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OUI-1: An Open-Weight Model for Generative UI

Thesys Engineering Team
2026-09

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Apache-2.0 open-weight DiffusionGemma fine-tune built specifically to generate interfaces in openui-lang from a supplied component catalog. OUI-1 has 26B total and 4B active parameters, includes local vLLM serving instructions, and is evaluated with parser-verified structural and wiring checks across multiple component libraries.

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Why OUI-1 Adds New Signal:

1. A model-layer contribution: Ships downloadable weights specialized for UI generation instead of another renderer or protocol
2. Catalog-conditioned output: Reads component signatures from the system prompt and emits validated openui-lang programs
3. Parser-guided training: Combines supervised fine-tuning with rejection-sampled self-distillation and narrowly repaired near-misses
4. Concrete evaluation: Completes 132 of 184 benchmark runs versus 24 for the base model and produces 55 of 60 valid AppLess outputs
5. Local deployment path: Four active billion parameters and documented vLLM serving make on-device or consumer-GPU GenUI a practical research direction

Tags

openuigenerative-ui-modeldiffusion-language-modelopen-weightsbenchmark
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assistant-ui: Component Vocabulary for Generative UI

Official implementation guide for @assistant-ui/react-generative-ui, an open-source runtime that lets models compose JSON interface trees through a present tool. It covers registered React components, Zod prop schemas, opt-in streaming, action handlers, and adapters for Slack, Teams, and A2UI.

generative-uireactcomponent-catalog
рд▓реЗрдЦрдХ assistant-ui ┬╖ 2026-10
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Harness4GenUI 2026: Engineering Foundations for Generative UI

Official ASE 2026 workshop dedicated to the software-engineering foundations of Generative UI. Harness4GenUI frames dynamic interfaces as runtime systems and organizes work around stable context models, UI schemas, rendering contracts, testing, observability, safety, and governance rather than generation quality alone.

genuiharness-engineeringsoftware-architecture
рд▓реЗрдЦрдХ ASE 2026 ┬╖ 2026-10
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W3C Recap: Generative UI and WebSkill Standards Seminar

W3C's September 2026 recap of a Web and AI standards seminar. It records Baidu's two-stage search GenUI deployment, a proposed quality assessment framework, and discussion of interoperability, accessibility, security, and agent interaction with the web; linked talks and slides provide further detail.

generative-uiweb-standardsproduction-practice
рд▓реЗрдЦрдХ W3C ┬╖ 2026-09
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