Ajay Agrawal

The greatest constraint on exercising RL at scale on real world problems is the lack of data on end goals. Also, the lack of variation (experiments) in the data. Shopify has both in spades and their Winter Edition 2026 release takes full advantage of this on behalf of their merchants. Big win for the entrepreneurs! Harley Finkelstein (full vid below)