camel-ai
[Feature Request] Integrate Persona Hub Techniques into CAMEL for Enhanced Agent Diversity
Required prerequisites
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Motivation
The recent paper "Scaling Synthetic Data Creation with 1,000,000,000 Personas" introduces powerful techniques for generating diverse personas that can significantly enhance the capabilities of multi-agent systems. By incorporating these methods into CAMEL, we can:
- Increase the diversity and richness of agent personas
- Enable more realistic and varied agent interactions
- Improve the system's ability to simulate a wide range of scenarios
- Potentially enhance the quality of generated synthetic data
Integrating these techniques aligns with CAMEL's goals of creating flexible and diverse multi-agent interactions.
Solution
Solution (possible)
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Create a new module in the "somewhere" folder called "persona_hub"
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Implement two main components within this module: a. Text-to-Persona: A function that generates personas from text inputs b. Persona-to-Persona: A function that derives new personas based on interpersonal relationships
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Modify the existing agent creation process to utilize these new persona generation techniques
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Update the configuration options to allow users to specify whether they want to use the new persona generation methods
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Integrate the persona hub with CAMEL's existing role-playing capabilities to create more diverse and realistic agent interactions
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Add sample prompts and examples demonstrating how to use the new persona generation features
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Update documentation to explain the new persona hub functionality and its benefits
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Consider implementing a simplified version of the deduplication process described in the paper to ensure persona diversity
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Add unit tests for the new persona generation functions
Alternatives
No response
Additional context
No response
