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The Inference Hardware Revolution of 2026

Why AI’s Inference Boom Is Forcing a Rethink Of Chips and Memory

spectrum.ieee.org

September 15, 2026

17 min read

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50/100

Summary

Since about 2020, AI has largely focused on training bigger and better models. Large language models (LLMs) ballooned from millions of parameters to trillions. This proved effective: The largest version of OpenAI’s GPT-3, released in 2020, correctly answered just 43.9 percent of questions on a popular knowledge-and-reasoning benchmark. Just four years later, GPT-4o reached a score of 88.7 percent ...

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