Welcome to the community, @DeS ,
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The “resource exhausted” errors you previously faced on Vertex AI are typically due to hitting default rate limits (RPM/RPS), which can be resolved by submitting a quota increase request specifically for the Vertex AI Generative AI API.
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In the Vertex AI platform and submit a quota increase request for both File Storage and Requests per Minute (RPM) to achieve the necessary production scale.