Google stocks gain as tech giant targets 10x efficiency with model-baked silicon

Alphabet Inc. (NASDAQ: GOOGL) shares rose 1.15% Monday morning following a report that the company is taking an audacious new approach to custom hardware: etching its flagship AI model directly onto its next-generation chips.

According to The Information, Google’s experimental project—dubbed "Frozen v2"—is designed to bypass the traditional processing overhead of general-purpose GPUs and TPUs. By burning Gemini’s blueprint into the silicon itself, the chip slashes processing steps and data movement.

Key Highlights

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  Projected to be 6 to 10 times more power-efficient per token than current TPUs.

  
  


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  Built to solve compute shortages that currently bottleneck internal teams and force Google Cloud to turn down external deals.

  
  


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  Planned for deployment as early as 2028 as a parallel branch to the TPU product line.

  
  


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  The architecture locks the hardware into Google’s current AI design framework, though engineers can still update parameters via new model weights.

  
  

In response, a Google spokesperson noted that while teams actively experiment with high-efficiency innovations, not every lab project reaches commercial production.

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