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Better Hardware Could Turn Zeros into AI Heroes

IEEE Spectrum AI Olivia Hsu April 28, 2026
Better Hardware Could Turn Zeros into AI Heroes
AI Summary— plain English for professionals

# The Hidden Opportunity Inside AI Models AI models contain a lot of unused "zeros" that don't contribute to their thinking, and smarter computer hardware could skip processing these zeros entirely—saving tremendous energy and time without sacrificing the quality of AI results. Right now, the computers we use for AI aren't designed to take advantage of this opportunity, but better-designed hardware could unlock major efficiency gains. This approach offers a promising middle ground between using massive, power-hungry AI systems and downgrading to smaller, less capable ones.

When it comes to AI models, size matters.Even though some artificial-intelligence experts warn that scaling up large language models (LLMs) is hitting diminishing performance returns, companies are still coming out with ever larger AI tools. Meta’s latest Llama release had a staggering 2 trillion pa

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