100 LLM Agents Run a Town Economy for 26 Weeks — and Money Stops Moving

omarsar0 · x · 2026-09-12

A simulation study put 100 LLM agents in charge of a town economy modeled on Pokhara Lakeside for 26 simulated weeks (91 runs, 2.44M decisions) and found the economy freezes: only 0.3% of 3,981 menu items were ever repriced, a 12x tourist shock raised revenue 4.62x but wages just 1.03x, and 96.7% of a cash transfer remained unspent after 311 steps. Notably, swapping the underlying LLM changed every measured outcome, while deleting agent memory changed none — and 1-2 week simulation horizons are misleading, with wealth rankings only starting to move by week 12.

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