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Shopify's continual learning loop cuts serving costs 96%; case study separately details judges calibrated from 25 annotated samples
A PyTorch case study credits Shopify's GraphQL agent with beating frontier-model quality at 96 percent lower serving cost. Most of what it documents is how the reward signal behind that gets defined and checked.
Publishers:pytorch.org
Reality
- Evidence45
- Adoption35
- Hype gap+30
- Incentives75
- Confidence50