Why the Best Coding Model Becomes the Best at Everything

Ever wonder why the model that writes the best code also writes the best email? It has a name: positive transfer. Jay Hack, Head of AI at ClickUp and founder of Codegen, explains the mechanism. Code is essentially an encoding of reasoning, so getting a model very good at coding makes it better at writing, better at math, and better at a long list of things nobody trained it for. That is why he expects the best coding model to keep being the best model at everything, and why the vertical specialists most people predicted never arrived. He also draws a line under it. Reaching for the frontier model by default is partly a story about corporate budgets and subsidized usage, and he thinks that is flipping right now toward cheaper distilled models running the grunt work. #TalkingAI #AI #CodingAgents #TokenEconomics #EnterpriseAI