AI RESEARCH

AgentReputation: A Decentralized Agentic AI Reputation Framework

arXiv CS.AI

ArXi:2605.00073v1 Announce Type: new Decentralized, agentic AI marketplaces are rapidly emerging to software engineering tasks such as debugging, patch generation, and security auditing, often operating without centralized oversight. However, existing reputation mechanisms fail in this setting for three fundamental reasons: agents can strategically optimize against evaluation procedures; nstrated competence does not reliably transfer across heterogeneous task contexts; and verification rigor varies widely, from lightweight automated checks to costly expert review.