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---
title: Home
enableToc: false
---
Welcome to our collaborative second brain.
Here you'll find our blog posts, ["Extrusions" newsletter](https://plasticlabs.typeform.com/extrusions), [Honcho release notes](https://plasticlabs.typeform.com/honchoupdates), evergreen notes, and public research. And if you like, [you can engage with the ideas directly](https://github.com/plastic-labs/blog) on GitHub.
Plastic Labs is a research-driven company working at the intersection of human and machine learning. Our current project is [Honcho](https://honcho.dev), a user context management solution for AI-powered applications.
We believe that by re-centering LLM app development around the user we can unlock a rich landscape of deeply personalized, autonomous agents.
Its our mission to realize this future.
## Blog
[[User State is State of the Art]]
[[Memories for All]]
[[Honcho; User Context Management for LLM Apps|Honcho: User Context Management for LLM Apps]]
[[Theory of Mind Is All You Need]]
[[Open Sourcing Tutor-GPT]]
## Research
[Violation of Expectation Reduces Theory-of-Mind Prediction Error in Large Language Models](https://arxiv.org/abs/2310.06983)
## Evergreen Notes
[[LLMs excel at theory of mind because they read]]
[[Loose theory of mind imputations are superior to verbatim response predictions]]
[[Honcho name lore]]
[[Human-AI chat paradigm hamstrings the space of possibility]]
[[LLM Metacognition is inference about inference]]
[[Machine learning is fixated on task performance]]
## Extrusions
[[extrusions/Extrusion 01.24|Extrusion 01.24]]
([Subscribe](https://plasticlabs.typeform.com/extrusions))
## Release Notes
[[Release Notes 02.23.24]]
[[Release Notes 02.15.24]]
[[Release Notes 02.08.24]]
[[Release Notes 02.01.24]]
([Subscribe](https://plasticlabs.typeform.com/honchoupdates))