Part 3/8:
However, this automation requires a 'spark of genius' — an innovative approach to define a complex multi-agent challenge as a single mathematical optimization problem. By framing the multi-agent structure as an optimization problem with defined objectives and configurations, researchers can achieve remarkable outcomes.
Steps to Optimize Multi-Agent Systems
The optimization process unfolds in three key steps:
- Prompt Optimization: The first step involves optimizing the prompt structures for individual agents within the multi-agent system. This level of optimization seeks to enhance the understanding and execution of tasks assigned to each agent.