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Avi Perera
Avi Perera

Posted on • Originally published at aviperera.com

Parallelism Over Pixels: Why the Encoder-Free 12B and DiffusionGemma are Rebuilding the Developer Stack

This is Why Your AI Workflow is About to Feel “Slow” For the past year, the industry has grown accustomed to the rhythmic, token-by-token “typing” of large language models. While impressive, this sequential generation is a fundamental architectural bottleneck. Standard autoregressive models generate one word at a time from left to right, a process that frequently leaves local hardware—like…

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Originally published at Parallelism Over Pixels: Why the Encoder-Free 12B and DiffusionGemma are Rebuilding the Developer Stack

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