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158 articles

Edge AISep 17, 2026

Huawei's New AI Chip Strategy Reveals How China Is Building an Alternative to Nvidia's Dominance

Huawei's Ascend 960DT neural processing unit, targeting Q1 2027, aims to deliver over 1,100 teraflops and scale to one million NPUs per cluster.

Edge AISep 17, 2026

Former Huawei Chip Executive Raises $100M to Run Giant AI Models on Edge Devices

Jiuwanli raised $100M to build on-device inference chips that run massive AI models locally, eliminating cloud latency and privacy risks on a single chip.

Edge AISep 16, 2026

Why AI Agents Are Moving Off the Cloud and Into Your Devices

On-device AI inference is replacing cloud processing for security and automation, with models shrunk to under 5% of original size while retaining accuracy.

Edge AISep 16, 2026

Why Robots and Wearables Need a Different Kind of AI Chip

Neuromorphic chips mimic the brain's efficiency to give robots and wearables real-time AI without cloud dependency, using a fraction of the power of.

Edge AISep 16, 2026

OPPO's New Flagship Phone Gets a Dual-Brain AI Chip: What That Means for On-Device Intelligence

OPPO's Find X10 Pro Max will feature a dual-NPU chip offering 51% faster AI responses and 40% better power efficiency for on-device intelligence.

Edge AISep 16, 2026

Battery-Powered AI Is Moving Out of Labs and Into Real Products

Edge AI chips from BrainChip and Axelera now run on-device inference in production hardware, targeting a market projected to reach $96 billion by 2031.

Edge AISep 15, 2026

The Great AI Shift: How Companies Are Taking Control of Edge Devices Away From the Cloud

Three major announcements signal a tipping point for on-device inference: AI is leaving the cloud for edge devices, with 47% of enterprises already.

Edge AISep 15, 2026

MediaTek's New Flagship Chip Brings AI Processing Power Directly to Your Phone

MediaTek's Dimensity 9600 Pro neural processing unit runs 30-billion-parameter AI models on-device while cutting multi-core power use by 61 percent.

Edge AISep 14, 2026

Why NPUs Are Becoming Standard in Work Laptops and IoT Devices

NPUs built into work laptops and IoT devices now run AI tasks locally, boosting speed, privacy, and battery life without relying on cloud servers.

Edge AISep 14, 2026

Why Developers Are Building AI Apps That Never Leave Your Phone

Google's LiteRT-LM lets Android developers run AI models entirely on-device, eliminating cloud costs, network delays, and privacy risks with no per-token.

Edge AISep 12, 2026

AMD's Strix Halo Chip Redefines What a Mobile Processor Can Do: Desktop Power Meets AI Workloads

AMD's Ryzen AI Max+ 395 runs 70-billion-parameter AI models locally using 128GB unified memory, matching desktop CPU performance in a mobile chip.

Edge AISep 12, 2026

Apple Watch Finally Gets a Real AI Brain: How the S11 Chip Breaks Years of Stagnation

Apple's S11 chip brings a dedicated neural processing unit to Apple Watch for the first time, enabling on-device AI with 50% more memory bandwidth.

Edge AISep 12, 2026

Google's Free iPhone AI App Lets You Run Gemma 4 Completely Offline,No Account Required

Google's free AI Edge Gallery app runs Gemma 4 entirely on your iPhone offline, with no account or internet required after download.

Edge AISep 11, 2026

German Companies Are Rethinking Where AI Actually Runs

German companies are moving AI inference off public clouds and into private, hybrid, and edge infrastructure to control sensitive data and meet strict.

Edge AISep 11, 2026

Why Industrial AI Is Splitting Into Two Worlds: Local Machines and Cloud Brains

Industrial AI is splitting into edge and cloud roles, with on-device inference handling millisecond decisions while cloud systems manage fleet-wide.

Edge AISep 10, 2026

The Compact AI Revolution: Why Tiny Chips Are Becoming the New Battleground for Local Computing

Compact AI modules now pack 115 TOPS into a postage-stamp footprint, enabling on-device inference that cuts latency, protects privacy, and works offline.

Edge AISep 10, 2026

Qualcomm's Next Snapdragon Chip Reveals a Bold Strategy: Distribute AI Processing Across Three Specialized Engines

Qualcomm's next Snapdragon will split AI processing across a CPU, GPU, and neural processing unit, targeting on-device agents and 30B-parameter models.

Edge AISep 9, 2026

Why Big Tech Is Betting Billions on AI That Stays Local, Not in the Cloud

Big Tech is betting billions on on-device inference, with a $1.35B acquisition and HP, Red Hat, and NVIDIA teaming up to keep AI local.

Edge AISep 9, 2026

South Korea's Government Bets on Homegrown AI Chips to Break Free From Nvidia Dominance

South Korea is spending $7.2 million on domestic neural processing units from FuriosaAI and Rebellions to power government AI, cutting reliance on Nvidia.

Edge AISep 8, 2026

How a Japanese Researcher Just Became the Gatekeeper of Local AI,And Why That Matters

A Japanese researcher now controls WebGPU in llama.cpp, the key tool letting AI run locally on browsers and devices without sending data to the cloud.

Edge AISep 8, 2026

Arm's New Mobile Chip Platform Brings AI Agents and Desktop Gaming to Your Phone

Arm's new mobile platform brings AI agents and desktop-class ray tracing to smartphones, rendering just one-eighth of pixels via neural processing units.

Edge AISep 6, 2026

Apple's Next Home Sensor Won't Record You,It Will Just Understand the Room

Apple's 2027 home sensor will use on-device AI to understand rooms without recording continuous video, pairing with a new home security subscription.

Edge AISep 4, 2026

The Photonics Revolution Is Quietly Reshaping How AI Chips Process Data

Photonic AI chips that use light instead of electricity are cutting data bottlenecks, with the optical transceiver market projected to hit $112 billion by.

Edge AISep 4, 2026

The Storage Problem Nobody's Talking About: Why Your AI Needs Terabytes of Local Memory

Humanoid robots will need multiple terabytes of local storage to run on-device inference, and that storage bottleneck may matter as much as the chips.

Edge AISep 4, 2026

The $396 Billion AI Chip Boom: Why Your Phone's Brain Is About to Get a Massive Upgrade

Neural processing units are fueling a mobile AI chip market set to nearly triple to $396 billion by 2036, putting smarter on-device AI in your pocket.

Edge AISep 3, 2026

Your Home Network Just Became an AI Supercomputer: How NVIDIA's New Router Changes Local AI

NVIDIA's PAIR tool turns your home network into a local AI cluster, cutting a multi-agent task from 18 minutes to under 9 by sharing work across devices.

Edge AISep 3, 2026

MIPS Splits Edge AI Into Three Specialized Platforms, Rejecting the One-Size-Fits-All Chip

MIPS is launching three specialized edge AI platforms instead of one, targeting inference, real-time control, and safety-critical neural processing units.

Edge AISep 2, 2026

Taiwan's Pharmacies Are Getting AI Assistants That Never Leave the Building

Taiwan's pharmacies will run AI drug-safety checks entirely on local devices, keeping patient records off the cloud and serving over 4.67 million seniors.

Edge AISep 1, 2026

Why AI Chip Design Is Accelerating Faster Than Moore's Law

AI chip patents grew 114% in five years, nearly double the broader semiconductor industry, as companies redesign processors from the ground up for.

Edge AISep 1, 2026

Why Your AI Chip Isn't Actually Ready for the Factory Floor

Your neural processing unit may sit mostly idle on the factory floor if the surrounding software stack isn't ready to use it.

Edge AISep 1, 2026

The NPU Revolution: How Specialized AI Chips Are Reshaping Computing Beyond the Cloud

NPUs are moving AI off the cloud and onto your device, with chips hitting 50 TOPS and running 120-billion-parameter models in a shoebox-sized PC.

Edge AIAug 31, 2026

How ChatPPT Cut Cloud Costs by Over 50% Using Local AI Processing

ChatPPT cut cloud costs by over 50% using on-device inference, processing simple tasks locally while reserving the cloud for complex workloads.

Edge AIAug 30, 2026

Why Your Next Laptop Needs an NPU: The $413 Billion Chip Revolution Reshaping Computing

NPUs are now the defining feature of modern chips, powering a SoC market set to hit $413 billion by 2035 as on-device AI becomes standard.

Edge AIAug 30, 2026

NVIDIA's New Jetson Chip Cuts Edge AI Power Consumption by 40%, Making Local Robot Brains Practical

NVIDIA's Jetson Orin Nano 2 will deliver twice the edge AI performance at 40% less power, making on-device inference practical for robots and drones.

Edge AIAug 29, 2026

Xiaomi's $3.1 Billion Bet: Building Its Own AI Chip for Smarter Cars

Xiaomi's $3.1 billion neural processing unit, the Xring D100, will power autonomous driving in its EVs by 2027, cutting reliance on Nvidia chips.

Edge AIAug 28, 2026

New Memory Technology Could Dramatically Reduce AI Energy Demands

SOT-MRAM memory completes AI write operations in 2 nanoseconds using just 2 picojoules, making on-device inference fast enough to replace cloud-dependent.

Edge AIAug 28, 2026

The Dual-Brain Revolution: Why AI Needs Two Processors to Move and Think at Once

New dual-processor boards combine AI inference with real-time motor control on a single device, cutting latency to milliseconds for robots and industrial.

Edge AIAug 28, 2026

Why Robot Makers Are Betting on Chip Makers, Not Just AI Models

NXP's "neural axis" splits robot AI across three chip layers, cutting cloud dependency and targeting a robotics market set to hit $16.6 billion by 2030.

Edge AIAug 28, 2026

Anthropic's New Hardware Control System Could Reshape How AI Interacts With the Physical World

Anthropic's universal hardware control system could let Claude AI command factory and lab equipment directly, slashing custom integration work for.

Edge AIAug 28, 2026

The Memory Crisis Reshaping AI Chips: Why the Industry Is Rethinking How Data Flows

AI chips hit a memory wall as chipmakers embed computing directly into memory systems, a shift backed by billions in new fab investments redefining neural.

Edge AIAug 27, 2026

Why Developers Are Ditching Cloud AI Bills for Free, Local Alternatives

Developers are ditching cloud AI bills by running free, local models with tools like Ollama, cutting token costs to zero while keeping data private.

Edge AIAug 26, 2026

The Great Inference Split: Why Companies Are Choosing Between Edge and Cloud

Edge inference can cut daily video uploads from 11 terabytes to mere metadata; here is how to decide which AI workloads belong on-device versus cloud.

Edge AIAug 26, 2026

Enterprise AI Is Moving Off the Cloud, and It's Reshaping the PC Market

Enterprises are shifting AI off the cloud to cut costs, with hybrid on-device inference saving up to $650,000 per 1,000 employees.

Edge AIAug 26, 2026

The $86 Billion AI Agent Market Is Being Built Into Your Laptop Right Now

Neural processing units are turning laptops into local AI powerhouses, fueling a market set to surge from $4.3 billion in 2026 to $86.2 billion by 2035.

Edge AIAug 25, 2026

Apple's New Mac Studio and Mac Mini Are Quietly Reshaping Local AI Development

Apple's new M5 Ultra and M6 chips enable local AI inference at 120+ tokens per second, rivaling cloud services while keeping sensitive data on-device.

Edge AIAug 25, 2026

How AI Wearables Are Moving Beyond Gestures Into Physical Robotics

Wearable Devices is pivoting from gesture controllers to Physical AI, using neural muscle sensors to give robots real-time insight into human intent.

Edge AIAug 25, 2026

Desktop AI Is Getting Personal: Why Makers and Developers Are Ditching Cloud Subscriptions

Local AI hardware lets developers ditch cloud API bills forever; Pinea Pi's upcoming edge device runs on-device inference fully offline for a one-time.

Edge AIAug 24, 2026

Why Robots Need to Think Locally: How AWS Is Solving Physical AI's Biggest Deployment Challenge

Augmented training data boosted robot success rates from 8.3% to 75%, showing why on-device inference and tiered cloud-to-edge AI are key to scaling.

Edge AIAug 21, 2026

A $60 Arduino Board Just Ran a ChatGPT-Like AI Offline,Here's What We Learned

A $60 Arduino board can run a ChatGPT-like AI offline, but its neural processing unit sits completely idle while the CPU handles everything.

Edge AIAug 21, 2026

A 125M Parameter Model Just Brought Real-Time Piano Autocomplete to Your Laptop

A 125M-parameter model now autocompletes piano melodies in real-time on your laptop, with millisecond latency and no cloud connection required.

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