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Machine Learning Engineer at Incentivai

San Francisco, London, Warsaw, Remote · Full Time

Incentivai simulates smart contract economies using Machine Learning agents. Just graduated from Y Combinator Summer 2018 batch. Join to work closely with the biggest blockchain projects from day 1.

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Job Description

Apply ML algorithms to the task of simulating complex economy-based systems.
Work with leading projects in the blockchain space to help design their incentive structures.
Build a tool that changes the way we think about mechanism design of complex systems.

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What We're Building

Incentivai is a tool for simulating smart contract economies.

Getting economy-based systems (e.g. prediction market, DAO, insurance) right is extremely difficult. How to reward/penalise users to prevent exploits and ensure resultant behaviour is as expected?

Today, teams resort to theoretical analyses based on strong assumptions about user objectives and rationality. That approach, while insightful, is very time-consuming and potentially very unreliable.

The Incentivai approach is to simulate a large number of scenarios. Bad actors are modelled using ML agents who can explore the system in search for possible exploits and clever ways of maximising their profits. Good actors' objectives model relevant aspects of human behaviour: risk aversion, speculation, imperfect information.

The Incentivai tool allows designers to observe how performance of their system changes as they vary assumptions about human behaviour, discover new possible exploits and iteratively improve the design.

Incentivai Team

Piotr Grudzień
CEO & Founder at Incentivai (YC S18)