21.5-inch AI Touch Panel PC is powered by NVIDIA Jetson Orin NX module for industrial HMI applications

AAEON NIKY-2215-NX is a 21.5-inch Full HD AI Touch Panel PC powered by the NVIDIA Jetson Orin NX 8GB/16GB and designed for AI-enhanced HMI applications such as production line inspection systems and industrial monitoring dashboards. The panel PC features two GbE RJ45 jacks, four USB 3.2 Type-A ports, CAN Bus, RS-232/422/485, and DIO DB-9/15 connectors, and three M.2 sockets for NVMe storage, WiFI/Bluetooth, and 4G LTE/5G cellular connectivity. It can operate in a -5°C to +55°C temperature range, offers vibration and shock tolerance, and takes 12V to 24V DC input. AAEON NIKY-2215-NX specifications: SoM - NVIDIA Jetson Orin NX Jetson Orin NX 16GB – 8-core Arm Cortex-A78AE CPU, 1024-core NVIDIA Ampere GPU, up to 157 TOPS, 16GB LPDDR5 Jetson Orin NX 8GB – 6-core Arm Cortex-A78AE CPU, 1024-core NVIDIA Ampere GPU, up to 117 TOPS, 8GB LPDDR5 Storage - 128 GB (default) NVMe SSD via M.2 2280 M-Key socket Panel

CNX Software - Embedded Systems News
Arbor ARES-2100 Wildcat Lake fanless box PC targets industrial automation, machine vision, and Edge AI applications

Arbor ARES-2100 fanless box PC is another industrial platform based on the new Intel Core Series 3 "Wildcat Lake" processor family, which specifically targets industrial automation, machine vision, and lightweight Edge AI applications. The fanless computer supports up to 64GB DDR5 SO-DIMM memory, UFS 3.1 and/or M.2 NVMe/SATA storage, and offers up to three video outputs, up to three 2.5GbE ports, optional WiFi, Bluetooth, and 4G LTE via M.2 expansion slots, an RS232/RS485 RJ45 connector,  and two optional CAN Bus interfaces through a terminal block. As an industrial machine, it's designed to operate in the -20 to +60°C temperature range, takes 9 to 36V DC input, and received MIL-STD-810H certification for shock and vibration. Arbor ARES-2100 specifications: SoC - Intel Core Series 3 Wildcat Lake processors with five or six cores, Intel Xe3 Graphics, and up to  40 TOPS of combined AI performance. TDP: 15W System Memory - Up to

CNX Software - Embedded Systems News

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#python #machinevision

#Tinder Plans to Let #AI Scan Your #Camera Roll

Tinder plans to let machine vision #algorithms loose on your camera roll. Instead of building a profile on their own, AI will scan users’ locally-stored photos—everything from gym #selfies to pictures of their family, sensitive documents and dick pics—to help construct profiles by determining what users’ interests and values are.
#privacy #security #dating #romance #machinevision

https://www.404media.co/tinder-plans-to-let-ai-scan-your-camera-roll/

Tinder Plans to Let AI Scan Your Camera Roll

In a feature the dating app says is set to roll out in the U.S. later this spring, Tinder plans to access users' camera rolls to pick photos and determine what they're into.

404 Media
Automation is moving from “simple pick-and-place” to human-like handling. 🤖🖐️
know more:https://zurl.co/nqpPc
#Smidmart #Cobots #DexterousGripper #TactileSensors #Robotics #MachineVision #3DVision #IndustrialAI #FlexibleAutomation #PickAndPlace #AssemblyAutomation
AMD Ryzen AI Embedded P100 series expands with up to 12 Zen 5 cores, 80 TOPS of AI performance

At CES 2026, we saw AMD launch its new Ryzen AI Embedded P100 series of SoCs, with four- and six-core models designed for Edge AI. At the time of writing, the lineup had six SKUs, with higher-core variants to be announced later. Now at Embedded World 2026, AMD has expanded the Ryzen AI Embedded P100 series with six additional SKUs available in commercial and industrial temperature grades, while the automotive-grade SoCs remain unchanged. The new SOCs integrate 8-12 Zen 5 CPU cores (upgrade from 4-6 cores ), RDNA 3.5 graphics, and an XDNA 2 NPU on a single chip to deliver up to 80 TOPS (upgrade from 50 TOPS) of combined/system AI performance AMD claims up to 39% higher multithreaded CPU performance and 2.1× higher total system TOPS compared to Ryzen Embedded 8000 Series. They support unified CPU-GPU memory, enabling low-latency processing for tasks such as multi-camera machine vision, Visual

CNX Software - Embedded Systems News

Raspberry Pi CM0-based industrial AI camera features motorized auto-focus system, 12-pin Ethernet/RS-232/DO aviation connector

https://fed.brid.gy/r/https://www.cnx-software.com/2026/03/11/raspberry-pi-cm0-based-industrial-ai-camera-features-motorized-auto-focus-system-12-pin-ethernet-rs-232-do-aviation-connector/

Raspberry Pi CM0-based industrial AI camera features motorized auto-focus system, 12-pin Ethernet/RS-232/DO aviation connector

At Embedded World 2026 in Germany, EDATEC launched the ED-AIC1000, a compact industrial AI camera built around the Raspberry Pi CM0 and designed for machine vision and industrial automation applications, such as quality inspection, object detection, and production-line monitoring. It integrates a 1.3 MP global-shutter camera with a sampling rate of up to 120 FPS, along with motorized autofocus M12 lenses, and three independently configurable lighting zones for reliable imaging. The camera also integrates a 12-pin M12 industrial connector that provides 24 V power input, 100 Mbps Ethernet, RS-232, a trigger input, and an isolated digital output. The system supports H.264 encoding/decoding up to 1080p, consumes up to 24 W of power, and comes in a rugged aluminum enclosure measuring 67 × 46 × 46 mm, designed to operate in 0 °C to 60 °C environments. EDATEC ED-AIC1000 specifications: SoM – Raspberry Pi CM0 SoC – Broadcom BCM2710A1 CPU – Quad-core

CNX Software - Embedded Systems News

University of Exeter: Wildlife imaging shows that AI models aren’t as smart as we think. “Marketing for AI imaging systems often suggests that models can easily tackle novel scenarios across ecosystems and settings, much in the same way as human observers. But in a new article, two University of Exeter researchers argue that this is based on a ‘flawed assumption’.”

https://rbfirehose.com/2026/03/07/university-of-exeter-wildlife-imaging-shows-that-ai-models-arent-as-smart-as-we-think/
University of Exeter: Wildlife imaging shows that AI models aren’t as smart as we think

University of Exeter: Wildlife imaging shows that AI models aren’t as smart as we think. “Marketing for AI imaging systems often suggests that models can easily tackle novel scenarios across …

ResearchBuzz: Firehose
Automation is moving from “perfectly placed parts” to real-world randomness — mixed bins, uneven shapes, variable orientation.
know more: https://zurl.co/3Skrb
#Smidmart #SmartGrippers #Cobots #Robotics #MachineVision #3DVision