Qualcomm joins Korea's AI push, targets startups - The Korea Times
Qualcomm joins Korea's AI push, targets startups The Korea Times
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Beware the Magical 2-Person, $1 Billion AI-Driven Startup
In early 2024, OpenAI CEO Sam Altman predicted there would be a “one-person billion dollar company, which would have been unimaginable without AI, but now it will happen.” Several media outlets recently concluded that the prediction came true (albeit with two employees). But the story looks less promising upon deeper inspection. Retain Healthy Skepticism When [ ]
AI Is Insatiable
While browsing our website a few weeks ago, I stumbled upon “ How and When the Memory Chip Shortage Will End ” by Senior Editor Samuel K. Moore. His analysis focuses on the current DRAM shortage caused by AI hyperscalers’ ravenous appetite for memory, a major constraint on the speed at which large language models run. Moore provides a clear explanation of the shortage, particularly for high bandwidth memory (HBM). As we and the rest of the tech media have documented, AI is a resource hog. AI electricity consumption could account for up to 12 percent of all U.S. power by 2028. Generative AI queries consumed 15 terawatt-hours in 2025 and are projected to consume 347 TWh by 2030. Water consumption for cooling AI data centers is predicted to double or even quadruple by 2028 compared to 2023. B
What is Proof of Physical AI? The Missing Layer in DePIN
When an AI agent pays for GPU compute on a decentralized network, how does it know a real V100 ran the job and not a spoofed VM claiming to be one? It can't. The receipt says "V100" but the silicon could be anything. Until now. The Problem Nobody's Solving AI inference is a black box. You send a prompt, you get tokens back. Somewhere between your API call and the response, a machine did math — but you have zero proof of which machine, or whether it was physical at all. DePIN (Decentralized Physical Infrastructure Networks) has made real progress proving that infrastructure exists : Filecoin proves storage capacity. Helium proves radio coverage. Render proves GPU compute was done. io.net proves GPU availability. But none of them prove which specific hardware did the work. A Render job could
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Beware the Magical 2-Person, $1 Billion AI-Driven Startup
In early 2024, OpenAI CEO Sam Altman predicted there would be a “one-person billion dollar company, which would have been unimaginable without AI, but now it will happen.” Several media outlets recently concluded that the prediction came true (albeit with two employees). But the story looks less promising upon deeper inspection. Retain Healthy Skepticism When [ ]
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