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.