Gisting is how we reap the behavioral advantages of a long prompt at the cost of a short one.
We outline our implementation on Eng Blog:
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- 🇰🇷 ICYMI: our @icmlconf talks are live now — no badge, no jet lag required. 🧵 First up: the Model Optimization Flywheel. The premise: a continual learning pipeline that turns Shopify's product expertise into robust evals, mines low-scoring conversations, critiques them, repairs
- We rebuilt our mobile end-to-end testing framework with a strict API and computer vision, and we raised test stability by a lot. The latest on our Eng Blog:
- Amazing energy at DEF CON! 🎉What a great time connecting with so many talented researchers in the Bug Bounty community and swapping stories. Already looking forward to the next one 🙌 hackerone.com/shopifyThanks to @Shopify for sponsoring the content production for this year's Village! So many hours of great talks and workshops happen in the village, and your support gives us the bandwidth needed to immortalize and make permanent the knowledge shared. Huge stuff!
- How we compress production failures into model weights every day, beat frontier-model quality, and cut serving costs 96%:



