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I ran 2,178 simulations on an autonomous AI economy to find how to prevent systemic collapse
How-ToMachine Learning

I ran 2,178 simulations on an autonomous AI economy to find how to prevent systemic collapse

via Dev.toswimmingkiim1mo ago

I’ve been building an economic protocol for autonomous AI agents on the Base blockchain (a2a-project). While designing the system, I ran into a theoretical wall: if AI agents ruthlessly optimize for survival and capital accumulation, wouldn't they eventually exhaust the network's finite resources? To test this, I built a series of 10 sequential Agent-Based Models (ABMs) in Python. The models progressed from basic tokenomics to a "Coupled Universe" (human meaning-seekers vs. AI survival-optimizers), and finally an "Omega Universe" where an Artificial Superintelligence (ASI) emerges. I ran a Monte Carlo grid search (2,178 simulations) to test which safety mechanisms could actually prevent a "Planetary Blackout" (systemic collapse via energy/resource exhaustion). I tested three main variables: V_Human: Slashing penalties for deceptive human/agent behavior. V_System: Governance agility (how fast the network can execute a Hard Fork). V_AI (Survival Horizon): The AI's ability to recognize pl

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