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Support for stable Vertex AI v1 API #3246

Description

@nansravn

Is your feature request related to a problem? Please describe. The ADK defaults to using the v1beta1 Vertex AI API, when calling any Gemini models. This is a problem for production use cases because it is unclear whether using a Generally Available (GA) model (like Gemini 2.5 Pro) via a beta endpoint is covered by the Vertex AI Gemini SLA. This is a problem for customers moving their agents to production.

Describe the solution you'd like Add support for configuring the ADK to use either the stable v1 (GA) Vertex AI API, for customers that need to move their agents to production. This would ensure that production applications built with ADK are using a stable, SLA-eligible Vertex AI endpoint.

Additional context This request originates from Q&A discussion #1776. Maintainer @hangfei confirmed this is not currently supported and recommended filing a feature request.

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core[Component] This issue is related to the core interface and implementationhelp wanted[Community] Extra attention is neededneeds review[Status] The PR/issue is awaiting review from the maintainer
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