diff --git a/content/_index.md b/content/_index.md
index bb28c3700603f..3a834ecc07a0c 100644
--- a/content/_index.md
+++ b/content/_index.md
@@ -4,7 +4,7 @@ enableToc: false
 ---
 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.
 
@@ -14,18 +14,12 @@ It’s our mission to realize this future.
 
 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)  
@@ -35,5 +29,4 @@ We post a few different types of content here:
 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...)  
diff --git a/content/research/Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.md b/content/research/Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.md
index 53b6730044a6b..8558a135e363d 100644
--- a/content/research/Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.md	
+++ b/content/research/Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.md	
@@ -1,6 +1,14 @@
+---
+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]]