Ultramarine 1 Flash

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.

Specs

Model

Family
Ultramarine
Variant
1 Flash
Weights
Proprietary

Dates

Announced
14 Oct 2026

Ultramarine 1 Flash: Scaling Non-Verifiable RL

Ultramarine 1 Flash: Scaling Non-Verifiable RL across Finance, Law, Consulting, and Operations

Paper Instruments
paperinstruments.com

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