Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.32190.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Markets of Minds treats expert-model assistance as constrained allocation across agents, accounting for expected gain, regression risk, budgets, access, scarcity, and service capacity. In 240 matched replay cases with a 30% assistance quota, its frozen allocator reached 85.42% persona adherence, compared with 73.86% under random allocation.

Useful to readers designing assistance budgets because it treats model calls as competing capacity rather than independent per-agent decisions.

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No citations on record.