Advanced AutoGen: Custom Agents & Dynamic Tool Use Training Course

Revisiting AutoGen Core Concepts

• Defining agents and groups
• Function calling and role chaining
• Identifying limitations of built-in agents and the necessity for customization

Developing Custom Agents with Python

• Defining agent behavior through user_proxy and AssistantAgent subclasses
• Integrating role-specific logic and decision-making processes
• Building reusable agent modules and mixins

Advanced Tool Integration and Routing

• Registering, binding, and invoking tools
• Conditionally directing inputs to designated tools
• Overseeing multi-step toolchains and composite actions

Planning and Context Management

• Designing task decomposers and intermediate planners
• Preserving context across connected agents
• Implementing scoped memory for extended sessions

Error Handling and Recovery Strategies

• Identifying and managing failed or incomplete interactions
• Triggering retries and executing fallback logic
• Logging, debugging, and validating responses

Multi-Agent Collaboration with Custom Roles

• Coordinating specialists within dynamic agent groups
• Orchestrating reasoning loops and cooperative workflows
• Comparing role separation and role blending in task allocation

Real-World Deployment Strategies

• Optimizing for performance and cost (token usage, caching)
• Integrating AutoGen workflows into web applications or pipelines
• Addressing security, observability, and user feedback integration

Summary and Future Directions