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PyTorch10 min read

How Shopify built a continual learning loop with PyTorch and vLLM

TL;DR: This case study explores how Shopify compresses production failures into model weights every day, beats frontier-model quality, and cuts serving costs 96% by building a continual learning loop with...

By Cody Mazza-Anthony, Sr. Staff Machine Learning Engineer, @cmazzaanthony & Andrew McNamara, VP Machine Learning, @drewchPyTorch Blog
How Shopify built a continual learning loop with PyTorch and vLLM

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Originally published by PyTorch Blog on Sep 22, 2026.

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