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How to create a custom social experiment using the Simulated Environment Framework? An example of the Prisoner's Dilemma to illustrate the implementation steps

2025-08-19 291

Creating a social experiment scenario requires five key steps:

  1. Scenario Definition: inagentverse/tasks/simulation/Create a new directory (e.g.prisoners_dilemma)
  2. Configuration writing: Create a YAML file definition:
    • Number of intelligences (at least 2)
    • Yield matrix parameters
    • Number of decision-making rounds
  3. Rules of conduct: Setting strategy conditions for cooperation/betrayal (can be based on LLM reasoning or predefined logic)
  4. Operational Observations: Launching experiments via CLI commands or visualizing the decision-making process using a GUI
  5. data analysis: The framework automatically records the decision points and benefits of each interaction, and supports the export of CSV formats

The Prisoner's Dilemma example can be set up with reward and punishment coefficients (e.g., +3 points for win-win cooperation, +5 points for unilateral betrayal, etc.) by modifying thepayoff_matrixparameters to quickly adjust experimental conditions.

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