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Gemini 3.8 Live targets fluid voice dialogue with visual grounding while Extended Thinking adds multi-step reasoning for complex tasks. Both are available now via the Gemini API, Workspace, Search and the Gemini app.
A useful agent needs an operating contract: a clear job, bounded access, measurable outcomes, and a way to recover.
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