeks of recovered logs, generated more than a million images. Its computer-vision software also sometimes isolated bumper stickers and other graphics, including, in one case, an American flag patch on a motorcyclist's saddlebag... According to our analysis, the camera's logs recorded about 21 days of activity across several periods. During those windows, the device photographed roughly 50,200 vehicles and generated about 1.6 million images. On a typical day, it logged around 3,300 vehicles, with a high of 4,454... The software running on the camera explicitly detects people, something which is typically overlooked in discussions around Flock cameras. When it spots a person, it records where they appear in the image and how confident it is in the detection. It was a collective calling itself stegan0gram that breached the cameras, according to the interview they did with Wired and 404 Media. "Why just destroy them when we can reverse engineer them and find the secrets of those spying on us?" Read more of this story at Slashdot. ## App detects nearby Meta smart glasses as Meta develops camera-free glasses and launches paid social features DevFeed: [App detects nearby Meta smart glasses as Meta develops camera-free glasses and launches paid social features]() Original publisher: [Read original article]() Author: EditorDavid Published: 2026-09-17T11:34:00Z Content type: news Language: en Sources: [Slashdot]() Topics: [App](), [Meta](), [Bluetooth](), [iphone](), [Artificial Intelligence](), [data centers](), [Model Development](), [Users]() Tags: [ai](), [ai-data-centers](), [app](), [app-store](), [apple](), [camera](), [facebook](), [meta](), [model-development](), [social-media](), [subscriptions]() ### AI overview The article covers Zuckoff, an app that detects Bluetooth signals from nearby Meta smart glasses and estimates their distance. It also reports on Meta's planned camera-free glasses, the financial losses of Reality Labs, and paid subscription features for Instagram, Facebook, and WhatsApp. ### Source excerpt The New York Post reports: A new app called Zuckoff can detect if a user is near someone with Meta's creepy AI-powered glasses, which have drawn criticism for enabling creeps to record video of women without their consent. Programmer Pawel Szydlowski says tales of dirtbags recording themselves perving on women or harassing strangers prompted him to launch the app... Zuckoff -- which detects Bluetooth signatures broadcast by smart glasses and can estimate their distance -- has gained some 5,000 users since it hit Apple's App Store last month, according to Business Insider. "There's a need for such an application," the 30-year-old Polish techie told the outlet, adding that European Union regulators have contacted him for more info about his app. "We as a society have the right to at least know that someone is recording," Szydlowski said... Earlier this month, the tech giant disabled thousands of glasses it found had been tampered with to keep a small light off that indicates the device is recording. It's already #61 on the iPhone's list of best-selling utilities apps. In a related story, "After accusations of selling 'perv glasses,' Meta prepares to sell a pair without a camera," writes TechCrunch, citing a report from The Information. The glasses include six built-in microphones so users can communicate with the chatbot, as well as a button on the side of the glasses that, when pressed, activates the AI system... Meta's Reality Labs, which is responsible for developing its smart glasses line, is still losing a gargantuan amount of money, as its earnings report from April revealed. In fact, Meta stock is off 13% over the last 12 months, reports Yahoo Finance. So Tuesday Meta announced subscription services for its social apps as "part of Meta's push to drive additional revenue from the billions it's investing in AI data centers and model development." The plans, which start at $2.99 per month for single-product plans, $7.99 for individual bundles, and $14.99 for creator ## Raspberry Pi 5 gets dual GMSL2 Camera HAT based on MAX96716A deserializer DevFeed: [Raspberry Pi 5 gets dual GMSL2 Camera HAT based on MAX96716A deserializer]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-17T09:00:55Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Raspberry Pi](), [webcam](), [Embedded Systems](), [Linux](), [contact-rich manipulation]() Tags: [automotive](), [broadcom-bcmxxxx](), [camera](), [computer-vision](), [debian](), [embedded-systems](), [hardware](), [linux](), [mipi-csi](), [raspberry-pi](), [raspberry-pi-5](), [robotics]() ### AI overview BE-IIS has released a dual GMSL2 Camera HAT for Raspberry Pi 5. Based on the MAX96716A deserializer, it connects two remote GMSL2 cameras through the board's CSI-2 interfaces and has been tested over 10-meter coaxial cables. ### Source excerpt BE-IIS (Brechel Electronic-Industrial Interface Systems) has released a dual GMSL2 Camera HAT for the Raspberry Pi 5. The board is based on the MAX96716A GMSL2 deserializer and connects two remote GMSL2 cameras through the Pi's CSI-2 interfaces. The solution has been validated in a dual-camera setup that operates at 2304 x 1296, RAW10, with two CSI-2 lanes per camera using the same Sony IMX708 12MP camera sensors found in the Raspberry Pi Camera Module 3. Besides low latency, one advantage of GMSL2 is long-range operation, and the HAT has been tested with two cameras connected over 10-meter coaxial cables. BE-IIS BE-IIS-2CAM (aka BE-IIS-GMSL2-2CAM) HAT+ specifications: Dual MIPI CSI camera output compatible with Raspberry Pi CSI interfaces Dual GMSL2 camera input 2x Rosenberger FAKRA connectors Up to 6 Gbps each PoC filter and protection per connector Analog Devices MAX96716A GMSL2 deserializer Misc Single and Dual HAT Operation 40-pin Raspberry Pi GPIO header [...] The post Raspberry Pi 5 gets dual GMSL2 Camera HAT based on MAX96716A deserializer appeared first on CNX Software - Embedded Systems News. ## Kacey Musgraves' Quest Concert Shows How Good Immersive Music Can Be DevFeed: [Kacey Musgraves' Quest Concert Shows How Good Immersive Music Can Be]() Original publisher: [Read original article]() Author: Craig Storm Published: 2026-09-16T21:26:59Z Content type: opinion Language: en Sources: [UploadVR]() Topics: [3D](), [Meta]() Tags: [3d](), [4k](), [audio](), [camera](), [cameras](), [immersive-video](), [lighting](), [meta](), [music](), [production](), [quality](), [wi-fi]() ### AI overview A review of Kacey Musgraves: Middle of Nowhere, a 49-minute made-for-VR concert filmed at Billy Bob's Texas for Quest 3. The reviewer finds its stereoscopic 3D presentation immersive and natural, with clear visuals over hotel Wi-Fi and strong audio. ### Source excerpt We had to stop ourselves from applauding. Kacey Musgraves' new made-for-VR concert on Quest 3 shows just how good immersive music can be. ## OpenMANET - A higher-bandwidth Meshtastic alternative leveraging 802.11ah WiFi HaLow DevFeed: [OpenMANET - A higher-bandwidth Meshtastic alternative leveraging 802.11ah WiFi HaLow]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-16T07:00:04Z Content type: article Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Open Source](), [Networks](), [Wi-Fi](), [Raspberry Pi](), [lora](), [networking](), [meshtastic](), [Embedded Systems]() Tags: [802-11ah](), [broadcom-bcmxxxx](), [camera](), [embedded-systems](), [gps](), [halow](), [hardware](), [linux](), [low-power](), [mesh-networking](), [meshtastic](), [network](), [open-source](), [openmanet](), [openwrt](), [raspberry-pi](), [seeed-studio]() ### AI overview This article introduces OpenMANET, an open-source long-range wireless mesh networking project using Raspberry Pi hardware and Wi-Fi HaLow chips. It compares OpenMANET with LoRa-based Meshtastic, noting higher bandwidth and features such as push-to-talk, GPS sharing, video streaming, and ATAK integration, alongside higher hardware cost and power consumption. ### Source excerpt OpenMANET is an open-source project for building long-range wireless mesh Mobile Ad-hoc Networks (MANETs) using Raspberry Pi SBCs and Wi-Fi HaLow (802.11ah) chips from Morse Micro. This came up when we wrote about Morse Micro USB WiFi HaLow adapters, and an X user commented that "OpenMANET is going to explode with these available, no more adapter boards or M.2 cards". OpenMANET targets search and rescue, disaster response, airsoft events, and other off-grid or infrastructure-failed situations. So it looks like an alternative to LoRa-based Meshtastic and Meshcore, with higher bandwidth, at the cost of more expensive hardware and higher power consumption. OpenMANET supports field communications, including push-to-talk, sharing GPS positions, cameras/video streams, and ATAK (Android Team Awareness Kit) integration. The mesh network can access the Internet through a single "mesh gate" over Starlink or cellular connectivity. The project supports a range of hardware platforms including Gateworks Venice, Raspberry Pi Zero 2 W, [...] The post OpenMANET - A higher-bandwidth Meshtastic alternative leveraging 802.11ah WiFi HaLow appeared first on CNX Software - Embedded Systems News. ## CVITEK CV1842H-P-based edge AI camera module offers night vision and AI-ISP support (Crowdfunding) DevFeed: [CVITEK CV1842H-P-based edge AI camera module offers night vision and AI-ISP support (Crowdfunding)]() Original publisher: [Read original article]() Author: Debashis Das Published: 2026-09-16T00:00:55Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Artificial Intelligence](), [Embedded Systems](), [AI Inference](), [V](), [Arm](), [cpu](), [Open Source](), [Ethernet](), [Linux](), [Toit]() Tags: [ai](), [arm](), [artificial-intelligence-ai](), [camera](), [computer-vision](), [cpu](), [debug](), [edge-ai](), [embedded](), [ethernet](), [hardware](), [inference](), [kickstarter](), [linux](), [module](), [open-source](), [real-time](), [risc-v](), [robotics](), [rt-thread](), [soc](), [sophgo](), [tinyml](), [usb](), [video](), [vision]() ### AI overview The AIMORELOGY Ovis is an open-source modular AI vision camera built around the CVITEK CV1842H-P SoC. It provides full-color 1080p night vision, 1.5 TOPS edge AI inference, USB and Ethernet connectivity, and a dual-OS environment using Linux and RT-Thread. ### Source excerpt The AIMORELOGY Ovis is an open-source AI vision camera module built around the CVITEK CV1842H-P SoC, with full-color 1080p night vision and 1.5 TOPS edge AI inference in a compact modular design. It is designed for drones, robotics, security systems, smart cameras, and custom embedded vision products. The camera features a compact stacked design, with a 20 x 20 mm Core board that includes the CVITEK CV1842H-P SoC, 2 Gbit NAND flash, USB, and UART debug pads. A Sensor board with the SC235HAI image sensor connects on top and also adds Ethernet and UART interfaces. An optional CVBS board goes between the Sensor board and the Ovis Core board. AIMORELOGY Ovis specifications: Ovis Core Board SoC - CVITEK CV1842H-P CPU - 1x Arm Cortex-A53 core @ 1.1 GHz, 1x RISC-V C906 core @ 800 MHz NPU - 1.5 TOPS @ INT8 with BF16 support ISP - AI-ISP with real-time 1080p [...] The post CVITEK CV1842H-P-based edge AI camera module offers night vision and AI-ISP support (Crowdfunding) appeared first on CNX Software - Embedded Systems News. ## Alif Semi Balletto B1 and Ensemble E1C StartKits feature Cortex-M55 + Ethos-U55 MCU for IoT and Edge AI DevFeed: [Alif Semi Balletto B1 and Ensemble E1C StartKits feature Cortex-M55 + Ethos-U55 MCU for IoT and Edge AI]() Original publisher: [Read original article]() Author: Debashis Das Published: 2026-09-15T09:00:06Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Microcontrollers](), [Embedded Systems](), [Microcontroller](), [cpu](), [Internet of things](), [Artificial Intelligence](), [SDK]() Tags: [802-15-4](), [ai](), [alif](), [ble](), [camera](), [core](), [debugger](), [development-board](), [devkit](), [edge](), [edge-ai](), [embedded-systems](), [hardware](), [i2c](), [iot](), [led](), [low-power](), [mcu](), [microcontrollers](), [mikrobus](), [open-source](), [sensor](), [specifications](), [testing](), [zephyr](), [zephyr-os]() ### AI overview Alif Semiconductor's Balletto B1 and Ensemble E1C StartKits are low-cost development boards built around Cortex-M55 microcontrollers with Ethos-U55 NPUs. The Balletto B1 adds BLE 5.3 and 802.15.4 connectivity, while both boards include camera, audio, sensor expansion, debugging, and power-measurement features. ### Source excerpt Alif Semiconductor's Ensemble E1C (SK-E1C) and Balletto B1 (SK-B1) StartKits are low-cost development boards built around the company's Cortex-M55 + Ethos-U55 microcontrollers. The Balletto B1 adds BLE 5.3 and 802.15.4 wireless connectivity, while the Ensemble E1C does not have built-in wireless connectivity. Both StartKits feature a microcontroller with a 160MHz Cortex-M55 CPU, an Ethos-U55 NPU, 2MB SRAM, and 1.8/1.9MB NVM. They also include an Arducam camera header, a mikroBUS Click Board expansion socket, and two PDM microphones for camera, audio, and sensor-based projects. The Balletto B1 additionally provides the complete RF path to a chip antenna for its wireless subsystem, while both boards feature an on-board Segger J-Link debugger for development and testing. Alif Semiconductor StartKit (SK-B1 and SK-E1C) specifications: MCU SK-E1C - Alif Semiconductor Ensemble E1C SK-B1 - Alif Semiconductor Balletto B1 CPU - Arm Cortex-M55 core with Helium-M Vector Extension @ up to 160 MHz NPU - Arm [...] The post Alif Semi Balletto B1 and Ensemble E1C StartKits feature Cortex-M55 + Ethos-U55 MCU for IoT and Edge AI appeared first on CNX Software - Embedded Systems News. ## Arcturus Vision Camera Adds Color Passthrough & 3D Video Capture To Steam Frame DevFeed: [Arcturus Vision Camera Adds Color Passthrough & 3D Video Capture To Steam Frame]() Original publisher: [Read original article]() Author: David Heaney Published: 2026-09-15T06:59:00Z Content type: news Language: en Sources: [UploadVR]() Topics: [3D]() Tags: [3d](), [camera](), [capture](), [experimental](), [headsets-tech](), [rgb](), [video](), [vision]() ### AI overview The $149 Arcturus Vision Camera adds color passthrough to Valve's Steam Frame headset through its PCI-E expansion port. It also captures tracked stereoscopic 3D video, with options for 6-megapixel-per-eye HDR recording at 60fps or lower-resolution recording at 120fps. ### Source excerpt The $149 Arcturus Vision Camera, weighing just 10 grams, adds 6 megapixel per eye color passthrough to Steam Frame and captures tracked 3D HDR video. ## NeoEyes NE302 - A tiny USB-C-powered WiFi 6 Edge AI Vision camera based on STM32N6 MCU DevFeed: [NeoEyes NE302 - A tiny USB-C-powered WiFi 6 Edge AI Vision camera based on STM32N6 MCU]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-12T02:19:36Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Embedded Systems](), [Microcontroller](), [wifi 6](), [Hardware](), [object-detection]() Tags: [c-c-plus-plus](), [camera](), [computer-vision](), [edge-ai](), [embedded-systems](), [hardware](), [mcu](), [object-detection](), [open-source](), [stm32](), [stmicro-stm32](), [vision](), [wifi-6]() ### AI overview The article reports on CamThink's NeoEyes NE302, a compact USB-C-powered Wi-Fi 6 edge AI vision camera built around the STM32N6 MCU. It describes the device's reduced memory and feature set compared with the NE301, along with its camera, wireless, debugging, video-encoding, object-detection, networking, OTA, and security capabilities. ### Source excerpt CamThink NeoEyes NE302 is a tiny WiFi 6 Edge AI camera based on an STM32N6 Arm Cortex-M55 MCU with Neural-ART NPU which the company says is "especially suitable for developers and makers". I initially thought about it as a smaller version of the CamThink NeoEyes NE301 based on the same STM32N6 MCU and 4MP OS04C10 camera sensor. But it's quite a different device. First, it doesn't have a battery, and the USB-C is only used for power. Memory and storage capacities have been reduced to 32 MB PSRAM and 64 MP SPI flash, and a range of built-in and optional features have been removed, including 4G LTE module (global or US), audio wafers, PIR motion connector, and a 16-pin GPIO header, as well as support for PoE power. CamThink NeoEyes NE302 specifications: Vision MCU STMicro STM32N6 MCU Core - Arm 32-bit Cortex-M55 CPU @ up to 800MHz with Arm Helium [...] The post NeoEyes NE302 - A tiny USB-C-powered WiFi 6 Edge AI Vision camera based on STM32N6 MCU appeared first on CNX Software - Embedded Systems News. ## GL.iNet Reveals Umino D1, D1 Pro and T1 Portable Camera Prototypes at IFA 2026 DevFeed: [GL.iNet Reveals Umino D1, D1 Pro and T1 Portable Camera Prototypes at IFA 2026]() Original publisher: [Read original article]() Author: Rob Andrews Published: 2026-09-11T16:00:42Z Content type: article Language: en Sources: [NAS Compares]() Topics: [GL.iNet](), [Hardware]() Tags: [2026](), [4k](), [4k-dashcam](), [4k-hdr-dashcam](), [ai-travel-journal](), [airbnb-security-camera](), [break-in-monitoring](), [camera](), [cameras](), [dashcam-prototype](), [gl-inet](), [gl-inet-2026](), [gl-inet-d1](), [gl-inet-d1-pro](), [gl-inet-dashcam](), [gl-inet-ifa](), [gl-inet-ifa-2026](), [gl-inet-news](), [gl-inet-t1](), [gl-inet-umino](), [hardware](), [hidden-camera-detection](), [hotel-security-camera](), [ifa-2026](), [portable](), [portable-car-camera](), [portable-dashcam](), [portable-security-camera](), [rental-car-dashcam](), [rental-car-security](), [sony-starvis-2](), [suction-cup-dashcam](), [surveillance](), [travel-accessories](), [travel-camera](), [uncategorised]() ### AI overview At IFA 2026, GL.iNet revealed its Umino D1 and D1 Pro portable dashcams and T1 portable security camera. The prototypes target rental cars, road trips and temporary accommodation, with Sony STARVIS 2 hardware and 4K HDR recording. Specifications, pricing and release timing remain incomplete. ### Source excerpt Gl.iNet Launching Portable Dashcams and AirBnB Cameras - No, Really... GL.iNet is best known for its travel routers, networking hardware and increasingly broad range of portable connectivity products, but at IFA 2026 the company showed that it is looking at expanding into another part of the travel market. Under its Umino branding, GL.iNet revealed the [...] ## Amlogic A123X and C305X2 Arm Cortex-A320 SoCs target industrial and low-power AIoT applications DevFeed: [Amlogic A123X and C305X2 Arm Cortex-A320 SoCs target industrial and low-power AIoT applications]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-11T03:13:41Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Arm](), [cpu](), [Embedded Systems](), [Artificial Intelligence](), [Internet of things](), [Hardware](), [object-detection](), [Neural Network](), [Transformer]() Tags: [aiot](), [amlogic](), [arm](), [armv9](), [camera](), [computer-vision](), [cortex-a320](), [edge-ai](), [embedded](), [ethernet](), [h-264](), [hardware](), [iot](), [linux](), [llm](), [low-power](), [neural](), [npu](), [object-detection](), [processor](), [security](), [soc]() ### AI overview Amlogic has announced the A123X quad-core and C305X2 dual-core Arm Cortex-A320 SoCs for industrial and battery-powered edge AI and IoT devices. The preliminary specifications include video encoding and decoding, NPUs, image signal processing, camera interfaces, networking, USB, and low-power features. The article notes that full specifications, block diagrams, and software details are not yet available. ### Source excerpt Amlogic has unveiled the A123X quad-core and C305X2 dual-core Arm Cortex-A320 SoCs for industrial and battery-powered Edge AI and IoT applications such as robots, dashcams, IP cameras, video conferencing equipment, and so on. The Arm Cortex-A320 low-power Armv9 CPU core was introduced in February 2025, and Amlogic is the first silicon vendor to announce Cortex-A320 SoCs. Details are sparse, with no full specifications or block diagrams and limited software information, but let's see what we know so far. Amlogic A123X Amlogic A123X specifications: CPU - Quad-core Arm Cortex-A320 processor (Armv9.2-A, SVE2) GPU - None or not disclosed VPU H.264/H.265 encoding at 4K @ 60fps H.264/H.265 decoding at 4K @ 30fps AI 4 TOPS ADLA2 NPU for object detection and tracking CNN models 8 TOPS ADLA3 NPU supporting hardware-accelerated Transformer operations for ViT, LLM, etc. Neural network-based hardware SED engine for low-power audio event identification ISP - Low-light HDR ISP Supports [...] The post Amlogic A123X and C305X2 Arm Cortex-A320 SoCs target industrial and low-power AIoT applications appeared first on CNX Software - Embedded Systems News. ## Arduino UNO Media Carrier adds MIPI CSI/DSI and audio connectors to UNO Q and VENTUNO Q boards DevFeed: [Arduino UNO Media Carrier adds MIPI CSI/DSI and audio connectors to UNO Q and VENTUNO Q boards]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-10T00:00:32Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [UNO Q](), [Arduino](), [Raspberry Pi](), [Hardware](), [Open Source]() Tags: [arduino](), [audio](), [camera](), [connectors](), [display](), [embedded-systems](), [hardware](), [linux](), [mipi](), [mipi-csi](), [news](), [open-source](), [single-board-computer](), [specifications](), [touchscreen](), [uno-q](), [ventuno-q](), [waveshare]() ### AI overview The Arduino UNO Media Carrier adds accessible 22-pin MIPI DSI and CSI connectors, three 3.5 mm audio jacks, and RGB LEDs to Arduino UNO Q and VENTUNO Q boards. It is listed at $19.25 or EUR 19.89 including VAT. ### Source excerpt Arduino UNO Media Carrier board adds three audio jacks, a MIPI DSI display connector, two MIPI CSI camera connectors, and a few RGB LEDs to the Arduino UNO Q and Arduino VENTUNO Q SBCs. Both Arduino "Q" boards already expose MIPI CSI/DSI and audio interfaces, but only through the JMEDIA and JMISC 60-pin headers, which aren't very convenient. The Arduino UNO Media Carrier board fixes that with 22-pin MIPI connectors and 3.5 audio jacks. Arduino UNO Media Carrier (ASX00083) specifications: Compatible SBCs - Arduino UNO Q and Arduino VENTUNO Q Display I/F - 22-pin MIPI DSI connector compatible with standard MIPI-DSI display modules (5-inch, 8-inch, 10.1-inch Waveshare touch display compatible) Camera I/F - 2x 22-pin MIPI-CSI connectors compatible with IMX219 camera modules like the Raspberry Pi Camera Module 2 Audio 3.5 mm (MIC-IN/Headphones Out) audio jack 3.5mm Line Out audio jack 3.5mm Ear Out audio jack Host interfaces 60-pin female [...] The post Arduino UNO Media Carrier adds MIPI CSI/DSI and audio connectors to UNO Q and VENTUNO Q boards appeared first on CNX Software - Embedded Systems News. ## The Reflexes Machine turns a reaction game into an interactive experience DevFeed: [The Reflexes Machine turns a reaction game into an interactive experience]() Original publisher: [Read original article]() Author: Arduino Team Published: 2026-09-09T12:37:27Z Content type: article Language: en Sources: [Arduino Blog]() Topics: [Arduino](), [UNO Q](), [Computer vision](), [webcam](), [real-time](), [Hardware]() Tags: [architecture](), [arduino](), [building](), [camera](), [computer-vision](), [hardware](), [i2c](), [led](), [modulino-nodes](), [project](), [reaction-game](), [real-time](), [reflex-game](), [reflexes-machine](), [sensors](), [uno-q]() ### AI overview An Arduino community member built Reflexes Machine, an arcade-style reaction game using an Arduino UNO Q board, Modulino nodes, a USB camera, illuminated buttons, LED Matrix displays, and sound effects. The camera detects a player's face and automatically starts the countdown. ### Source excerpt What happens when you combine a little imagination with a powerful dual-brain board and a handful of building-block sensors? In the case of Arduino community member LucaDilo, you get a reaction game that doesn't simply wait for someone to press a button... it actually notices when you walk up and invites you to play. Reflexes [...] The post The Reflexes Machine turns a reaction game into an interactive experience appeared first on Arduino Blog. ## ArduinoCore-Zephyr 1.0.0 adds support for Arduino VENTUNO Q, updates to Zephyr 4.4.1, and more DevFeed: [ArduinoCore-Zephyr 1.0.0 adds support for Arduino VENTUNO Q, updates to Zephyr 4.4.1, and more]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-04T10:27:38Z Content type: release Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Arduino](), [Zephyr RTOS](), [Embedded Systems](), [Embedded Software Dev](), [Hardware](), [Microcontroller](), [webcam](), [ci]() Tags: [arduino](), [bug-fixes](), [camera](), [ci](), [development-board](), [embedded-systems](), [hardware](), [mcu](), [real-time](), [release](), [software-management](), [ventuno-q](), [vision](), [zephyr](), [zephyr-os]() ### AI overview Arduino has released ArduinoCore-Zephyr 1.0.0 with support for the VENTUNO Q SBC and Nicla Vision camera, an update to Zephyr 4.4.1, and bug-fix and CI improvements. The article also lists supported Arduino platforms and installation steps. ### Source excerpt Arduino has just announced the release of ArduinoCore-Zephyr version 1.0.0, with new hardware support, including the VENTUNO Q SBC, an updated Zephyr 4.4.1 base, support for the Nicla Vision camera, and various fixes and improvements. Arduino first announced its plans to switch from Arm Mbed to Zephyr RTOS in July 2024, before releasing the first beta of Arduino Core for Zephyr in December of the same year. ArduinoCore-Zephyr 1.0.0 is not the first stable version, since that was version 0.90.0 released on July 29, 2026. The new release builds on that, so let's see what's new. ArduinoCore-Zephyr 1.0.0 highlights Support for Arduino VENTUNO Q SBC, specifically the STM32H5F5 real-time MCU on the board Update to Zephyr 4.4.1 with the latest upstream improvements, security fixes, and driver support Added Nicla Vision camera support to capture and process image data directly through the Zephyr core Various bug fixes and CI improvements Currently [...] The post ArduinoCore-Zephyr 1.0.0 adds support for Arduino VENTUNO Q, updates to Zephyr 4.4.1, and more appeared first on CNX Software - Embedded Systems News. ## Arduino Core on Zephyr 1.0.0 is here! DevFeed: [Arduino Core on Zephyr 1.0.0 is here!]() Original publisher: [Read original article]() Author: Arduino Team Published: 2026-09-03T15:20:44Z Content type: release Language: en Sources: [Arduino Blog]() Topics: [Arduino](), [Release notes](), [Hardware](), [real-time](), [Robotics](), [Automation](), [Qualcomm]() Tags: [arduino](), [arduino-core-on-zephyr](), [arduino-ide](), [bug-fixes](), [camera](), [image-classification](), [object-detection](), [physical-ai](), [qualcomm](), [real-time](), [release](), [robotics](), [ventuno-q](), [zephyr]() ### AI overview Arduino announced ArduinoCore-Zephyr 1.0.0, adding support for the VENTUNO Q board, updating the base to Zephyr 4.4.1, enabling camera support for the Nicla Vision module, and including bug fixes and cleanup. ### Source excerpt We're excited to announce version 1.0.0 of the ArduinoCore-Zephyr, our biggest release yet. Building on the stability milestone we hit with 0.90.0, this release brings new hardware support, an updated Zephyr base, and a long list of fixes and improvements across the core. Thank you to everyone who tested 0.90.0, filed issues, and helped us [...] The post Arduino Core on Zephyr 1.0.0 is here! appeared first on Arduino Blog. ## Amlogic A311Y3 Cortex-A78/A55 Edge AI system-on-module delivers up to 8 TOPS DevFeed: [Amlogic A311Y3 Cortex-A78/A55 Edge AI system-on-module delivers up to 8 TOPS]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-03T13:46:18Z Content type: article Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Embedded Systems](), [Artificial Intelligence](), [cpu](), [SOC](), [GPU](), [RISC-V](), [SDK](), [Android](), [Linux]() Tags: [2025](), [4g-lte](), [amlogic](), [android](), [arm](), [boardcon](), [camera](), [compiler](), [cortex-a55](), [cortex-a78](), [cpu](), [development-board](), [development-tools](), [display](), [edge-ai](), [edge-computing](), [embedded](), [embedded-systems](), [hardware](), [linux](), [npu](), [opencl](), [risc-v](), [rs485](), [som](), [specifications](), [vulkan]() ### AI overview The article examines Boardcon's CM311Y3 system-on-module, which uses the Amlogic A311Y3 octa-core SoC with Cortex-A78 and Cortex-A55 CPUs, an 8 TOPS NPU, LPDDR5 memory, eMMC storage, and interfaces for embedded applications. It also describes the module's development board, software support, and key specifications. ### Source excerpt Boardcon CM311Y3 system-on-module (SoM) is powered by an Amlogic A311Y3 octa-core Cortex-A78/A55 SoC with an 8 TOPS NPU and targets 4K video surveillance systems, AI edge computing devices, interactive terminals, enterprise thin clients, and autonomous robots. The module comes with up to 16GB LPDDR5 and up to 256 GB eMMC flash, exposes 210 pins through castellated edges, and a development board is also provided for evaluation and early software development. We don't often see new SoMs or SBCs based on Amlogic SoCs these days, so let's have a closer look. Boardcon CM311Y3 System-on-Module CM311Y3 specifications: SoC - Amlogic A311Y3 CPU 2x ARM Cortex-A78 cores @ 2.4GHx 6x ARM Cortex-A55 cores @ 2.0GHz RISC-V core for system control processing RISC-V core for Always-on power management and Sensor Hub GPU - Arm Mali-G625 MC1 with support for OpenGL ES 3.2, Vulkan 1.4, and OpenCL 3.0 VPU Video Decoder - H.264 up to [...] The post Amlogic A311Y3 Cortex-A78/A55 Edge AI system-on-module delivers up to 8 TOPS appeared first on CNX Software - Embedded Systems News. ## LightMake L4 3D printer features four independent heads for simultaneous or multi-color printing (Crowdfunding) DevFeed: [LightMake L4 3D printer features four independent heads for simultaneous or multi-color printing (Crowdfunding)]() Original publisher: [Read original article]() Author: Debashis Das Published: 2026-09-02T10:55:06Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [3D]() Tags: [3d-printer](), [3d-printing](), [artificial-intelligence-ai](), [camera](), [crowdfunding](), [diy](), [hardware](), [kickstarter](), [precision](), [production](), [video]() ### AI overview The LightMake L4 is a desktop FDM 3D printer with four independently controlled printheads and linear-motor motion. It supports simultaneous duplicate printing, multi-color and multi-material printing, and batch production, with claimed toolhead changes in one second, near-zero purge waste, motion precision of ±1µm, and speeds up to 500 mm/s. ### Source excerpt The LightMake L4 is a desktop 3D printer with four independent printing heads for high-throughput multi-color, multi-material, and batch production. It uses four independently controlled printheads and linear-motor motion instead of conventional belts, allowing users to print four identical models simultaneously, produce complex multi-color parts with minimal purge waste, or combine up to four materials in a single print. Typically, multi-color FDM 3D printers like the Bambu Lab X1 or Geeetech A20M use a single-nozzle purge material during every color change, which leads to a lot of material waste and longer print times. The LightMake L4 takes a different approach by keeping four filaments loaded and heated in four completely separate extruders. According to the company, this allows for one-second toolhead changes and near-zero purge waste. The linear motor system also promises ±1µm motion precision and speeds of up to 500 mm/s. LightMake L4 and L1 specifications: Printing technology - [...] The post LightMake L4 3D printer features four independent heads for simultaneous or multi-color printing (Crowdfunding) appeared first on CNX Software - Embedded Systems News. ## Circuit Valley CHC5 - A modular USB, HDMI, and Ethernet camera system (Crowdfunding) DevFeed: [Circuit Valley CHC5 - A modular USB, HDMI, and Ethernet camera system (Crowdfunding)]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-02T07:25:10Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [webcam](), [Hardware](), [USB](), [hdmi](), [Ethernet](), [SOC](), [Embedded Systems](), [Linux](), [SDK](), [Open Source]() Tags: [arm](), [buildroot](), [c-c-plus-plus](), [camera](), [computer-vision](), [edge-ai](), [embedded-systems](), [ethernet](), [fpga](), [hardware](), [hdmi](), [kickstarter](), [linux](), [open-source](), [poe](), [sdk](), [soc](), [usb](), [video](), [xilinx-zynq]() ### AI overview CNX Software reports on Circuit Valley's CHC5, a modular camera system built around an AMD/Xilinx Zynq-7020 SoC FPGA. It supports interchangeable sensor and lens configurations, USB, HDMI, and Gigabit Ethernet interfaces, and image-processing and machine-vision workloads. ### Source excerpt Circuit Valley's CHC5 is a modular camera system based on a Core board powered by an AMD/Xilinx Zynq-7020 SoC FPGA, a range of interface boards with USB, HDMI, or Ethernet (PoE), various sensor boards, and a metal enclosure. The solution can be customized with different lens objectives and different sensors with MIPI D-PHY, LVDS, Sub-LVDS, Low Voltage LVDS, or SLVS interfaces. The Zynq-7020's Cortex-A9 cores can handle complex tasks, while the FPGA fabric takes care of high-speed calculation and correction on the image, and can also be leveraged for AI/machine-vision-specific algorithms or complex low-latency hardware acceleration. CHC5 specifications: Core board SoC - Xilinx AMD Zynq-7020 SoC FPGA CPU - Dual-core Arm Cortex-A9 processor FPGA - 85K logic cells, 4.9Mb Block RAM, 220 DSP slices System Memory - 1GB DDR3 Storage 1 Gbit flash memory MicroSD card slot ISP - Full-fledged ISP implemented on FPGA fabric Multiple interface boards with 10Gbps [...] The post Circuit Valley CHC5 - A modular USB, HDMI, and Ethernet camera system (Crowdfunding) appeared first on CNX Software - Embedded Systems News. ## Qualcomm introduces Dragonwing Q-2390 and IQ-2390 for consumer and industrial AIoT applications DevFeed: [Qualcomm introduces Dragonwing Q-2390 and IQ-2390 for consumer and industrial AIoT applications]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-01T14:24:27Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Embedded Systems](), [cpu](), [Arm](), [RISC-V](), [GPU]() Tags: [4g-lte](), [android](), [artificial-intelligence-ai](), [camera](), [cortex-a55](), [cortex-a78](), [dsp](), [embedded](), [embedded-systems](), [hardware](), [hexagon](), [industrial](), [iot](), [linux](), [npu](), [processor](), [products](), [qualcomm](), [qualcomm-dragonwing](), [risc-v](), [ubuntu](), [wifi-5](), [yocto](), [zephyr](), [zephyr-os]() ### AI overview Qualcomm announced the Dragonwing Q-2390 and IQ-2390 quad-core Cortex-A78/A55 processors for consumer, commercial, and industrial AIoT applications. The Q-2390 targets devices such as retail and smart home products, while the IQ-2390 targets industrial automation, machine vision, building management, and energy systems. The processors include optional RISC-V real-time cores, Adreno graphics, Hexagon processing, camera and display interfaces, networking, and support for Android, Yocto Linux, Ubuntu, and Zephyr RTOS. ### Source excerpt Qualcomm has announced the Qualcomm Dragonwing Q-2390 and IQ-2390 quad-core Cortex-A78/A55 processors for AIoT consumer, commercial and industrial applications. The Dragonwing Q-2390 processor is designed for commercial and consumer devices, notably for applications such as retail and smart home products, as well as smart displays and enterprise edge devices, while the Dragonwing IQ-2390 processor is the SKU from the Dragonwing IQ2 Series designed for industrial automation, machine vision, building management and energy systems. Qualcomm IQ-2390 and Q-2390 specifications: CPU 1x Arm Cortex-A78 core up to 1.5 or 1.9 GHz depending on SKU 3x Arm Cortex-A55 cores up to 1.5 or 1.9 GHz depending on SKU Optional SiFive E61 RISC-V real-time core up to 600MHz with 768kB memory Cache - 512 KB L3 cache GPU - Qualcomm Adreno 704 up to 1.1 GHz Audio DSP - Qualcomm Hexagon V66 up to 1.1 GHz NPU - Qualcomm Hexagon up to 1.1 TOPS DPU [...] The post Qualcomm introduces Dragonwing Q-2390 and IQ-2390 for consumer and industrial AIoT applications appeared first on CNX Software - Embedded Systems News. ## Makera Z1 Desktop CNC Review - Smart milling, 4-th axis module, and 5W laser engraving DevFeed: [Makera Z1 Desktop CNC Review - Smart milling, 4-th axis module, and 5W laser engraving]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-01T10:51:29Z Content type: article Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Tool]() Tags: [camera](), [cnc-router](), [diy](), [dust](), [hardware](), [optional](), [precision](), [review](), [reviews](), [testing](), [video](), [volume]() ### AI overview A review of the Makera Z1 desktop CNC machine, covering its enclosed aluminum construction, 200 x 200 x 100 mm work volume, milling and engraving capabilities, assistive features, specifications, and optional 4th-axis and 5W laser accessories. ### Source excerpt The Makera Z1 Desktop CNC is a desktop CNC machine designed for milling and engraving work that requires precision. The fully enclosed machine features an aluminum structure, offers a 200 x 200 x 100 mm work volume, and is suitable for wood, plastic, acrylic, PCB boards, carbon fiber, as well as non-ferrous metals such as aluminum, brass, and copper. The standout feature of this model is its fairly complete set of assistive functions, including a quick tool change system for swapping milling bits, auto probing & leveling for detecting position and leveling the workpiece, the AeroDust system for blowing and managing chips/dust, and a built-in camera for monitoring operation. In addition, optional accessories such as a 4th-axis rotary module, a 5W laser head, a workholding kit, and a 3D probe can also be installed. This model relies on a linear rail system featuring Acme lead screws and NEMA 17 stepper [...] The post Makera Z1 Desktop CNC Review - Smart milling, 4-th axis module, and 5W laser engraving appeared first on CNX Software - Embedded Systems News. ## ARK Just A Pi - A tiny NDAA-compliant Raspberry Pi CM5 carrier board for drones and robots DevFeed: [ARK Just A Pi - A tiny NDAA-compliant Raspberry Pi CM5 carrier board for drones and robots]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-08-31T10:49:27Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Raspberry Pi](), [Embedded Systems](), [Hardware](), [Ethernet]() Tags: [broadcom-bcmxxxx](), [camera](), [cm5](), [debian](), [drone](), [embedded](), [ethernet](), [hardware](), [hdmi](), [jetson-orin](), [linux](), [raspberry-pi](), [robotics](), [robots](), [sensors](), [som](), [usb]() ### AI overview The article reports on ARK Electronics' Just A Pi, a small NDAA-compliant carrier board for the Raspberry Pi Compute Module 5. It describes its connectors, interfaces, dimensions, weight, supported modules, installation requirements, and pricing. ### Source excerpt ARK Just A Pi is a tiny NDAA-compliant carrier board for the Raspberry Pi CM5 designed for drones, robots, or other space-constrained embedded applications that's about the size of the Compute Module itself. This follows ARK Electronics' NDAA-compliant ARK Jetson Orin NX/Nano bundles introduced in 2024. The new "Just A Pi" is much smaller and lighter, features a built-in 100 Mbps Ethernet switch with two JST-GH Ethernet ports, a micro HDMI port, two MIPI CSI camera connectors, a microSD card slot, a PCIe FFC connector, a USB 3.0 Type-C dual role connector, and a range of small connectors for UART, SPI, PWM, GPIO, and fan. It also features a power connector for the company's PAB power modules. ARK Just A Pi specifications: Supported SoM Raspberry Pi Compute Module 5 - Full support Raspberry Pi Compute Module 4 - The following interfaces are not supported: CSI1/CAM1, UART2, USB-C, PCIe, and fan [...] The post ARK Just A Pi - A tiny NDAA-compliant Raspberry Pi CM5 carrier board for drones and robots appeared first on CNX Software - Embedded Systems News. ## D-Robotics RDK S100P - A 128 TOPS alternative to NVIDIA Jetson Orin NX 16GB with Cortex-A78AE/R52+ cores DevFeed: [D-Robotics RDK S100P - A 128 TOPS alternative to NVIDIA Jetson Orin NX 16GB with Cortex-A78AE/R52+ cores]() Original publisher: [Read original article]() Author: Debashis Das Published: 2026-08-31T08:06:13Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Jetson](), [Robotics](), [Embedded Systems](), [Microcontroller](), [Jetson Orin](), [SOC](), [cpu](), [Arm](), [real-time](), [GPU](), [Linux](), [Nvidia]() Tags: [arm](), [artificial-intelligence-ai](), [camera](), [computer-vision](), [cortex-a78](), [cpu](), [deep-learning](), [development-kit](), [dfrobot](), [edge-ai](), [embedded](), [embedded-systems](), [gpu](), [hardware](), [jetson](), [jetson-orin](), [linux](), [mcu](), [networking](), [nvidia](), [os](), [processors](), [real-time](), [robotics](), [ros](), [safety](), [sensor](), [sensors](), [single-board-computer](), [soc](), [software](), [som](), [specifications](), [systems](), [ubuntu]() ### AI overview The D-Robotics RDK S100P is a robotics single-board computer featuring a 6-core Cortex-A78AE CPU, 4-core Cortex-R52+ MCU domain, 128 TOPS INT8 Nash BPU, Mali-G78AE GPU, and 24 GB of LPDDR5. Its MCU supports real-time motor and sensor control, potentially reducing the need for a separate real-time controller depending on the robot's requirements. ### Source excerpt D-Robotics RDK S100P development kit is a robotics SBC built around an S100P-based module providing an alternative to NVIDIA Jetson Orin NX 16GB with a 6-core Cortex-A78AE application cluster, a 4-core Cortex-R52+ MCU domain, a Nash BPU rated at 128 TOPS INT8, a Mali-G78AE GPU, and 24 GB of LPDDR5. The four R52+ cores can be configured for reliable real-time control: two cores run in lockstep for safety, and the other two support split-lock operation. In practice, the A78AE CPU and BPU can handle Linux and vision processing, while the MCU handles time-critical tasks such as motor and sensor I/O. This can reduce the need for a separate real-time controller, although whether it eliminates one depends on the robot and its requirements. RDK S100P specifications: SoC - D-Robotics S100P CPU - 6x Arm Cortex-A78AE @ 2.0 GHz (safety-capable AE cores) MCU - 4x Arm Cortex-R52+ @ 1.2 GHz (1x DCLS [...] The post D-Robotics RDK S100P - A 128 TOPS alternative to NVIDIA Jetson Orin NX 16GB with Cortex-A78AE/R52+ cores appeared first on CNX Software - Embedded Systems News. ## CodeScanner.scan(): Barcode Scanning Without Rebuilding the Camera Pipeline DevFeed: [CodeScanner.scan(): Barcode Scanning Without Rebuilding the Camera Pipeline]() Original publisher: [Read original article]() Author: Shai Almog Published: 2026-08-26T00:00:00Z Content type: release Language: en Sources: [CodeName One]() Topics: [Barcode](), [QR Code](), [webcam](), [Code]() Tags: [camera](), [code](), [component](), [on-device](), [pipeline](), [vision]() ### AI overview Codename One adds CodeScanner and VisionCameraView, higher-level APIs for full-screen barcode scanning and embedded live vision analysis. The update also introduces typed results, coordinate helpers, image bridging, and analyzer-specific native dependency selection. ### Source excerpt CodeScanner and VisionCameraView put full-screen scanning and embedded live analysis above Codename One's on-device vision APIs, with typed results and simulator scripting. [Next page]()