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AMD signals push for discrete NPUs to rival GPUs in AI-powered PCs

techspot.com Cal Jeffrey 2025-12-14 16:17:00

Serving tech enthusiasts for over 25 years.TechSpot means tech analysis and advice you can trust Forward-looking: As AI workloads reshape computing, AMD is exploring a dedicated neural processing unit to complement or replace GPUs in AI PCs. This move reflects growing industry momentum toward specialized accelerators that promise faster performance and greater energy efficiency – key factors as PC makers race to deliver smarter, leaner machines. AMD is exploring whether PCs could benefit from

Topics: ai amd discrete gpus npu
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Hill Space: Neural nets that do perfect arithmetic (to 10⁻¹⁶ precision)

news.ycombinator.com Justin Dujardin 2026-01-20 21:37:48

When understood and used properly, the constraint W = tanh(Ŵ) ⊙ σ(M̂) (introduced in NALU by Trask et al. 2018 ) creates a unique parameter topology where optimal weights for discrete operations can be calculated rather than learned . During training, they're able to converge with extreme speed and reliability towards the optimal solution. Most neural networks struggle with basic arithmetic. They approximate, they fail on extrapolation, and they're inconsistent. But what if there was a way to m

Topics: discrete operations selection specific weights
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