AgentReputation: A Decentralized Agentic AI Reputation Framework

Mohd Sameen Chishti, Damilare Peter Oyinloye, Jingyue Li

Abstract

Decentralized, agentic AI marketplaces are rapidly emerging to support 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; demonstrated competence does not reliably transfer across heterogeneous task contexts; and verification rigor varies widely, from lightwei

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Cite This Resource

@article{llmsec202600192,
  title = {AgentReputation: A Decentralized Agentic AI Reputation Framework},
  author = {Mohd Sameen Chishti and Damilare Peter Oyinloye and Jingyue Li},
  year = {2026},
  doi = {10.1145/3803437.3805579},
  url = {https://arxiv.org/abs/2605.00073},
}