Ultramarine 1 Flash: Scaling Non-Verifiable RL
Ultramarine 1 Flash: Scaling Non-Verifiable RL across Finance, Law, Consulting, and Operations
Paper Instruments
Paper Instruments
An agentic model for professional knowledge work, post-trained from GLM-5.3 Flash with reinforcement learning on non-verifiable tasks. The announcement presents research results without a public model download or API release.
An occasional email when notable AI dev tools and models land in the directory. No spam, unsubscribe anytime.