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 We're a research and development group working at the intersection of human and machine learning.  
 
-Most recently, we built [Bloom](https://bloombot.ai) -- a reading and writing tutor.  
+Most recently, we built [Bloom](https://bloombot.ai) -- a *subversive learning companion*.
 
-On this journey we realized that AI tools need a framework for securely and privately handling the intimate data required to unlock deeply personalized, autonomous agents. It’s our mission to realize this future.
+On this journey we realized that AI tools need a framework for securely and privately handling the intimate data required to unlock deeply personalized, autonomous agents. It’s our mission to realize this future. 
 
 ## Blog
 
 [[blog/Theory-of-Mind Is All You Need]]  
 [[blog/Open-Sourcing Tutor-GPT]]
+
+## Research
+
+[Violation of Expectation Reduces Theory-of-Mind Prediction Error in Large Language Models](https://arxiv.org/pdf/2310.06983.pdf)