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--- ---
Welcome to our collaborative second brain. 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. Here you'll find our blog, public notes, and research. [You can also 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. [Plastic](https://plasticlabs.ai) is a research-driven company building at the intersection of human and machine learning.
We believe that by re-centering LLM app development around the user we can unlock a rich landscape of deeply personalized, autonomous agents. We believe re-centering LLM app development around the user will unlock a rich landscape of deeply personalized, autonomous agents.
It’s our mission to realize this future. It’s our mission to realize this future.
## Structure ## Guide
The different sections of the blog and the different types of content we put out We post a few different types of content here:
[[blog | Blog]] — Detailed explorations of different ideas. [[blog | Blog]] — Deep dives into the philosophy, cognitive science, & machine learning underpinning our work
[[notes | Evergreen Notes]] — Evergreen ideas that will be continuously updated.
[[releases | Release Notes]] — Changelogs and details about new releases from
[Plastic Labs](https://plasticlabs.ai).
[[extrusions | Extrusions]] — Short, densely-linked synthesis of what we’ve been chewing on over the past month
We also send out Extrusions and Release Notes as email newsletters. [[notes | Evergreen Notes]] — Short form working notes on Plastic theses
Subscribe to get updates directly to your inbox.
[Subscribe to Extrusions](https://plasticlabs.typeform.com/extrusions) [[extrusions | Extrusions]] — Brief, densely-linked reflections synthesizing last month's conceptual work
[Subscribe to Release Notes](https://plasticlabs.typeform.com/honchoupdates)
## Other Works [[releases | Release Notes]] — Weekly changelogs & details on new product features
Below are other projects and research that Plastic Labs is working on [[research | Research]] - Formal published, preprint, or blog-style company research we've made public
Extrusions and Release Notes are also available as email newsletters:
### Research - [Subscribe to Extrusions](https://plasticlabs.typeform.com/extrusions)
- [Subscribe to Release Notes](https://plasticlabs.typeform.com/honchoupdates)
[Violation of Expectation Reduces Theory-of-Mind Prediction Error in Large Language Models](https://arxiv.org/abs/2310.06983) ## Projects
### Projects If you find the content here compelling, explore our active projects:
[Honcho](https://honcho.dev) — A user context management solution for AI-powered applications - [Honcho](https://honcho.dev) — A personalization platform for AI-powered applications, currently in [private beta](https://plasticlabs.typeform.com/honchobeta)
[Bloom](https://bloombot.ai) — A theory-of-mind enabled AI learning assistant
also known by the name of it's open source project - [Bloom](https://bloombot.ai) — A theory of mind-powered AI learning companion, open sourced as [Tutor-GPT](https://github.com/plastic-labs/tutor-gpt) (slated for relaunch soon...)
[Tutor-GPT](https://github.com/plastic-labs/tutor-gpt)

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The more we're missing that, the more we're typically in a principal-agent problem, which creates overhead, interest misalignment, dissatisfaction, mistrust, and information asymmetry: The more we're missing that, the more we're typically in a principal-agent problem, which creates overhead, interest misalignment, dissatisfaction, mistrust, and information asymmetry:
<iframe src="https://player.vimeo.com/video/868985592?h=deff771ffe&color=F6F5F2&title=0&byline=0&portrait=0" width="640" height="360" frameborder="0" allow="autoplay; fullscreen; picture-in-picture" allowfullscreen></iframe> <iframe src="https://player.vimeo.com/video/868985592?h=deff771ffe&color=F6F5F2&title=0&byline=0&portrait=0" width="640" height="360" frameborder="0" allow="autoplay; fullscreen; picture-in-picture" allowfullscreen></iframe>
---
But, right now, most AI applications are just toys and demos: But, right now, most AI applications are just toys and demos:
![[Honcho; User Context Management for LLM Apps#^18066b]] ![[Honcho; User Context Management for LLM Apps#^18066b]]

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