Independent research in market microstructure.
MachineLuv studies how market mechanisms, liquidity, and infrastructure shape price formation—with a current focus on blockchain and prediction markets.
Explore researchResearch, in public.
Working papers and research notes on the details that make markets work—or fail to.
The Microstructure of Onchain Liquidity
How Latency, Oracle Staleness, and Transaction Ordering Shape Market Quality
A research framework for examining how blockchain execution mechanics affect liquidity, adverse selection, price formation, and market quality.
Information, Liquidity, and Price Discovery in Prediction Markets
A study of how belief, inventory, and mechanism interact in event contracts
An ongoing research program on information aggregation and liquidity provision in prediction markets.
Markets are not abstractions. They are mechanisms: rules, queues, delays, incentives, and information meeting in real time.
MachineLuv examines those mechanisms closely. We publish frameworks, measurements, and questions in progress—not manufactured certainty.