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title: Home
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Welcome to our collaborative second brain. We're a research and development company working at the intersection of human and machine learning.

Our first product was [Bloom](https://bloombot.ai) -- a *subversive learning companion*. On this journey, we realized 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

[[Honcho; User Context Management for LLM Apps|Honcho: User Context Management for LLM Apps]]  
[[blog/Theory-of-Mind Is All You Need]]  
[[blog/Open-Sourcing Tutor-GPT]]

## Extrusions

[[extrusions/Extrusion 01.24|Extrusion 01.24]]  
## Notes

[[Honcho name lore]]  
[[Metacognition in LLMs is inference about inference]]  
[[The machine learning industry is too focused on general task performance]]  

## Research

[Violation of Expectation Reduces Theory-of-Mind Prediction Error in Large Language Models](https://arxiv.org/pdf/2310.06983.pdf)