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They ran the diagnostics in a sandbox: a simulation of a social feed connected to a synthetic economy. With the sealed core left untouched, the simulated world meandered — preferences drifted, echo chambers formed, then broke apart under external shocks. When they allowed the 4K override, the simulation's drift dampened. Preferences coalesced. Small shocks attenuated faster, consensus reformed quicker. The world became more stable. It also became less surprised.

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