Distributing tasks across heterogeneous agent-experts by maintaining and updating calibrated posterior beliefs over both task type and per-expert reliability.

Chargeback and liability regimes built on human intentionality at transaction origination have no clean answer when the originator is an AI agent operating under delegated authority.