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Courtland Leer 2024-03-21 14:02:33 -04:00
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content/_index.md
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---
Welcome to our collaborative second brain.
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.
Here you'll find our blog, research, and public notes. You can also [engage with the ideas directly](https://github.com/plastic-labs/blog) on GitHub.
[Plastic](https://plasticlabs.ai) is a research-driven company building at the intersection of human and machine learning. We believe re-centering LLM app development around the user will unlock a rich landscape of deeply personalized, autonomous agents.
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We post a few different types of content here:
- [[blog | Blog]] -- Deep dives into the philosophy, cognitive science, & machine learning underpinning our work
- [[blog | Blog]] -- Deep dives into the philosophy, cognitive science, & machine learning underpinning our projects
- [[notes | Evergreen Notes]] -- Short form working notes on Plastic theses
- [[extrusions | Extrusions]] -- Brief, densely-linked reflections synthesizing last month's conceptual work
- [[releases | Release Notes]] -- Weekly changelogs & details on new product features
- [[research | Research]] -- Formal published, preprint, or blog-style company research we've made public
*Extrusions and Release Notes are also available as email newsletters:*
- [Subscribe to Extrusions](https://plasticlabs.typeform.com/extrusions)
- [Subscribe to Release Notes](https://plasticlabs.typeform.com/honchoupdates)
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If you find the content here compelling, explore our active projects:
- [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-powered AI learning companion, open sourced as [Tutor-GPT](https://github.com/plastic-labs/tutor-gpt) (slated for relaunch soon...)

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content/research/Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.md
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---
title: Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models
date: 10.12.23
tags:
- research
- ml
- philosophy
---
[Read on Arxiv](https://arxiv.org/abs/2310.06983).
Download here:
Or download here:
![[Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.pdf]]