How Ultramarine 1 Flash Trains for Real Office Work
Ultramarine 1 Flash targets finance, law, consulting, and operations by training an agentic model inside realistic office environments. Built from GLM-5.3 Flash, it pairs strong knowledge-work benchmark results with a low reported per-task cost, while downloadable weights remain forthcoming.