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Generative AI on Vertex AI Cookbook

A collection of guides and examples for Generative AI on Vertex AI.

Explore more in the Generative AI Repository on GitHub.

Gemini Quickstarts

  • Intro to Gemini 2.5 Flash

Get started with Gemini 2.5 Flash in Vertex AI with the Gen AI Python SDK.

Function Calling Gemini Grounding Multimodal Prompting Thinking

View on GitHub - #### Intro to Gemini 2.5 Pro

Get started with Gemini 2.5 Pro in Vertex AI with the Gen AI Python SDK.

Function Calling Gemini Grounding Multimodal Prompting Thinking

View on GitHub - #### Intro to Gemini 2.0 Flash-Lite

Get started with Gemini 2.0 Flash-Lite in Vertex AI with the Gen AI Python SDK.

Function Calling Gemini Multimodal Prompting

View on GitHub - #### Get Started with the Multimodal Live API

Get started with Gemini 2.0 Multimodal Live API in Vertex AI using the Gen AI Python SDK

Gemini Live API Multimodal

View on GitHub - #### Gemini 2.0 Flash Image Generation in Vertex AI

Get started with Gemini Image Generation in Vertex AI.

Gemini Image Generation Multimodal

View on GitHub - #### Intro to Prompt Engineering

Learn the essentials and best practices of prompt engineering.

Gemini Prompting

View on GitHub - #### Function Calling with Gemini

Connect Gemini to external tools using function calling.

Function Calling Gemini

View on GitHub - #### Grounding with Gemini

Connect Gemini to real-world data from Google Search or Vertex AI Search to improve response quality.

Gemini Grounding RAG Search

View on GitHub - #### Batch Prediction with Gemini

Use Batch Prediction to run inference on a large number of examples.

Batch Prediction Gemini

View on GitHub - #### Long Context Window

Use the Long Context Window to process large amounts of multimodal data.

Gemini

View on GitHub - #### Intro to Context Caching

Use context caching to store frequently used data.

Gemini

View on GitHub - #### Intro to Controlled Generation with the Gemini API

Learn to control Gemini API output formats for easier data processing.

Gemini

View on GitHub - #### Call Gemini by using the OpenAI Library

Learn how to call Gemini using Chat Completions.

Gemini

View on GitHub

  • Creating Marketing Assets using Gemini 2.0 Flash

Learn how to combine the multimodal capabilities of Gemini and Grounding with Google Search to create a marketing campaign brief and marketing assets.

Gemini Grounding Search

View on GitHub - #### Get started with Chirp 3 HD Voices for Text-to-Speech

Learn about how to use Chirp 3 HD Voices, the latest generation of Google Text-to-Speech voices.

Chirp Speech

View on GitHub - #### Get started with Chirp 2 for Speech-to-Text

Learn about how to use Chirp 2, the latest generation of Google's multilingual Automatic Speech Recognition models.

Chirp Speech

View on GitHub - #### Intro to Imagen 3 Image Generation

Use Imagen 3 to create photorealistic images.

Imagen Multimodal

View on GitHub - #### Imagen 3 Image Editing

Use Imagen 3 to edit photorealistic images using inpainting, outpainting, and Product Image Editing.

Imagen Multimodal

View on GitHub - #### Get Started with Text Embeddings + Vertex AI Vector Search

Use AI's multitool, Embeddings, and Vertex AI Vector Search perform semantic matching.

Embeddings Vector Search

View on GitHub - #### Intro to LangGraph with Gemini

Learn how to combine LangGraph's workflow capabilities with Gemini's language understanding and generation skills to streamline and automate complex financial analysis tasks.

Gemini LangChain LangGraph Orchestration

View on GitHub - #### Create custom podcast episodes

Use Gemini, LangGraph, and Text-to-Speech to create custom podcast episodes.

Gemini LangChain LangGraph Orchestration Speech

View on GitHub - #### Storytelling with Gemini and Text-to-Speech

Use Gemini and Text-to-Speech to create and read a story with multiple characters.

Gemini Speech

View on GitHub - #### Analyze a codebase

Use Gemini to generate code, summarize a codebase, debug, improve code, and assess code.

Gemini Multimodal

View on GitHub - #### LLM Security for developers

Learn about prompt injection attacks and how to mitigate them.

Gemini Prompting Security

View on GitHub - #### Intro to Agent Engine

Learn how to build and deploy an agent (model, tools, and reasoning) using Agent Engine.

Agent Engine Agents Gemini

View on GitHub - #### Intro to Gen AI Evaluation Service

Evaluate Gemini responses using metrics and custom datasets.

Evaluation Gemini

View on GitHub - #### Gemini Supervised Fine-tuning for Article Summarization

Learn how to fine-tune Gemini for article summarization.

Gemini Tuning

View on GitHub - #### Intro to Vertex AI RAG Engine

Build custom RAG workflows with Gemini and Vertex AI RAG Engine.

Gemini RAG

View on GitHub - #### Document Processing with Gemini

Use Gemini to process documents for classification, extraction, and summarization.

Gemini Multimodal

View on GitHub - #### Patents Document Understanding with Gemini

Use Gemini to process patent documents using classification, entity extraction, and object detection.

Gemini Multimodal

View on GitHub - #### Build and deploy a Hugging Face smolagent using DeepSeek on Vertex AI

This notebook showcases how to deploy DeepSeek R1 Distill Qwen 32B from Hugging Face Hub on Vertex AI.

Agents

View on GitHub - #### Multimodal Sentiment Analysis with Gemini

This notebook demonstrates multimodal sentiment analysis with Gemini by comparing sentiment analysis performed directly on audio with analysis performed on its text transcript.

Gemini Multimodal

View on GitHub - #### Productivity Coaching with Gemini and Google Calendar

This notebook demonstrates how to use Gemini as your personal productivity coach, by connecting it to Google Workspace APIs.

Function Calling Gemini Workspace

View on GitHub - #### Veo 2 Video Generation

In this tutorial, you will learn how to use the Google Gen AI SDK for Python to interact with Veo 2 and generate new videos from text prompts.

Multimodal Veo

View on GitHub

All Tutorials

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Agent Engine Agents Batch Prediction Chirp Claude Code Execution Embeddings Evaluation Function Calling Gemini Gemma Grounding Hugging Face Image Generation Imagen LangChain LangGraph Live API LlamaIndex Model Garden Multimodal Orchestration Prompting RAG RAG Engine Search Security Speech Thinking Tuning Vector Search Veo Workspace

Function Calling Gemini Grounding Multimodal Prompting Thinking Intro to Gemini 2.5 Flash Get started with Gemini 2.5 Flash in Vertex AI with the Gen AI Python SDK. View on GitHub
Function Calling Gemini Grounding Multimodal Prompting Thinking Intro to Gemini 2.5 Pro Get started with Gemini 2.5 Pro in Vertex AI with the Gen AI Python SDK. View on GitHub
Function Calling Gemini Multimodal Prompting Intro to Gemini 2.0 Flash-Lite Get started with Gemini 2.0 Flash-Lite in Vertex AI with the Gen AI Python SDK. View on GitHub
Gemini Live API Multimodal Get Started with the Multimodal Live API Get started with Gemini 2.0 Multimodal Live API in Vertex AI using the Gen AI Python SDK View on GitHub
Gemini Image Generation Multimodal Gemini 2.0 Flash Image Generation in Vertex AI Get started with Gemini Image Generation in Vertex AI. View on GitHub
Gemini Prompting Intro to Prompt Engineering Learn the essentials and best practices of prompt engineering. View on GitHub
Function Calling Gemini Function Calling with Gemini Connect Gemini to external tools using function calling. View on GitHub
Gemini Grounding RAG Search Grounding with Gemini Connect Gemini to real-world data from Google Search or Vertex AI Search to improve response quality. View on GitHub
Batch Prediction Gemini Batch Prediction with Gemini Use Batch Prediction to run inference on a large number of examples. View on GitHub
Gemini Long Context Window Use the Long Context Window to process large amounts of multimodal data. View on GitHub
Gemini Intro to Context Caching Use context caching to store frequently used data. View on GitHub
Gemini Intro to Controlled Generation with the Gemini API Learn to control Gemini API output formats for easier data processing. View on GitHub
Gemini Call Gemini by using the OpenAI Library Learn how to call Gemini using Chat Completions. View on GitHub
Gemini Grounding Search Creating Marketing Assets using Gemini 2.0 Flash Learn how to combine the multimodal capabilities of Gemini and Grounding with Google Search to create a marketing campaign brief and marketing assets. View on GitHub
Chirp Speech Get started with Chirp 3 HD Voices for Text-to-Speech Learn about how to use Chirp 3 HD Voices, the latest generation of Google Text-to-Speech voices. View on GitHub
Chirp Speech Get started with Chirp 2 for Speech-to-Text Learn about how to use Chirp 2, the latest generation of Google's multilingual Automatic Speech Recognition models. View on GitHub
Imagen Multimodal Intro to Imagen 3 Image Generation Use Imagen 3 to create photorealistic images. View on GitHub
Imagen Multimodal Imagen 3 Image Editing Use Imagen 3 to edit photorealistic images using inpainting, outpainting, and Product Image Editing. View on GitHub
Embeddings Vector Search Get Started with Text Embeddings + Vertex AI Vector Search Use AI's multitool, Embeddings, and Vertex AI Vector Search perform semantic matching. View on GitHub
Gemini LangChain LangGraph Orchestration Intro to LangGraph with Gemini Learn how to combine LangGraph's workflow capabilities with Gemini's language understanding and generation skills to streamline and automate complex financial analysis tasks. View on GitHub
Gemini LangChain LangGraph Orchestration Speech Create custom podcast episodes Use Gemini, LangGraph, and Text-to-Speech to create custom podcast episodes. View on GitHub
Gemini Speech Storytelling with Gemini and Text-to-Speech Use Gemini and Text-to-Speech to create and read a story with multiple characters. View on GitHub
Gemini Multimodal Analyze a codebase Use Gemini to generate code, summarize a codebase, debug, improve code, and assess code. View on GitHub
Gemini Prompting Security LLM Security for developers Learn about prompt injection attacks and how to mitigate them. View on GitHub
Agent Engine Agents Gemini Intro to Agent Engine Learn how to build and deploy an agent (model, tools, and reasoning) using Agent Engine. View on GitHub
Evaluation Gemini Intro to Gen AI Evaluation Service Evaluate Gemini responses using metrics and custom datasets. View on GitHub
Gemini Tuning Gemini Supervised Fine-tuning for Article Summarization Learn how to fine-tune Gemini for article summarization. View on GitHub
Gemini RAG Intro to Vertex AI RAG Engine Build custom RAG workflows with Gemini and Vertex AI RAG Engine. View on GitHub
Gemini Multimodal Document Processing with Gemini Use Gemini to process documents for classification, extraction, and summarization. View on GitHub
Gemini Multimodal Patents Document Understanding with Gemini Use Gemini to process patent documents using classification, entity extraction, and object detection. View on GitHub
Agents Build and deploy a Hugging Face smolagent using DeepSeek on Vertex AI This notebook showcases how to deploy DeepSeek R1 Distill Qwen 32B from Hugging Face Hub on Vertex AI. View on GitHub
Gemini Multimodal Multimodal Sentiment Analysis with Gemini This notebook demonstrates multimodal sentiment analysis with Gemini by comparing sentiment analysis performed directly on audio with analysis performed on its text transcript. View on GitHub
Function Calling Gemini Workspace Productivity Coaching with Gemini and Google Calendar This notebook demonstrates how to use Gemini as your personal productivity coach, by connecting it to Google Workspace APIs. View on GitHub
Multimodal Veo Veo 2 Video Generation In this tutorial, you will learn how to use the Google Gen AI SDK for Python to interact with Veo 2 and generate new videos from text prompts. View on GitHub
Embeddings Gemini Multimodal Intro to the Google Gen AI SDK Intro to the Google Gen AI SDK. View on GitHub
Gemini Multimodal Prompting Gemini: An Overview of Multimodal Use Cases How to prompt Gemini with multimodal data (text, documents, images, video, and audio). View on GitHub
Gemini Introduction to Gemini with REST API/cURL View on GitHub
Evaluation Gemini Prompting Prompt Engineering, Evaluation, and Prompt Templating Use Gen AI Evaluation Service SDK for prompt engineering and evaluation. View on GitHub
Embeddings Multimodal Intro to Multimodal Embeddings Learn about multimodal embeddings. View on GitHub
Embeddings Tuning Intro to Embeddings Tuning Learn how to tune embeddings models. View on GitHub
Embeddings Vector Search Task Type Embeddings Learn how to get better embeddings for your specific task. View on GitHub
Embeddings Vector Search Hybrid Search with Vertex AI Vector Search Learn how to use hybrid search with Vertex AI Vector Search combining semantic & keyword search. View on GitHub
Agents Gemini LangChain LangGraph AI Agents for Engineers (Evolution of AI Agents) This notebook demonstrates 3 different approaches to generating essays using the Gemini API, Zero-Shot, Step-by-Step with LangChain, and Iterative with LangGraph. View on GitHub
Gemma Hugging Face Hugging Face DLCs: Serving Gemma with Text Generation Inference (TGI) on Vertex AI Learn how to deploy Google Gemma from the Hugging Face Hub on Vertex AI using the Hugging Face Deep Learning Container (DLC) for Text Generation Inference (TGI). View on GitHub
Gemma LangGraph RAG Running a Gemma 2-based agentic RAG with Ollama on Vertex AI and LangGraph This notebook showcases how to run a Gemma 2-based Agent with Ollama on Vertex AI and LangGraph. View on GitHub
Gemma Hugging Face Hugging Face DLCs: Serving PaliGemma using Pytorch Inference on Vertex AI with Custom Handler Learn how to deploy Google PaliGemma from the Hugging Face Hub on Vertex AI using the Hugging Face Deep Learning Container (DLC) for Pytorch Inference in combination with a custom handler. View on GitHub
Gemma Hugging Face Tuning Hugging Face DLCs: Fine-tuning Gemma with Transformer Reinforcement Learning (TRL) on Vertex AI Learn how to fine-tune Gemma with Transformer Reinforcement Learning (TRL) on Vertex AI. View on GitHub
Hugging Face Guess who or what app using Hugging Face Deep Learning container model on Vertex AI Create a"Guess who or what" application using Vertex AI, Hugging Face Deep Learning container, an image generation open model, and Gemini to solve and visualize riddles. View on GitHub
Embeddings Visualizing embedding similarity from text documents using t-SNE plots Visualize embedding similarity from text documents using t-SNE plots. View on GitHub
Embeddings Vector Search Vertex AI Vector Search Quickstart Learn how to use Vertex AI Vector Search to find similar text documents. View on GitHub
Embeddings Gemini Vector Search Anomaly Detection of Infrastructure Logs using Gemini and BigQuery Vector Search Learn how to large volumes of infrastructure logs using Gemini, vector embeddings and BigQuery Vector Search to perform anomaly detection. View on GitHub
Embeddings Gemini Log Anomaly Detection & Investigation with Text Embeddings + BigQuery Vector Search Learn how to large volumes of audit logs using Gemini, vector embeddings and BigQuery Vector Search to perform anomaly detection. View on GitHub
Function Calling Gemini Working with Data Structures and Schemas in Gemini Function Calling Learn how to use Gemini Function Calling with data structures and schemas. View on GitHub
Function Calling Gemini Working with Parallel Function Calls and Multiple Function Responses in Gemini Learn how to use parallel function calls and multiple function responses in Gemini. View on GitHub
Function Calling Gemini Prompting Introduction to ReAct Agents with Gemini & Function Calling Learn how to use ReAct Agents with Gemini and Function Calling. View on GitHub
Function Calling Gemini Forced Function Calling with Tool Configurations in Gemini Learn how to use forced function calling with tool configurations in Gemini. View on GitHub
Function Calling Gemini Using Gemini Function Calling to Get Real-Time Company News and Insights Learn how to use Gemini Function Calling to get real-time company news and insights. View on GitHub
Function Calling Gemini Multimodal Multimodal Function Calling with the Gemini API & Python SDK Learn how to use Gemini Multimodal Function Calling. View on GitHub
Gemini RAG RAG Engine Advanced RAG Techniques - Vertex RAG Engine Retrieval Quality Evaluation and Hyperparameters Tuning Learn about advanced RAG techniques with evaluation and hyperparameter tuning. View on GitHub
Gemini RAG RAG Engine Vertex AI RAG Engine with Pinecone Learn how to use Pinecone with Vertex AI RAG Engine. View on GitHub
Gemini RAG RAG Engine Vertex AI RAG Engine with Weaviate Learn how to use Weaviate with Vertex AI RAG Engine. View on GitHub
Gemini RAG RAG Engine Vertex AI RAG Engine with Vertex AI Feature Store Learn how to use Vertex AI Feature Store with Vertex AI RAG Engine. View on GitHub
Gemini RAG RAG Engine Vertex AI RAG Engine with Vertex AI Vector Search Learn how to use Vertex AI Vector Search with Vertex AI RAG Engine. View on GitHub
Gemini RAG RAG Engine Vertex AI RAG Engine with Vertex AI Search Learn how to use Vertex AI Search with Vertex AI RAG Engine. View on GitHub
Agent Engine Agents Gemini Debugging and Optimizing Agents: A Guide to Tracing in Agent Engine Learn how to use Tracing in Agent Engine. View on GitHub
Agent Engine Gemini LangChain Deploying a RAG Application with AlloyDB to Agent Engine View on GitHub
Agent Engine Agents Gemini RAG Search Building a Conversational Search Agent with Agent Engine and RAG on Vertex AI Search View on GitHub
Agent Engine Agents Gemini LangGraph RAG Building a Multi-Agent RAG Application with LangGraph and Agent Engine View on GitHub
Agent Engine Gemini LangGraph RAG Deploying a RAG Application with Cloud SQL for PostgreSQL to Agent Engine View on GitHub
Agent Engine Agents Gemini Building and Deploying a Google Maps API Agent with Agent Engine View on GitHub
Agent Engine Gemini LangGraph Building and Deploying a LangGraph Application with Agent Engine in Vertex AI View on GitHub
Gemini Multimodal Video Analysis with Gemini View on GitHub
Gemini Multimodal YouTube Video Analysis with Gemini View on GitHub
Gemini Multimodal Vector Search Building a Multimodal Chatbot for Warranty Claims using Gemini and Vector Search in Vertex AI View on GitHub
Gemini Multimodal RAG Multimodal Retrieval Augmented Generation (RAG) using Gemini API in Vertex AI View on GitHub
Gemini LlamaIndex RAG LlamaIndex with Vertex AI Vector Search to perform question answering RAG View on GitHub
Gemini LangChain Multimodal RAG Multimodal Retrieval Augmented Generation (RAG) with Gemini, Vertex AI Vector Search, and LangChain View on GitHub
Gemini RAG Small-to-big Retrieval-Augmented Generation View on GitHub
Gemini Prompting ReAct (Reasoning + Acting) + Custom tool for Healthcare NL API + Gemini + LangChain View on GitHub
Gemini Prompting Using Gemini in Education View on GitHub
Gemini Prompting AI Quick Build Experience View on GitHub
Gemini Multimodal RAG Code Retrieval Augmented Generation (RAG) with Gemini API View on GitHub
Gemini Multimodal Product listing generation with Gemini View on GitHub
Gemini Multimodal Multimodal retail recommendation: using Gemini to recommend items based on images and image reasoning View on GitHub
Gemini Multimodal Prompting Sheet Music Analysis with Gemini View on GitHub
Gemini Multimodal Analyzing movie posters in BigQuery with Gemini View on GitHub
Gemini LangChain Getting Started with LangChain 🦜️🔗 + Gemini API in Vertex AI View on GitHub
Agents Gemini Building a Weather Agent with AutoGen and Gemini View on GitHub
Gemini Prompting Vertex AI Prompt Optimizer Notebook UI View on GitHub
Gemini Prompting Vertex AI Prompt Optimizer - Tool usage View on GitHub
Gemini Prompting Vertex AI Prompt Optimizer - Custom metric View on GitHub
Gemini Prompting Intro to Vertex AI Prompt Optimizer View on GitHub
Gemini Prompting Text Summarization with Generative Models on Vertex AI View on GitHub
Gemini Prompting Ideation with Generative Models on Vertex AI View on GitHub
Gemini Prompting Chain of Thought & ReAct View on GitHub
Gemini Prompting Question Answering with Generative Models on Vertex AI View on GitHub
Gemini Prompting Text Classification with Generative Models on Vertex AI View on GitHub
Gemini Prompting Text Extraction with Generative Models on Vertex AI View on GitHub
Gemini Tuning Supervised Fine Tuning with Gemini 2.0 Flash for Change Detection View on GitHub
Gemini Tuning Vertex AI Supervised Tuning Token Count and Cost Estimation View on GitHub
Gemini Tuning Supervised Fine-Tuning with Gemini 2.0 Flash for Q&A View on GitHub
Gemini Tuning Supervised Fine Tuning with Gemini 2.0 Flash for Image Captioning View on GitHub
Evaluation Gemini Model Garden Use Gen AI Evaluation SDK to Evaluate Models in Vertex AI Studio, Model Garden, and Model Registry View on GitHub
Evaluation Gemini RAG Evaluate Generated Answers from RAG using Rapid Evaluation and Dataflow ML with Vertex AI Pipelines View on GitHub
Evaluation Gemini Enhancing Quality and Explainability with Vertex AI Evaluation View on GitHub
Evaluation Gemini Evaluate and Compare Gen AI Model Settings View on GitHub
Evaluation Gemini Bring-Your-Own-Autorater using Custom Metrics View on GitHub
Evaluation Gemini Evaluate a Translation Model View on GitHub
Evaluation Gemini Compare and Migrate from PaLM to Gemini Model View on GitHub
Evaluation Gemini Multimodal Evaluating Multimodal Tasks View on GitHub
Evaluation Gemini LangChain Evaluate LangChain View on GitHub
Evaluation Gemini Compare Generative AI Models View on GitHub
Evaluation Gemini RAG Evaluate Generated Answers from RAG for QA with Gen AI Evaluation Service SDK View on GitHub
Evaluation Gemini Customize Model-based Metrics to Evaluate a Gen AI Model View on GitHub
Evaluation Gemini RAG Evaluate Generative Model Tool Use View on GitHub
Gemini Prompting RAG Security Gen AI and LLM Security - ReAct and RAG Attacks & Mitigations View on GitHub
Gemini Security Responsible AI with Gemini API in Vertex AI: Safety Ratings and Thresholds View on GitHub
Batch Prediction Gemini Monitor Batch Prediction with Gemini API View on GitHub
Imagen Multimodal Imagen 3 Customized Images View on GitHub
Gemini Imagen Multimodal Create High Quality Visual Assets with Imagen and Gemini View on GitHub
Imagen Multimodal Create a Photoshop Document with Image Segmentation on Vertex AI View on GitHub
Gemini Imagen Multimodal Enhance Imagen Prompts with Gemini View on GitHub
Imagen Multimodal Image Segmentation on Vertex AI View on GitHub
Search Vertex AI Search with Filters & Metadata View on GitHub
Gemini Search Vertex AI Search - Querying Blended Data Apps and Summarization with Gemini View on GitHub
Search Create a Vertex AI Search Datastore and Search Engine View on GitHub
Search Building Search Applications with Vertex AI Search View on GitHub
Gemini LangChain RAG Search Question Answering Over Documents View on GitHub
Gemini RAG Search Bulk Question Answering with Vertex AI Search View on GitHub
Embeddings Search Custom Embeddings with Vertex AI Search View on GitHub
Chirp Speech Get Started with Chirp 2 - Advanced Features View on GitHub
Claude Function Calling Model Garden Multimodal Function Calling with Claude Models View on GitHub
Agents Search Vertex AI Search and Conversation Data Store Status Checker View on GitHub
Agents Gemini Building a Research Multi Agent System - a Design Pattern Overview with Gemini 2.0 View on GitHub
Code Execution Gemini Intro to Generating and Executing Python Code with Gemini 2.0 View on GitHub
Agents Evaluation Gemini Evaluating Agents - Evaluate a CrewAI agent with Vertex AI Gen AI Evaluation View on GitHub
Agents Evaluation Gemini LangGraph Evaluating Agents - Evaluate a LangGraph agent with Vertex AI Gen AI Evaluation View on GitHub
Gemini Live API Multimodal RAG Interactive Loan Application Assistant (Financial Services) View on GitHub
RAG RAG Engine Search Vertex AI RAG Engine with Vertex AI Search View on GitHub
Agent Engine Agents Evaluation Evaluate a CrewAI agent on Vertex AI Agent Engine (Customized template) View on GitHub
Agent Engine Agents Evaluation LangChain Evaluating a LangChain Agent on Vertex AI Agent Engine (Prebuilt template) View on GitHub
Agent Engine Agents Evaluation LangGraph Evaluate a LangGraph agent on Vertex AI Agent Engine (Customized template) View on GitHub
Gemini Search Q&A Chatbot with Vertex AI Search for summarized website results View on GitHub
Gemini Getting started with Gemini using Vertex AI in Express Mode View on GitHub

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