Edge AIAug 4, 2026
How RISC-V Chips Are Becoming the Secret Weapon for Edge AI
Andes Technology's RISC-V neural processing units now run transformer and vision-language models at the edge, bringing server-grade AI to.
← Home
Edge AI
127 articles
Edge AIAug 3, 2026
Why Hanwha's Dual Neural Processing Unit Design Is Reshaping Government AI Surveillance
Hanwha's dual neural processing unit design delivers 3x AI inference throughput while meeting NDAA compliance, positioning it as the top Hikvision.
Edge AIAug 3, 2026
Why Office Buildings Are Becoming the Next Frontier for AI Computing
Perimeter Compute will install GPUs in office building basements to tap over a gigawatt of idle urban power capacity for edge AI inference.
Edge AIAug 1, 2026
Why Billions of IoT Devices Are Getting Smarter Without Leaving Home
Edge AI for IoT lets billions of devices process data locally, cutting latency to milliseconds, slashing bandwidth costs, and working offline without.
Edge AIAug 1, 2026
Why AI Is Moving Off the Cloud and Into Your Devices
On-device AI inference is moving AI off the cloud and onto your phone, watch, and PC, delivering instant responses and stronger privacy without an.
Edge AIJul 31, 2026
Your Smartwatch Just Became a Heart Doctor: How On-Device AI Chips Are Changing Healthcare
Smartwatch neural processing units now detect heart irregularities in milliseconds, locally, as edge AI chips race toward a $129 billion market by 2033.
Edge AIJul 31, 2026
Why Silicon Valley's AI Future Depends on Learning That Stays Off the Cloud
On-device federated learning is reshaping Silicon Valley's AI strategy, keeping data local while forcing hard trade-offs on accuracy, energy, and device.
Edge AIJul 30, 2026
The Desktop AI Boom: Why Developers Are Ditching Cloud Bills for Local Hardware
Local AI hardware like the $4,000 DGX Spark can pay for itself in months, freeing developers from cloud bills and usage caps for on-device inference.
Edge AIJul 30, 2026
Why Engineers Are Finally Getting Neuromorphic AI Chips Into Real Products
Verified ECAD models for BrainChip's neuromorphic AKD1500 chip are now in 25-plus design tools, cutting evaluation time from days to minutes for edge AI.
Edge AIJul 30, 2026
Meta's AI Glasses Are Getting Smarter, But the Privacy Backlash Won't Stop
Meta's AI glasses are getting smarter, but bans on harassment videos and a facial recognition scandal reveal a privacy crisis the upgrades can't fix.
Edge AIJul 29, 2026
Storage Speed Is Now the Hidden Bottleneck for On-Device AI,Here's Why That Matters
Storage speed, not processing power, is now the hidden bottleneck for on-device AI, driving new UFS 5.0 flash memory and local inference tools to close.
Edge AIJul 29, 2026
Why AI Operating Systems Are Becoming the Missing Piece in Edge Computing
mimik's new AI operating system for neural processing units fits in under 20MB, letting edge devices run multiple AI agents on CPU, GPU, and NPU at once.
Edge AIJul 28, 2026
Why Qualcomm's Neural Processing Units Are Reshaping the AI Chip Market
Qualcomm's neural processing units are reshaping edge AI, with the company targeting $40 billion in non-handset revenue by 2029 across autos, IoT, and PCs.
Edge AIJul 28, 2026
Why a Single Robotics Chip Is Replacing Entire Boxes of Hardware
SAPPHIRE's EDGE+ Apex packs a neural processing unit, CPU, and GPU onto one chip, replacing the multi-board setups that have long slowed robotics.
Edge AIJul 28, 2026
The Glasses-First Future: Why AI Wearables Are Finally Becoming Useful
Smart glasses sold 7 million units in 2025 while AI gadgets like the Humane Pin flopped; here's why AI wearables are finally becoming useful.
Edge AIJul 27, 2026
The $570 Million Bet on Shrinking AI Models: Why Compression Is Becoming the Next Frontier
Multiverse Computing raised $570 million to compress AI models by up to 95%, enabling full on-device inference without cloud connectivity.
Edge AIJul 27, 2026
AMD Is Building an AI Research Hub in Korea. Here's Why That Matters for the Global Chip Race
AMD is building an AI research hub in South Korea to link its CPUs and GPUs with Korean neural processing units in an open computing ecosystem.
Edge AIJul 27, 2026
How Enterprise AI Is Learning to Work With Real Business Data
Enterprise AI is moving into production, and DataGallery's open-source platform lets AI agents reason over real business data safely, ranking first among.
Edge AIJul 26, 2026
The Privacy Paradox of AI Wearables: Why Tech Giants Are Racing Ahead While Users Feel Watched
AI wearables can record your life without others knowing, and privacy experts warn the consent model we've relied on for decades is disintegrating.
Edge AIJul 25, 2026
Why Huawei's New Neural Engine Matters for Smartphone Photography
Huawei's Kirin 9030S delivers a 200% NPU boost, enabling real-time 200MP neural processing on-device for faster, private smartphone photography.
Edge AIJul 25, 2026
The NPU Arms Race: Why AI Chips Are Becoming the New Battleground for Computing Power
NPUs are the new AI battleground: AMD's latest chip hits 50 TOPS locally, while startups target 100-billion-parameter models without the cloud.
Edge AIJul 24, 2026
The AI Operating System Boom: Why Your Business Needs a Control Layer for Local AI
On-device AI inference is projected to grow 27.84% annually through 2031, outpacing cloud, as enterprises prioritize local processing for security and.
Edge AIJul 24, 2026
Three Competing Visions for On-Device AI Are Reshaping How Devices Think Locally
On-device AI is splitting into three distinct approaches: medical wearables, portable robotics hubs, and mini PCs running 120-billion-parameter models.
Edge AIJul 24, 2026
Why AI Companion Apps Are Becoming Enterprise Tools, Not Just Consumer Toys
On-device inference is helping AI companion apps cut response latency 40% and unlock enterprise adoption, in a market set to grow from $17B to $108B by.
Edge AIJul 24, 2026
Why Enterprise AI Is Moving to Your Desk: How Cisco and AMD Are Securing the New Edge
Cisco and AMD are treating every AI PC like a secure network node, as neural processing units push enterprise AI inference from cloud servers to employee.
Edge AIJul 23, 2026
Your Phone's Battery Is the Real Limit for On-Device AI in 2026
Battery life, not processing power, is the real limit for on-device AI in 2026; how often a model runs matters as much as its size.
Edge AIJul 23, 2026
AI Wearables Are Becoming Practical Tools, Not Just Novelties. Here's What's Actually Changing
AI wearables are now practical daily tools, with smart glasses, health trackers, and voice recorders solving real problems through smarter, lighter.
Edge AIJul 23, 2026
Two Competing Visions for On-Device AI: Why Robotics and Efficiency Are Reshaping Edge Inference
NVIDIA's Cosmos 3 Edge and femtoAI's SPU cut on-device inference power by up to 100X, signaling edge AI is now about precision, not just size.
Edge AIJul 22, 2026
How a Perth Chip Startup Is Chasing the Edge AI Dream with a 27.8% Efficiency Gain
Perth startup Nanoveu recorded a 27.8% drone efficiency gain using its edge AI chip, now in TSMC fabrication, but commercial orders remain unproven.
Edge AIJul 21, 2026
The Browser AI Revolution: Why Your Web Browser Is Becoming Your Personal AI Assistant
Modern browsers are running AI directly on your device, cutting latency, boosting privacy, and enabling offline use as edge AI heads toward $11.86 billion.
Edge AIJul 20, 2026
Samsung SDS Launches Subscription NPU Service: What It Means for AI Without the Cloud
Samsung SDS now offers neural processing units as a subscription, letting companies run AI inference without buying servers or relying on costly GPU cloud.
Edge AIJul 20, 2026
NPUs in PCs: Why Educators Question Whether You Actually Need Them
NPUs promise AI acceleration in new PCs, but educators warn most users will never use the features they power, making the premium cost hard to justify.
Edge AIJul 19, 2026
From Isolated Devices to Connected Intelligence: How Emdoor's Ailyn Is Reshaping On-Device AI
Emdoor's Ailyn platform links PCs, NAS, and IoT devices into a unified on-device AI network that keeps data local and works offline.
Edge AIJul 19, 2026
The $89 Billion Edge AI Boom: Why Your Phone's Brain Is About to Get Smarter
On-device inference chips are set to surge from $8.4 billion to $89.6 billion by 2034, making your phone's AI brain faster, private, and battery-friendly.
Edge AIJul 17, 2026
AMD Acquires FastFlowLM to Accelerate On-Device AI: What This Means for Local Inference
AMD acquired FastFlowLM to bring fast, private on-device AI inference to PCs and workstations, cutting cloud dependency with an open-source NPU stack.
Edge AIJul 17, 2026
Why Robot Factories Are Going Local: How On-Device AI Is Reshaping Manufacturing
On-device AI inference is hitting factory floors, with NVIDIA compressing its 65B-parameter world model to 4B so robots can act instantly without cloud.
Edge AIJul 17, 2026
Why Video Analytics at the Edge Is Becoming Easier: AMD's New Toolkit Cuts Development Time from Weeks to Days
AMD's new Vitis AI toolkit cuts edge AI deployment from weeks to days by automating quantization and video pipeline integration for neural processing.
Edge AIJul 16, 2026
How Edge AI Devices Are Becoming Targets for Physical Attacks,and What Researchers Are Doing About It
Edge AI devices can be hijacked by physical voltage attacks with 56% success, but a new software defense called Shuffled-ArgMax blocks them completely.
Edge AIJul 16, 2026
The AI Wearable Wars Are Shifting: It's No Longer About Recording You
AI wearables are shifting from passive recording to active agent control, as startups like Aina raise millions to let users trigger AI workflows directly.
Edge AIJul 16, 2026
Memory Chips Designed for AI Inference Are Becoming a Trillion-Dollar Market
GDDR7 and ReRAM memory chips are turning AI inference into a trillion-dollar on-device market, with both technologies growing at 40-plus percent annually.
Edge AIJul 15, 2026
Why IBM's New Edge Server Is Betting Big on Local AI Inference
IBM's new Power S1112 edge server brings AI inference on-premises, cutting API costs from $8,000 to $384 annually for heavy workloads.
Edge AIJul 15, 2026
South Korea's Daum Portal Launches Full-Stack Sovereign AI Search Using Homegrown Chips and Models
South Korea's Daum runs AI search on homegrown chips and models, with FuriosaAI's neural processing unit cutting costs 1.5 times versus Nvidia's H200.
Edge AIJul 14, 2026
Why Smart Rings Are Failing to Deliver on Their Health Promises
Smart rings like the RingConn 3 promise AI health monitoring but fail real-world tests, missing severe migraines while reporting users are in top form.
Edge AIJul 14, 2026
Texas Instruments' New Edge AI Sensor Platform Lets Devices Think Without the Cloud
Texas Instruments' TIDA-010997 BoosterPack enables on-device inference across motion, audio, and environmental sensors, no cloud connection required.
Edge AIJul 14, 2026
Why a $46 Million Chip Startup Is Betting Against the Cloud AI Monopoly
Quadric raised $90 million to run AI inference on-device, cutting cloud costs for SMEs with a programmable chip that updates via software as models evolve.
Edge AIJul 13, 2026
Samsung's Secret AI Chip Could Shake Up the PC Market in 2027
Samsung's GAIA neural processing unit chip could shake up the AI PC market by 2027, with prototypes already in testing at Lenovo and HP.
Edge AIJul 10, 2026
Why AI Companies Are Suddenly Obsessed With Smaller, Cheaper Models
AI companies are racing to route tasks across smaller, cheaper models, with open-weight options potentially handling 90% of AI tokens by end of 2026.
Edge AIJul 10, 2026
The NPU Divide: Why Windows AI Laptops Are Splitting Into Two Camps
Windows AI laptops are splitting by NPU architecture, and choosing between Intel AI Boost and AMD Ryzen AI now shapes which features run smoothly for.
Edge AIJul 10, 2026
Your Browser Just Became an AI Computer: Why Google's New LiteRT.js Changes Everything
Google's LiteRT.js brings on-device inference to browsers via WebGPU, running AI up to 3x faster than older web runtimes with full privacy and zero server.
Edge AIJul 9, 2026
Syntiant's IPO Signals a Shift: Why AI Is Moving Off the Cloud and Into Your Devices
Syntiant's IPO reveals that 97% of its revenue comes from sensors, not AI chips, complicating its pitch as a pure on-device inference play.
Showing 50 of 127 articles