Osmosis Research

Liquidity depth notes

Research, protocol analysis, and methodology notes from the Osmosis team. Written for people who think seriously about on-chain execution.

Research

The snapshot liquidity data problem

Most on-chain liquidity analytics tools give you a number at one point in time. But depth changes continuously. Here is why that matters for execution quality.

Protocol

Market depth anomalies and protocol routing decisions

Routing algorithms that optimize for fee minimization without accounting for depth anomalies can route into thin pools. We identify the conditions where this is most likely to cause excessive slippage.

Protocol

IBC routing efficiency in the Cosmos ecosystem

IBC transfers between Cosmos chains add latency and introduce execution risk at the destination pool. We analyze three months of routing data to quantify the practical impact.