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The convergence of test-time inference scaling and edge AI

As AI shifts from centralized clouds to distributed edge environments, the challenge is no longer just model training—it’s scaling inference efficiently. Test-time inference scaling is emerging as a critical enabler of real-time AI execution, allowing AI models to dynamically adjust compute resources at inference...

AI-rrgghhh! Four types of AI (fear and loathing in Silicon Valley etc)

If Jenson Huang says jump, the markets say ‘how high?’. Right? Such is the planet-shifting potential of artificial intelligence (AI), apparently – in capitalist minds today. At least until a Chinese upstart AI-outfit says, ‘wait; not that high’, and enough financial chaos is unleashed...

Agentic AI, edge AI and the future of distributed intelligence

Dell Technologies talks the device-edge-datacenter-cloud AI continuum, the rise of agentic AI and the outlook for federated learning For years, AI discourse has been dominated by massive cloud-based models, trained on enormous datasets and running in centralized data centers. But as AI deployment scales, the...

Agentic AI—will 2025 be a breakout year?

So you want to turn you data and abstracted business logic into use cases that carry a clear ROI? And you want to do it autonomously? Well, good news because 2025 could be a breakout year for agentic AI.  What is agentic AI?  The name is...

Making the case for edge AI

The laws of physics, economics and countries suggest edge AI inference—where your device is the far edge—just makes sense In the race to build-out distributed infrastructure for artificial intelligence (AI), there’s a lot more glitz and glam around the applications and devices than around the...

NVIDIA takes on physical AI for automotive, industrial and robotics

At CES NVIDIA CEO Jensen Huang proposes a three-computer solution to the figurative three-body problem of physical AI—using a digital twin to connect and refine physical AI training and deployment Whether it’s an autonomous vehicle (AV), highly-digitized, lights-out manufacturing environments or use case involving humanoid...

NVIDIA charts a course from agentic AI to physical AI

NVIDIA CEO Jensen Huang sees agentic AI and AI-enabled robotics as a “multi-trillion dollar opportunity” LAS VEGAS—Not unexpected but, in many ways, NVIDIA pretty well stole the show at CES this week. CEO Jensen Huang, following an introduction wherein Consumer Technology Association President Gary Shapiro...

Qualcomm CEO on the evolution of apps in the agentic AI era

The great decoupling continues—Qualcomm sees the construct of applications evolving as AI instantiates intent beyond the constraints of apps Editor’s note: Qualcomm provided travel, lodging and other accommodations associated with Snapdragon Summit.  MAUI—Qualcomm CEO Cristiano Amon opened Snapdragon Summit with a bit of interesting (and important)...