AI RESEARCH

SwarmHarness: Skill-Based Task Routing via Decentralized Incentive-Aligned AI Agent Networks

arXiv CS.AI

ArXi:2605.28764v1 Announce Type: new Vast quantities of compute (GPU cycles on personal workstations, idle inference servers, and edge devices between jobs) go unused because no incentive-aligned protocol exists for their owners to share them safely and profitably. Existing approaches either require a trusted central coordinator (cloud marketplaces), demand heavy blockchain infrastructure (Golem, BrokerChain), or lack an incentive layer entirely (BOINC, Petals