Building LLM Agent Systems with AutoGen Training Course

Introduction to LLM Agent Systems for Government

• Concepts of LLM agents and multi-agent architecture
• Overview of the AutoGen framework and its ecosystem for government applications
• Agent roles including user proxy, assistant, function caller, and more

Installing and Configuring AutoGen for Government Use

• Setting up the Python environment and required dependencies
• Basics of the AutoGen configuration file for government systems
• Connecting to LLM providers such as OpenAI, Azure, and local models for government operations

Agent Design and Role Assignment for Government Applications

• Understanding different agent types and conversation patterns for public sector use
• Defining agent goals, prompts, and instructions tailored to government tasks
• Role-based task delegation and control flow in government workflows

Function Calling and Tool Integration for Government Operations

• Registering functions for agent use in government systems
• Autonomous and collaborative function execution for public sector tasks
• Connecting external APIs and Python scripts to agents for government applications

Conversation Management and Memory for Government Agents

• Session tracking and persistent memory management for government use cases
• Agent-to-agent messaging and token handling in government systems
• Managing conversation context and history for public sector operations

End-to-End Agent Workflows for Government Tasks

• Building multi-step collaborative tasks such as document analysis and code review for government
• Simulating user-agent dialogues and decision chains in public sector scenarios
• Debugging and refining agent performance for government applications

Use Cases and Deployment of Government Agents

• Internal automation agents for research, reporting, and scripting in government agencies
• External-facing bots for chat assistants and voice integrations in public services
• Packaging and deploying agent systems in production environments for government use

Summary and Next Steps for Government Implementation