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Milestone: Gemini introduces on-demand generative interfaces

Google announced visual layout and dynamic view experiments alongside Gemini 3.

Why it matters

Responses can adapt both their layout and interaction to a question.

A closer look

Visual layout assembles rich modules. Dynamic view generates a custom interface through coding.

Who this is for

Developers, designers and product teams

Original sources

Revisions & corrections (1)

— Initial source-verified editorial collection

Related events

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OpenDuet combines proactive attention, persistent tasks and action approval in an open-source AG‑UI workspace

On October 27, CopilotKit released OpenDuet, a self-hostable single-owner proactive-agent template that connects any compatible agent through AG‑UI. Across web, mobile, Slack and Teams, it triages what needs attention, prepares a morning brief, continues background work, and presents an action for approval before sending, paying, signing or deleting.