Compass Labs
Automated Decision-Making for Decentralized Systems
Compass Labs leverages the open-source nature of the blockchain to build extremely realistic simulation environments for DeFi. We train autonomous agents to optimize and automate user interaction, and discover opportunities at scale.
Dojo an end-to-end
DeFi research platform
Designed to provide the infrastructure to scale research and productionisation of DeFi strategies
Data sourcing
Utilize on- and off-chain data capabilities
for data ingestion and strategy evaluationSimulation
Test and train strategies through the agent-based simulator
to simulate transactions at the EVM smart contract levelAnalysis
Gain insights into strategy performance through
tailored metric tracking implementation
Research
At Compass Labs we collaborate with top academic institutions to contribute to research
at the intersection of mathematical finance, statistics, machine learning, and crypto to
improve our products and find opportunities in key areas of decentralised finance.
A framework to generalize impermanent loss for
multiple asset pools obeying any constant function
market maker with optional concentrated liquidity.R. Tangri, P. Yatsyshin, E.A. Duijnstee, D. Mandic
Compass Labs lite paper on enabling dynamic liquidity
provisioning on decentralised exchanges to protect
liquidity providers against exotic liquidity riskR. Tangri, E.A. Duijnstee
Stay up-to-date with Compass Labs
Team
We are a technology startup with engineers and academics with years of experience in computational simulations, machine learning, statistics, finance, infrastructure and crypto.Great people make great things happen! If you find our projects exciting, we'd love to hear from you 💬

Elisabeth Duijnstee
Co-Founder & CEO
Ph.D. in Physics @ University of Oxford
Machine Learning fellow @ Faculty AI
Founders and Funders @ Oxford's Business School

Rohan Tangri
Co-Founder and CTO
Ph.D. in Machine Learning @ Imperial College
AI/ML team @ JP Morgan
Algorithms @ NASA's Mars Mission

Peter Yatsyshin
Research Scientist
Ph.D. in Statistical Physics @ Imperial College
Research Fellow @ Alan Turing Institute
Research Fellow @ Imperial College

Alexis Lui
Software Engineer
Software engineer @ Elliptic
Software engineer @ Applied Blockchain
Developer & Mentor @ Founders and Coders

Lukas Scheucher
Software Engineer
Software engineer @ Google
Software engineer @ X, the moonshot factory
Msc. in Mechanical Engineering @ Stanford