QIS vs DiLoCo: Why Google's Distributed Training Breakthrough and Quadratic Intelligence Swarm Solve Completely Different Problems
Dev.to AI
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Generative AI
AI Research
You are trying to train a large language model across 64 machines without transferring terabytes of gradient data every round. Or you are trying to route what a clinical trial learned to 40 other institutions running similar trials, without centralizing patient records. These feel like the same problem. They are not. Getting this distinction wrong means applying the right tool to the wrong job - and losing months finding out why it doesn't fit. Google DeepMind's DiLoCo and Google Research's DiPaCo are genuinely impressive achievements in distributed model.