Home / Blog / #real-world ## tag #real-world 1 article on this topic. Shopify's 19% Improvement: How Companies Are Already Using the Autoresearch Pattern Days after Karpathy released autoresearch, Shopify's CEO ran it on their own models and saw a 19% improvement. Here's how companies are adopting autonomous AI experimentation. March 11, 2026