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 evaluation
Test and train strategies through the agent-based simulator
to simulate transactions at the EVM smart contract level
Gain insights into strategy performance through
tailored metric tracking implementation

Want to experience the power of our python interface with a quick and easy local setup? Get in touch!

Dojo is in beta version testing
Drop us a line at or fill out the form.


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 risk
R. Tangri, E.A. Duijnstee

Compass Labs developed Dojo, a DeFi research platform designed to accelerate research and productionisation of DeFi trading strategies. It uses an-agent based simulation environment that runs at the smart contract level.R. Tangri, E.A. Duijnstee

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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

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