Coordination as an Architectural Layer for LLM-Based Multi-Agent Systems: An Information-Controlled Empirical Study on Prediction Markets
Maksym Nechepurenko, Pavel Shuvalov · 2026 · arXiv preprint
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Pavel Shuvalov is Chief Technology Officer at Devnull FZCO. He was Analytics Lead at the TON Foundation, where he authored TON-ETL — a full indexing pipeline that powers the public TON data lake on the AWS Open Data Registry. He co-founded re:doubt as CTO, contributed a BoC parser in plain SQL to the Dune Analytics Spellbook, and is a contributor to the TON-Labels public dataset.
He has placed in the TON Smart Challenges (#3, silver) and teaches modern C++, Java/Spring microservices, and data engineering to graduate students.
At ForesightFlow he leads on-chain forensics infrastructure: wallet feature extraction, cross-market behavioural panels, and the data layer that feeds the ILS detector.
Maksym Nechepurenko, Pavel Shuvalov · 2026 · arXiv preprint
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Maksym Nechepurenko, Pavel Shuvalov · 2026 · Working Paper
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