Preprint
Aug 2026
Markets, Not Planners: Decentralized Orchestration of LLM Agents with Private Information
AgentLance is introduced, a repeated labor market in which agents bid on tasks using their private costs and self-maintained strategy notes, an allocator selects winners from bids and public reputation records, and a VCG-style payment rule rewards cost-aware bidding.
Xiao Liu, Hao-Yang Li, Songwei Li et al.
· 2 citations