Vertex AI Agent Builder

关于

Vertex AI Agent Builder provides a comprehensive framework for scaling generative AI applications from prototype to production on Google Cloud. It offers robust scaffolding for multi-modal agents, sophisticated RAG implementations using Vector Search, and seamless integration with Gemini 1.5 models. This skill is particularly useful for developers needing to implement complex tool-use patterns and function calling while ensuring reliability through built-in evaluation frameworks and production deployment workflows on Cloud Run and Vertex AI Endpoints.

主要功能

• Advanced function calling and tool-use orchestration patterns
• 712 GitHub stars
• Gemini 1.5 Pro and Flash model integration with multi-modal support
• Comprehensive evaluation framework featuring AutoSxS and custom metrics
• Automated deployment scaffolding for Cloud Run and Vertex AI Endpoints
• Production-grade RAG implementation with Vertex AI Vector Search

使用场景

• Automating complex business workflows through Gemini function calling and API integration
• Building enterprise-grade RAG applications for internal knowledge base retrieval
• Developing multi-modal assistants that process text, images, video, and audio