Vertex AI SDK: Gemini Model Configuration and Usage

Core Principles

The Vertex AI SDK provides Python interfaces for Gemini models with fine-grained control over generation behavior, safety, and response characteristics. Proper configuration is critical for production-grade agents.

Model Initialization (Required Pattern)

Basic Client Setup

from google import genai
from google.genai import types
import os