Come ride with me ✨🐎 @cheray @starhorseai #starhorse #starhorseranch #ai #western #edgeai

🦖🔍⚙️📸 As an enduring hobby from my childhood, I have collected a plethora of mini-figurines from different brands, limited editions, categories, and themed production lines over the years. Since I was not able to display all of them due to a lack of available space, I had been mulling over cataloging all of my mini-figurines with extensive detail in the form of a web-based application. Although I am not keen on selling all of my collection, I wanted to enable the application to track eBay and Amazon listings of the target figurines and the adjacent collectibles to get a grasp of the market price and availability of my collection. 1️⃣ Since I did not want to inundate myself with updating listing information manually for each figurine, I decided to employ the @NousResearch #Hermes AI agent to scrape eBay and Amazon listings (with @firecrawl) to conduct extensive market analysis twice every day :) After each analysis, I enabled the Hermes agent to generate a pamphlet (a simple HTML page) for each figurine. 2️⃣ I programmed the web-based mini-figurine cataloger application on @arduino UNO Q via the Arduino App Lab. Since #UNOQ is a compact but extremely powerful development board, I was able to run the Hermes AI agent locally. 3️⃣ Of course, it would not be a worthy mini-figurine cataloger without the feature of automated yet comprehensive figurine photographing :) Thus, I decided to build a rig enabling the App Lab application to capture 360° pictures at varying camera distances automatically. To achieve this automation, I designed a rotary platform swiveling the target mini-figurine and a linear camera slider moving the attached USB camera. The rotary platform is based on a custom worm gear-wheel mechanism, while the camera slider is based on a custom GT2 belt-driven mechanism. 4️⃣ Since I wanted to design a compact rig, I decided to take a different approach to detecting positions and utilized two TCRT5000 infrared (IR) sensor modules. To drive mechanisms, instead of stepper motors, I employed two Pololu micro metal gearmotors due to their small footprint. 5️⃣ To avoid continuing the figurine cataloging procedure once a mini-figurine with an unsteady base falls, I built an @EdgeImpulse audio classification model to detect figurine falls. 6️⃣ To lighten the platform base to emphasize the target figurine details, especially for vintage figurines, I utilized a @seeedstudio WS2813 RGB LED strip. The LED sequence and pixel color can be adjusted manually via buttons or remotely via the RGB color picker wheel presented by the mini-figurine web interface. 7️⃣ As a gimmick, I designed unique magnetic ornaments related to the figurine categories and aesthetic, which can be attached to the rig via the electromagnet :) ➡️ You can inspect the project tutorial on @Hacksterio: hackster.io/kutluhan-aktar/m… #Agents #design #edgeAI #AIoT #MachineLearning #Robotics #ArduinoUNOQ #artificialintelligence

As smart meters improve at collecting & analyzing data, #EdgeAI becomes crucial as a #DataManagement layer. #ITTIADB Platform brings intelligence to AI-enabled devices for secure data storage, determinism, and edge forecasting. ittia.com/blog/why-utilities… #EmbeddedAI #EmbeddedDevices

Physical AI fails when the stack isn’t ready for the real world. @HTECgroup looks at the hard parts: compilers, embedded systems, ML inference, safety and cross-domain engineering for vehicles, drones, vision systems and telco edge. edge-ai-vision.com/2026/07/h… #PhysicalAI #EdgeAI

If your users' data is sitting on someone else's servers, do they really still own it? With NobodyWho, the data never leaves the device. No cloud hand-off, no PII shared, no GDPR headache. Privacy by default → eu1.hubs.ly/H0wz7FQ0 #DataPrivacy #EdgeAI

AI is moving closer to where data is generated. The 2026 Edge AI Technology Report examines the technologies shaping this shift, from edge foundation models and multimodal AI to ultra-low-power architectures, agentic systems, Edge MLOps, connectivity, security, and physical AI. Explore the engineering challenges, architectures, and trends defining the next phase of intelligent edge systems. Get the report now. Link in the comments! #edgeai #ai #artificialintelligence

Low-power remote cameras are not just about the image sensor. The wake-up logic matters first: PIR → motion events Schedule → required status frames External I/O → door, relay, or PLC signals Wake only when the site needs a frame. #EdgeAI #EmbeddedSystems

Stop dropping your football takes for free. As the intense World Cup knockout rounds heat up, we’ve partnered with EdgeAI to bring next-gen machine intelligence to your prediction game and we're paying you to join the action! 🎁 The Partnership Giveaway: We are kicking things off with a $100 Credit Prize Pool ($10 each for 10 lucky winners!) What can you do with your $10 reward? Turn it into $500 at the Carnival: • Series 1: Stack up to $560 in welcome bonuses and referral gifts. • Series 2: Enter the Consecutive-Win Challenge and turn your $10 into up to $500 by perfectly predicting 4 match outcomes! • Series 3: Trade daily to unlock Mystery Boxes, featuring a signed World Cup jersey. Call to Creators: Earn Weekly Rewards! If you understand prediction markets & love talking football, apply for OmenX First Call in our Discord. We are building an elite layer of creators to get paid weekly for their content. The window closes soon! 👇How to Enter: 1. Follow @OmenX_Official & @EdgeAI_xyz on X 2. Join in OmenX Discord 3. Share your OmenX UID (Creators: Be sure to grab the First Call application link while you're there!)

🚀👁️💎 Medusa Technologies | Aurora 7: The Intergalactic Web Begins ⚡ The future isn’t just connected… it’s aware. Introducing the Medusa Magnetic Optic Sensor Eye, a modular AI vision node designed to transform infrastructure into an intelligent sensing network. Mounted across cities, factories, spacecraft, utilities, robots, and autonomous systems, each optic node contributes to a living digital fabric: the Intergalactic Web. 🧠 Physics meets infrastructure: 🧲 Electromagnetics for modular deployment 🔭 Geometric optics for precision imaging 🌡️ Infrared thermography for thermal awareness 📡 Sensor fusion for real-time intelligence ⚙️ Heat transfer engineering for reliable operation 🔋 Edge AI for autonomous decision support 📐 Digital twins for predictive infrastructure management Every node becomes another eye for the network, coordinating with Aurora 7 to guide workers, assist humanoids, monitor critical assets, and project safe, low-power visual guidance where it’s needed most. ✨ This is more than a sensor. It is the beginning of an intelligent infrastructure layer capable of connecting Earth today and scaling toward tomorrow’s orbital platforms, lunar habitats, deep-space facilities, and the next generation of autonomous civilizations. 💎 Kid Nebula Gold represents imagination. 🌌 Aurora Gold represents exploration. 🐍 Medusa Technologies connects them through engineering, AI, and infrastructure. 📈 Building the intelligent infrastructure layer for tomorrow’s economy. 🤝 For investors, municipalities, industrial partners, and technology leaders seeking scalable AI-enabled infrastructure, this vision represents an opportunity to help shape the next era of connected systems. ⚛️ Φ ∇ λ Σ Ω π ∞ #MedusaTechnologies 🐍 #Aurora7 🌌 #KidNebulaGold 💎 #AuroraGold ✨ #ArtificialIntelligence #ComputerVision #EdgeAI #DigitalTwin #SmartInfrastructure #Robotics #IndustrialAutomation #FutureCities #SpaceTechnology #Physics #Engineering #Innovation #Infrastructure #AI #DeepTech #IntergalacticWeb #BuildTheFuture #Investor #Technology @elonmusk @sama @nvidia @OpenAI @xai @Tesla @SpaceX @PalantirTech

🚀 𝐄𝐥𝐞𝐯𝐚𝐭𝐞 𝐒𝐦𝐚𝐫𝐭 𝐌𝐚𝐧𝐮𝐟𝐚𝐜𝐭𝐮𝐫𝐢𝐧𝐠 𝐰𝐢𝐭𝐡 𝐂𝐢𝐧𝐜𝐨𝐳𝐞'𝐬 𝐌𝐃-𝟑𝟎𝟎𝟎 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐕𝐢𝐬𝐢𝐨𝐧 𝐂𝐨𝐧𝐭𝐫𝐨𝐥𝐥𝐞𝐫 We're excited to share that @CtrlAutomation has featured Cincoze's MD-3000 Series, an iF Design Award-winning solution designed to tackle real-world machine vision challenges on the plant floor. Built for demanding industrial environments, the MD-3000 helps machine vision systems achieve higher performance, greater flexibility, and smarter edge AI deployment. 💡 𝐊𝐞𝐲 𝐇𝐢𝐠𝐡𝐥𝐢𝐠𝐡𝐭𝐬: ✅ High Performance: 14th Gen Intel® Core™ processors and up to 96GB DDR5 memory ✅ Compact Design: Space-saving DIN-rail form factor at just 152 mm high ✅ Scalable Architecture: Flexible expansion for I/O, functional modules, storage, and application-specific configurations 👇Check out the full feature on Control.com to read more! control.com/news/cincoze-hig… #Cincoze #MD3000 #MachineVision #EdgeAI #SmartManufacturing #IndustrialAutomation #DINRailComputer

Goodbye $EDGEAI. Hello $CZ. CA : 0x276b792D11B9e3712FE6A78A460a0DEb416baB0A CA : 0x7A848a5A8169aa6a2f603D056A749f924F504444 my ref id 5522

Starlink puts AI data centers on satellites, pioneering orbital edge computing for real-time insights without ground delays. #orbitaledge #satellitecomputing #starlink #edgeai

VLA serves as a foundational paradigm in embodied AI, forming the basis for multimodal action models—where the accuracy and alignment of high-quality training data directly determine generalization and real-world deployment performance. X Square Robot just released the QUANXTA Zero Series (headband dual grippers and full VR backpack rigs), purpose-built for scalable embodied data collection: multimodal capture, 1ms synchronization, and whole-body mobile manipulation that turns real human demonstrations into clean, trainable robot data. From supporting overseas teams on physical AI prototyping, sourcing, and pilot production in China, we've seen that getting the data foundation right early dramatically improves VLA deployment and supply chain execution. Models with poor data fidelity rarely make it from the lab to manufacturable products. #EdgeAI #Robotics #EmbodiedAI #VLA #HumanoidRobots #HardwareStartup

$EDGEAI vote is live stop lurking start helpingv4 colnmarketcap.votemenow.org/…

Nous serons présents à #SIDO2026 pour parler Edge AI… au-delà de la simple détection. Les 16 et 17 septembre, retrouvez-nous à la Cité Internationale de Lyon sur le stand ST. 📍 Stand O312 🎟️ Votre invitation : ow.ly/Ys2y50ZjoFc #EdgeAI #IoT #SystèmesEmbarqués

Physical AI = think act! Edge controllers unify real‑time control & AI inference locally. The future is on‑site. BLIIOT ARM based computers empower your solutions. #PhysicalAI #EdgeAI #Industry40 #ARMxy #EdgePLC

The 2026 3rd International Conference on Edge Computing, Parallel and Distributed Computing (ECPDC 2026) will be held on August 7-9, 2026 in Singapore. Learn more: aischolar.com/conference/ecp… #ECPDC2026 #KeynoteSpeaker #EdgeComputing #ParallelComputing #DistributedComputing #EdgeAI

Closed my $EDGEAI position and aped into $CZ. CA : 0x276b792D11B9e3712FE6A78A460a0DEb416baB0A CA : 0x7A848a5A8169aa6a2f603D056A749f924F504444 my ref id 6939

Download the solution brief to explore how GPU-powered DAQ supports real-time edge intelligence. shr.bi/k7nVSVCB #Advantech #DataAcquisition #EdgeAI #IndustrialAI #RealTimeProcessing #SignalProcessing shr.bi/k7nVSVCB

🛡️ 1stProtect and @MultiverseCompu are partnering to deliver secure AI inference at the edge. The joint solution combines LLM compression with runtime enforcement, allowing enterprises to run AI models on-device while blocking unauthorized agent actions in real time - even in air-gapped environments. #TechNaduProductPulse #EdgeAI #AISecurity