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Duration 14 hours
Course Outline
Revisiting Core AutoGen Concepts
- Definitions of agents and groups
- Function calling and role chaining
- Limitations of built-in agents and the need for customization
Creating Custom Agents with Python
- Defining agent behavior via user_proxy and AssistantAgent subclasses
- Injecting role-specific logic and decision-making processes
- Developing reusable agent modules and mixins
Sophisticated Tool Integration and Routing
- Tool registration, binding, and execution
- Conditionally directing inputs to designated tools
- Oversight of multi-step toolchains and composite actions
Planning and Context Oversight
- Architecting task decomposers and intermediate planners
- Sustaining context throughout chained agents
- Establishing scoped memory for extended sessions
Error Management and Recovery Strategies
- Identifying and managing failed or incomplete interactions
- Agent-initiated retries and fallback logic
- Logging, debugging, and response verification
Multi-Agent Cooperation with Custom Roles
- Coordinating specialists within dynamic agent groups
- Directing reasoning loops and cooperative workflows
- Role differentiation versus role integration in task allocation
Real-World Deployment Approaches
- Optimizing for performance and cost (token usage, caching)
- Integrating AutoGen workflows into web applications or pipelines
- Security, observability, and user feedback incorporation
Conclusion and Future Steps
Requirements
- Proficiency in Python programming
- Experience in developing LLM-based applications
- Familiarity with function calling and multi-agent system design
Target 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 2600 € + 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.