diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 33890c2b33..c8c7613a2d 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,3 +1,5 @@
+
+
# I’m in! Now what?
[Join the OpenAssistant Contributors Discord Server!](https://ykilcher.com/open-assistant-discord),
diff --git a/README.md b/README.md
index ba8d72fc0e..b0bb4562d6 100644
--- a/README.md
+++ b/README.md
@@ -16,6 +16,7 @@



+
diff --git a/backend/README.md b/backend/README.md
index b40b6058ca..28c2702d60 100644
--- a/backend/README.md
+++ b/backend/README.md
@@ -1,3 +1,5 @@
+
+
# Open-Assistant REST Backend
## Backend Development Setup
diff --git a/copilot/README.md b/copilot/README.md
index 997b434cc7..19bf81f2de 100644
--- a/copilot/README.md
+++ b/copilot/README.md
@@ -1,3 +1,5 @@
+
+
# Deploying on AWS
## Introduction
diff --git a/data/datasets/README.md b/data/datasets/README.md
index 3f8c0ff0a2..d4a1caad5e 100644
--- a/data/datasets/README.md
+++ b/data/datasets/README.md
@@ -1,3 +1,5 @@
+
+
## **Overview**
This repository aims to provide a diverse and accessible collection of datasets
diff --git a/docs/README.md b/docs/README.md
index 7189d5dafe..ff0e473549 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -1,3 +1,5 @@
+
+
# Docs Site
https://laion-ai.github.io/Open-Assistant/
diff --git a/inference/README.md b/inference/README.md
index ff2e0c33c1..687485c963 100644
--- a/inference/README.md
+++ b/inference/README.md
@@ -1,3 +1,5 @@
+
+
# OpenAssistant Inference
Preliminary implementation of the inference engine for OpenAssistant.
diff --git a/model/README.md b/model/README.md
index e7ef3c02c5..a5f6569499 100644
--- a/model/README.md
+++ b/model/README.md
@@ -1,3 +1,5 @@
+
+
## Reproduction directions
Here are some minimal commands to tun to whole pipeline on the collected data.
diff --git a/notebooks/README.md b/notebooks/README.md
index c9d80b9810..cd8e184cd2 100644
--- a/notebooks/README.md
+++ b/notebooks/README.md
@@ -1,11 +1,9 @@
-# Deprecated
+# Notebooks
-This `notebooks` directory is being retired in favour of new dataset
-contributions going to the `data/datasets` directory, following the guidelines
-[here](https://github.com/LAION-AI/Open-Assistant/blob/main/data/datasets/README.md).
-Please do not submit future data notebooks here.
+This directory is used to hold useful notebooks related to understanding how
+various parts of the project work.
-## Notebooks
-
-This directory was designed to hold notebooks, primarily for data scraping and
-augmentation.
+> Note for dataset contributions: The `notebooks` directory is being retired in
+> favour of new dataset contributions going to the `data/datasets` directory,
+> following the guidelines
+> [here](https://github.com/LAION-AI/Open-Assistant/blob/main/data/datasets/README.md).
diff --git a/oasst-data/README.md b/oasst-data/README.md
index 4e42419d8f..64ef461681 100644
--- a/oasst-data/README.md
+++ b/oasst-data/README.md
@@ -1,3 +1,5 @@
+
+
# Open Assistant Data Module (oasst_data)
## Installation of oasst_data
diff --git a/safety/README.md b/safety/README.md
index 3069663edc..0df2410b72 100644
--- a/safety/README.md
+++ b/safety/README.md
@@ -1,3 +1,5 @@
+
+
# Train & Evaluate Safety models
This is the Open Assistant Safety Folder and contains the following:
diff --git a/website/README.md b/website/README.md
index fe9ee9b5a4..acea634cdc 100644
--- a/website/README.md
+++ b/website/README.md
@@ -1,3 +1,5 @@
+
+
# Open-Assistant NextJS Website
## Purpose