Automated Design of Agentic Systems

arxiv:2408.08435

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Agents, open-endedness, AGI · 2024-08-15

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2. Part 2
3. Part 3
4. Part 4

Contents

• Automated Design of Agentic Systems
• Abstract
• 1 Introduction
• 2 Automated Design of Agentic Systems (ADAS)
• 3 Our Algorithm: Meta Agent Search
• 4 Experiments
• 4.1 Case Study: ARC Challenge
• 4.2 Reasoning and Problem-Solving Domains
• 4.3 Generalization and transferability
• 5 Related Work
• 6 Discussion and Conclusion
• Acknowledgments
• Supplementary Material
• Table of Contents
• Appendix A Generalization and Transferability
• Appendix B Prompts
• Appendix C Framework Code
• Appendix D Experiment Details for ARC Challenge
• Appendix E Experiment Details for Reasoning and Problem-Solving Domains
• Appendix F Baselines
• Appendix G Example Agents
• Appendix H Pseudocode of the Meta Agent Search
• Appendix I Impact of Initialization
• Appendix J Cost of Experiments
• Instructions for reporting errors