References

Agranov, Marina. 2025. “Communication in Games.” In Handbook of Experimental Methodology, 1st ed., edited by Leeat Yariv and Erik Snowberg, vol. 1. North Holland.
Aher, Gati V., Rosa I. Arriaga, and Adam Tauman Kalai. 2023. “Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies.” Proceedings of the 40th International Conference on Machine Learning, Proceedings of machine learning research, vol. 202: 337–71. https://proceedings.mlr.press/v202/aher23a.html.
Anthropic. 2026. Claude Sonnet 4.6 Model Card. Https://anthropic.com/claude-sonnet-4-6-system-card.
Balliet, Daniel. 2010. “Communication and Cooperation in Social Dilemmas: A Meta-Analytic Review.” Journal of Conflict Resolution 54 (1): 39–57. https://doi.org/10.1177/0022002709352443.
Brookins, Philip, and Jason DeBacker. 2024. “Playing Games with GPT: What Can We Learn about a Large Language Model from Canonical Strategic Games?” Economics Bulletin 44 (1): 25–37. https://ideas.repec.org/a/ebl/ecbull/eb-23-00457.html.
Brunelli, Roberto. 2026a. BDPD0 — a Computational Laboratory for Generative Agents, Commons Dilemmas and More. Zenodo. https://doi.org/10.5281/zenodo.20678100.
Brunelli, Roberto. 2026b. BDPD2 — Governance of Nested Commons: Four Vignettes. Zenodo. https://doi.org/10.5281/zenodo.20679946.
Brunelli, Roberto. 2026c. BDPD3 — Governing the Signal, Not the Symptom: Leading-Indicator Regulation Prevents the Seneca Cascade in a Polycentric Commons. Zenodo. https://doi.org/10.5281/zenodo.20680200.
Couto, Marta C., Jorge M. Pacheco, and Francisco C. Santos. 2020. “Governance of Risky Public Goods Under Graduated Punishment.” Journal of Theoretical Biology 505: 110423. https://doi.org/10.1016/j.jtbi.2020.110423.
Crawford, Vincent P. 1998. “A Survey of Experiments on Communication via Cheap Talk.” Journal of Economic Theory 78 (2): 286–98. https://doi.org/10.1006/jeth.1997.2359.
DeepSeek-AI. 2026. DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence. Https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro/blob/main/DeepSeek_V4.pdf.
Farrell, Joseph, and Matthew Rabin. 1996. “Cheap Talk.” Journal of Economic Perspectives 10 (3): 103–18. https://doi.org/10.1257/jep.10.3.103.
Fehr, Ernst, and Simon Gächter. 2000. “Cooperation and Punishment in Public Goods Experiments.” American Economic Review 90 (4): 980–94. https://doi.org/10.1257/aer.90.4.980.
Gigerenzer, Gerd, and Wolfgang Gaissmaier. 2011. “Heuristic Decision Making.” Annual Review of Psychology 62: 451–82. https://doi.org/10.1146/annurev-psych-120709-145346.
GLM-5-Team et al. 2026. GLM-5: from Vibe Coding to Agentic Engineering. https://arxiv.org/abs/2602.15763.
Horton, John J., Apostolos Filippas, and Benjamin S. Manning. 2026. Large Language Models as Simulated Economic Agents: What Can We Learn from Homo Silicus? https://arxiv.org/abs/2301.07543.
Klingeren, Fijnanda van, and Vincent Buskens. 2024. “Graduated Sanctioning, Endogenous Institutions and Sustainable Cooperation in Common-Pool Resources: An Experimental Test.” Rationality and Society 36 (2): 183–229. https://doi.org/10.1177/10434631231219608.
Li, Zebiao, Rui Liu, and Chengyi Tu. 2026. Mathematical Modeling of Common-Pool Resources: A Comprehensive Review of Bioeconomics, Strategic Interaction, and Complex Adaptive Systems. https://arxiv.org/abs/2602.03129.
Milinski, Manfred, Ralf D. Sommerfeld, Hans-Jürgen Krambeck, Floyd A. Reed, and Jochem Marotzke. 2008. “The Collective-Risk Social Dilemma and the Prevention of Simulated Dangerous Climate Change.” Proceedings of the National Academy of Sciences 105 (7): 2291–94. https://doi.org/10.1073/pnas.0709546105.
Ostrom, Elinor. 1990. Governing the Commons: The Evolution of Institutions for Collective Action. Cambridge University Press. https://doi.org/10.1017/CBO9780511807763.
Ostrom, Elinor, James Walker, and Roy Gardner. 1992. “Covenants with and Without a Sword: Self-Governance Is Possible.” The American Political Science Review 86 (2): 404–17. https://doi.org/10.2307/1964229.
Park, Joon Sung, Joseph O’Brien, Carrie Jun Cai, Meredith Ringel Morris, Percy Liang, and Michael S. Bernstein. 2023. “Generative Agents: Interactive Simulacra of Human Behavior.” Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology (New York, NY, USA), UIST ’23. https://doi.org/10.1145/3586183.3606763.
Qwen Team. 2026. Qwen3.6-Max-Preview: Smarter, Sharper, Still Evolving. https://qwen.ai/blog?id=qwen3.6-max-preview.
Rahwan, Iyad, Manuel Cebrian, Nick Obradovich, et al. 2019. “Machine Behaviour.” Nature 568 (7753): 477–86. https://doi.org/10.1038/s41586-019-1138-y.
Simon, Herbert A. 1955. “A Behavioral Model of Rational Choice.” The Quarterly Journal of Economics 69 (1): 99–118. https://doi.org/10.2307/1884852.
Yamagishi, Toshio. 1986. “The Provision of a Sanctioning System as a Public Good.” Journal of Personality and Social Psychology 51 (1): 110–16. https://doi.org/10.1037/0022-3514.51.1.110.
Yin, Robert K. 2009. Case Study Research: Design and Methods. 4th ed. SAGE Publications.
Yoon, Hyun Seok, and Paul R. Armsworth. 2025. “The Role of Wealth Inequality in Community Management of a Common-Pool Resources Through Voluntary Sanctioning.” Natural Resource Modeling 38 (1): e70001. https://doi.org/10.1111/nrm.70001.