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Mars Genesis vs MiroFish: Two Approaches to Multi-Agent Simulation

· 12 min read
Johnny Dunn
Creator of AgentOS

Multi-agent simulation splits into two schools: predict the real world, or generate emergent worlds that never existed. MiroFish (54k GitHub stars) builds parallel digital worlds from real-world seed data to forecast outcomes. Mars Genesis (built with AgentOS) creates a deterministic Mars colony where two AI commanders with distinct personalities face emergent crises, forge computational tools at runtime, and produce measurably different civilizations from identical starting conditions.

This post breaks down how each system works at the architecture level, where they diverge in design philosophy, and what builders can learn from both.