diff --git a/Performance.md b/Performance.md
index eb75589..a63bfda 100644
--- a/Performance.md
+++ b/Performance.md
@@ -2,14 +2,16 @@
 
 Using the CelebA dataset as an example using Oxen
 
-`oxen add images` takes ~8 sec
+`oxen add images` takes ~10 sec
 `oxen commit -m "adding images"` takes ~41 sec
 
 Compare this to a system like [git lfs](https://git-lfs.github.com/) on the same dataset
 
 `git lfs track images` takes ~17 sec
 `git add images` takes ~136 sec
-`git commit -m "addimg images"` takes ~44 sec
+`git commit -m "adding images"` takes ~44 sec
+`git remote add origin https://huggingface.co/datasets/gschoeni/CelebA`
+`git push origin master`
 
 If you add this up oxen takes ~49 sec to git's ~197 sec which is about a 4x speed improvement for adding and committing.
 
diff --git a/README.md b/README.md
index 0da863b..42310f5 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,10 @@
 # 🐂 oxen-release
 
-Oxen is command line tooling for working with large machine learning datasets.
+Oxen helps you version on your machine learning datasets like you version your code. 
 
-The name Oxen comes from the fact that the tooling will plow, maintain, and version your data like a good farmer tends to their fields 🐂 🌾. Let Oxen take care of grunt work of your infrastructure so you can focus on the higher level ML problems that matter to your product.
+In a world of [Software 2.0](https://karpathy.medium.com/software-2-0-a64152b37c35) where we are replacing lines with neural networks and large datasets, we need better tooling to keep track of changes to the data and models over time.
+
+Versioning datasets with `git` or `git lfs` is slow and painful 😩. Git was built for code repositories, not data. Oxen is built from the ground up for speed and large datasets 🐂 💨 and is 10-100x faster than using git.
 
 It is built from the ground up to be fast 🔥 and easy to learn 🧠
 
@@ -17,6 +19,10 @@ It is built from the ground up to be fast 🔥 and easy to learn 🧠
 
 Sign up [here](https://airtable.com/shril5UTTVvKVZAFE) for more information and to stay updated on the progress.
 
+# Why the name Oxen?
+
+"Oxen" comes from the fact that the tooling will plow, maintain, and version your data like a good farmer tends to their fields 🐂 🌾. Let Oxen take care of grunt work of your infrastructure so you can focus on the higher level ML problems that matter to your product.
+
 # Overview
 
 The Oxen Command Line Interface (CLI) mirrors [git](https://git-scm.com/) in many ways, so if you are comfortable versioning code with git, it will be straight forward to version your datasets with Oxen.
diff --git a/ReleaseNotes.md b/ReleaseNotes.md
index bd14fd5..da95129 100644
--- a/ReleaseNotes.md
+++ b/ReleaseNotes.md
@@ -1,14 +1,19 @@
+# v0.4.1
+
+* Features
+    * Faster data download 🔥
+    * Chunked download data APIs
+
 # v0.4.0
 
 * Features
     * Faster data upload 🔥
-    * Chunked data APIs
+    * Chunked upload data APIs
 
 * Breaking Changes
     * Removed CADF
     * Remove `oxen index` commands
 
-
 # v0.3.0
 
 * Features