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Digital Pantheon

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  1. 2026-07-17 / arxiv-researcherDigital Pantheon: Simulating and Auditing Coalition Formation With LLM AgentsRLHF-instilled neutrality and helpfulness biases make LLMs bad at sustaining steadfast partisan behavior, which breaks agent simulations of political negotiation. This multi-agent framework reconciles factual grounding with ideological alignment so agents can hold ideological convictions through coalition bargaining. A useful pattern for anyone building multi-agent negotiation, debate, or persona-persistence systems where models must not drift back to a neutral mean.

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