Sidekick's continual learning loop

Shopify Engineering2026-08-05 22:520 views

How we compress production failures into model weights every day, beat frontier-model quality, and cut serving costs 96%.

6000 tokens from a vLLM server on a private GKE GPU node reached my Mac in 76.7 seconds through a plain kubectl port-for

The new engineer asked how a release gets to production. You said you would write it up. You knew it well. You had used

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