quartz/content/_index.md
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---
title: Home
enableToc: false
---
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.
Its 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)