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Welcome to our collaborative second brain.

Here you'll find our blog posts, "Extrusions" newsletter, Honcho release notes, evergreen notes, and public research. And if you like, you can engage with the ideas directly on GitHub.

Plastic Labs is a research-driven company working at the intersection of human and machine learning. Our current project is Honcho, 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

Solving The Campfire Problem with Honcho
User State is State of the Art
Memories for All
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

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

Extrusion 02.24
extrusions/Extrusion 01.24

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Release Notes

Release Notes 03.14.23
Release Notes 02.23.24
Release Notes 02.15.24
Release Notes 02.08.24
Release Notes 02.01.24

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