Founded by Sara Hooker and Sudip Roy after they left Cohere. Its thesis is that smaller models that adapt on the fly beat bigger frozen ones; it sells gradient-free learning that lets an agent correct itself without retraining. Emergence led a $50M seed in February 2026.