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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.
Investment

Price per private group, online live training, starting from 2600 € + VAT*

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