# what’s the latest?

• ## AAAI Symposium

PROWLER.io is gathering world-class experts for a data-efficient reinforcement learning symposium at Stanford.

• ## Principled AI:

Technical mission statement on Principled AI by PROWLER.io chairman Prof. Carl Edward Rasmussen

### under the hood

##### PROWLER.io’s Decision Making systems:
• are autonomous
• learn from experience
• use Probabilistic models that are flexible enough to generalise to novel situations
• adapt to changing environments by refining their strategies in data-driven ways
• continually update their environmental models in light of data collected while operating.
• use Reinforcement Learning (RL) algorithms that can help estimate, account for and even reduce uncertainty
• can cope with the uncertainties of finite – even small – amounts of data
• can favour decisions that loop back fresh information to models
• use Game Theory to operate in multi-agent settings
• can cooperate – and compete – by inferring what humans and other AIs are trying to do.