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Duration 14 hours
Course Outline
Review of AutoGen Core Concepts
- Defining agents and groups
- Function calling and role chaining
- Limitations of built-in agents and the need for customization
Building Custom Agents with Python
- Defining agent behavior via user_proxy and AssistantAgent subclasses
- Injecting role-specific logic and decision-making processes
- Creating reusable agent modules and mixins
Advanced Tool Integration and Routing
- Tool registration, binding, and invocation
- Conditionally routing inputs to specific tools
- Managing multi-step toolchains and composite actions
Planning and Context Management
- Designing task decomposers and intermediate planners
- Maintaining context across chained agents
- Implementing scoped memory for long-running sessions
Error Handling and Recovery Mechanisms
- Detecting and managing failed or incomplete interactions
- Implementing agent-triggered retries and fallback logic
- Logging, debugging, and response validation
Multi-Agent Collaboration with Custom Roles
- Coordinating specialists within dynamic agent groups
- Orchestrating reasoning loops and cooperative workflows
- Comparing role separation vs. role blending in task assignments
Real-World Deployment Strategies
- Optimizing for performance and cost (token usage, caching)
- Integrating AutoGen workflows into web apps or pipelines
- Security, observability, and user feedback integration
Summary and Next Steps
Requirements
- Strong proficiency in Python programming
- Practical experience in developing LLM-based applications
- Understanding of function calling and multi-agent system architecture
Audience
- Senior developers
- Platform engineers
- AI architects
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3200 € + VAT*
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Testimonials (1)
I liked that he constantly provided examples but also offered time for individual work on what he presented.
