How I 10X’d My AI Agents With Structured Outputs

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AI Summary

Video Summary

• The video is a tutorial on enhancing an AI web development agency by converting JSON schemas into React components using structured outputs by OpenAI.
• The tutorial demonstrates the entire process, including:
  • Defining a React component structure.
  • Creating a models.py file to define what a React component looks like.
  • Implementing a base model with Pydantic to represent React components, including properties like component type, props, and children.
  • Developing a componentCreatorTool to generate React components from JSON structures.
  • Introducing breaking changes to the agency form, removing dependencies on Instructor, and updating the tool configuration.
  • Creating a componentInjectorTool for adding components into existing layouts without rewriting the entire component.
  • Testing the tools using a custom GPT from the agency swarm tool GPT.
  • Implementing a renderToJson function to convert code into JSON and vice versa.
  • Running the tools to ensure they work correctly and addressing any errors encountered.
  • Modifying the instructions for the AI agent to follow a structured process for web development.
  • Adding a response validator function to the designer agent to check the website’s progress.
  • Demonstrating a complete workflow where the designer agent and web developer agent collaborate to build a website from scratch.

Detailed Instructions and Tips

• Create a models.py file to define the structure of a React component.
• Use Pydantic to create a base model for React components, including properties for component type, props, and children.
• Develop a componentCreatorTool to generate React components from JSON.
• Update the tool configuration to accommodate breaking changes, such as moving the ‘one call at a time’ parameter under toolConfig and making the shared state a private attribute.
• Create a componentInjectorTool to inject new components into existing layouts.
• Test the tools using the agency swarm tool GPT and address any errors.
• Implement a renderToJson function to convert code to JSON for testing purposes.
• Modify the AI agent’s instructions to reflect a structured web development process.
• Add a response validator function to the designer agent to allow it to check the website’s progress visually.

URLs and CLI Commands

• No specific URLs or CLI commands were provided in the summary.