Publications & Projects

Peer-Reviewed & Preprints

Benchmarking is Broken — Don't Let AI Be Its Own Judge

NeurIPS 2025

Position paper proposing a decentralized, community-governed evaluation framework (PeerBench) to address vulnerabilities in standard AI benchmarks.

Co-authors: Z. Cheng, S. Wohnig, R. Gupta, S. Alam, T. Abdullahi, J.A. Ribeiro, S. Mir, S. Li, J. Orender, C. Nielsen Garcia, S.A. Bahrainian, et al.

The Geometry of Decision-Making in DAOs: An Information-Theoretic Mapping of Consensus and Disagreement in Decentralized Token Voting

SSRN Preprint (Under Review)

Proposes an information-theoretic framework using Rényi entropy to map voting dynamics across 277 decentralized autonomous organizations.

Reports & Articles

On Computational Discourse Analysis for DAOs

Flipside Governance (2023)

Applied natural language processing across 59,000 DAO forum posts to analyze discussion topics surrounding scaling and governance delegation.

Luxembourg AI Country Report

Center for AI and Digital Policy (AIDVI 2023)

Policy report analyzing national AI governance strategies, ethical standards, and digital policy regulations in Luxembourg.