# Productionizing OSS Agents: Best Practices for Agent Frameworks and Vertex AI

At Google Cloud Next 2025, Jason Cho, Director of Data Science at Walmart, gave an inside look at how his team is using AG2 with Vertex AI to build and deploy open-source AI agents in production.

The talk highlights how Walmart tackled real-world orchestration challenges, the lessons learned along the way, and how AG2 played a key role in turning autonomous workflows into reality.

## Watch the Full Session

[Productionizing OSS agents: Best practices for agent frameworks and Vertex AI](https://www.youtube.com/watch?v=piz7XImNLfk)

## Key Topics Covered

- Building production-grade AI agents with open-source frameworks
- Integrating AG2 with Google Cloud's Vertex AI platform
- Real-world orchestration challenges and solutions at enterprise scale
- Lessons learned from deploying autonomous workflows at Walmart

## Watch the Full Session

The complete presentation from Google Cloud Next 2025 is available to watch, providing valuable insights for teams looking to productionize their own AI agent deployments.

This session is essential viewing for:

- **Enterprise architects** evaluating AI agent frameworks
- **ML engineers** planning production deployments
- **Data science leaders** building agent-based systems
- **Platform teams** integrating AI capabilities into existing infrastructure

The combination of AG2's flexible multi-agent framework with Vertex AI's enterprise-grade infrastructure demonstrates a powerful approach to building reliable, scalable AI agent systems.

Topics:
- [Production](/content/blog?tag=production/index.html) 
- [Vertex-ai](/content/blog?tag=vertex-ai/index.html)  
- [Google-cloud](/content/blog?tag=google-cloud/index.html) 
- [Enterprise](/content/blog?tag=enterprise/index.html)