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release notes 02.01.24
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---
Welcome to our collaborative second brain.

Here you'll find our blog posts, "Extrusions" newsletter, evergreen notes, and public research. And if you like, [you can engage with the ideas directly](https://github.com/plastic-labs/blog) on GitHub.
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://github.com/plastic-labs/honcho), a user context management solution for AI-powered applications.
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.

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[[Theory-of-Mind Is All You Need]]
[[Open-Sourcing Tutor-GPT]]

## Extrusions
## Research

[[extrusions/Extrusion 01.24|Extrusion 01.24]]
## Notes
[Violation of Expectation Reduces Theory-of-Mind Prediction Error in Large Language Models](https://arxiv.org/abs/2310.06983)

## Evergreen Notes

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

## Research
## Extrusions

[Violation of Expectation Reduces Theory-of-Mind Prediction Error in Large Language Models](https://arxiv.org/abs/2310.06983)
[[extrusions/Extrusion 01.24|Extrusion 01.24]]

([Subscribe](https://plasticlabs.typeform.com/extrusions))

## Release Notes

[[Release Notes 02.01.24]]

([Subscribe](https://plasticlabs.typeform.com/honchoupdates))
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Today we're shipping a new site, docs, & lots of improvements. 

We talked to a ton of agent developers beginning to build with Honcho over the past two weeks.  

[We'd love to hear what you're building](https://discord.gg/plasticlabs).

## Announcements

- [Honcho website](https://honcho.dev) drop!

- And we've [launched docs](https://docs.honcho.dev):
- Learn how to get started with Honcho
- Using our hosted version
- Running it locally
- Deploying your own instance with [Fly.io](https://fly.io/) (in <5 mins)
- Learn how to use Honcho with
- An interface like Discord
- A LLM framework like [LangChain](https://www.langchain.com/)

## Honcho v0.0.1

- A more stable version of the SDK 

- An object-oriented client to make DevEx easier

- A public demo server
- Use Honcho out of the box with no setup

- App-level scoping
- One dev can run multiple apps from the same instance

- Added rate limiting to server
- Protects from spam & improves reliability

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