Cohere spent the past year deploying North, its enterprise AI workspace, with actual customers doing actual work. Agentic question answering over company file systems. Data analysis across spreadsheets. Multi-session memory that has to hold up in production. Command A+ is what came out of that, a model shaped by a year of watching enterprise workflows break and figuring out why. The result is a 218B mixture-of-experts model with 25B active parameters at inference time, available today on Hugging Face under Apache 2.0. It replaces five separate models in the Command A family, each of which handled one thing. This one handles all of them, and on most of the tasks those specialist models were built for, it wins.