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Course Outline

Introduction to LLM Agent Systems

  • LLM agents and multi-agent architecture concepts.
  • Overview of the AutoGen framework and ecosystem.
  • Agent roles: user proxy, assistant, function caller, and others.

Installing and Configuring AutoGen

  • Setting up the Python environment and dependencies.
  • Basics of the AutoGen configuration file.
  • Connecting to LLM providers (OpenAI, Azure, local models).

Agent Design and Role Assignment

  • Understanding agent types and conversation patterns.
  • Defining agent goals, prompts, and instructions.
  • Role-based task delegation and control flow.

Function Calling and Tool Integration

  • Registering functions for agent use.
  • Autonomous and collaborative function execution.
  • Connecting external APIs and Python scripts to agents.

Conversation Management and Memory

  • Session tracking and persistent memory.
  • Agent-to-agent messaging and token handling.
  • Managing conversation context and history.

End-to-End Agent Workflows

  • Constructing multi-step collaborative tasks (e.g., document analysis, code review).
  • Simulating user-agent dialogues and decision chains.
  • Debugging and refining agent performance.

Use Cases and Deployment

  • Internal automation agents: research, reporting, scripting.
  • External-facing bots: chat assistants, voice integrations.
  • Packaging and deploying agent systems in production.

Summary and Next Steps

Requirements

  • A grasp of Python programming.
  • Familiarity with large language models and prompt engineering.
  • Experience with APIs and automation workflows.

Target Audience

  • AI engineers.
  • ML developers.
  • Automation architects.
 21 Hours

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