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Building Agentic LLM Workflows with AutoGen
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Daron Yondem
February 24, 2025
Programming
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35
Building Agentic LLM Workflows with AutoGen
This is the deck I have presented at Intel AI Dev Summit 2025.
Daron Yondem
February 24, 2025
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Transcript
Building Agentic LLM Workflows with AutoGen Daron Yöndem Tech Lead
for Application Innovation Microsoft http://daron.me @daronyondem
Welcome! • Why Agentic Systems Matter? • AutoGen: An Open
Source Multi Agent Framework that can operate agents autonomously or collaborate with humans. • AG2 – Fork of AutoGen 0.2 • Microsoft AutoGen 0.4
Foundations of Agentic LLM Workflows • Autonomy • Collaboration •
Adaptability
AutoGen Architecture • A unified conversation framework for multi-agent interactions
• Assistant Agents + User Proxy Agents • As simple as it sounds.
Categories of Design Patterns for Agents • Reflection • Tool
Use • Planning • Multi-agent collaboration
Reflection
Tool Use
Planning
Multi-Agent Collaboration
Single-Agent Task DEMO
From Single to Multi-Agent • Easy Agent Orchestration • State
and Memory • Tool Integration • Error Handling & Control
Multi-Agent Problem Solving / Research Assistant DEMO
Advanced AutoGen Workflows • Extending Agent Abilities (Skills/Tools) • Incorporating
Multiple Models • Custom Prompts & Behaviors • Memory and Context
Complex Multi-Agent Orchestration DEMO
Real-World Applications • Customer Support • Automation & Scripting •
Knowledge Assistants
Challenges and Limitations • Complexity • Cost and Performance •
Reliability
Further Learning AutoGen Discord - https://aka.ms/autogen-discord Magentic One • MultimodalWebSurfer,
FileSurfer, and MagenticOneCoderAgent - https://aka.ms/magentic-one Code Samples used in this session • https://drn.fyi/codesamples
Thanks http://daron.me | @daronyondem Grab slides on http://decks.daron.me/