diff --git a/README.md b/README.md
index e91cc3c2..44d176e1 100644
--- a/README.md
+++ b/README.md
@@ -5,14 +5,16 @@
 
 ## Summary
 
-Argo Dataflow is a cloud-native platform for executing large parallel data-processing pipelines.
+Argo Dataflow is a Kubernetes-native platform for executing large parallel data-processing pipelines.
 
-Each pipeline is a Kubernetes custom resource which consists of one or more steps which source and sink messages from
-data sources such Kafka, NATS Streaming, or HTTP services.
+Each pipeline is specified as a Kubernetes custom resource which consists of one or more steps which source and sink
+messages from data sources such Kafka, NATS Streaming, or HTTP services.
 
-Each step runs 0 or more pods, and can scale horizontally using HPA or based on queue length using built-in scaling
+Each step runs zero or more pods, and can scale horizontally using HPA or based on queue length using built-in scaling
 rules. Steps can be scaled-to-zero, in which case they periodically briefly scale-to-one to measure queue length so they
-can scale a back up
+can scale a back up.
+
+Learn more about [features](docs/FEATURES.md).
 
 ## Use Cases
 
diff --git a/docs/assets/alpha.svg b/docs/assets/alpha.svg
deleted file mode 100644
index 471179be..00000000
--- a/docs/assets/alpha.svg
+++ /dev/null
@@ -1 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="47" height="20"><linearGradient id="b" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="a"><rect width="47" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#a)"><path fill="#e05d44" d="M0 0h0v20H0z"/><path fill="#e05d44" d="M0 0h47v20H0z"/><path fill="url(#b)" d="M0 0h47v20H0z"/></g><g fill="#fff" text-anchor="middle" font-family="DejaVu Sans,Verdana,Geneva,sans-serif" font-size="110"> <text x="235" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="370">ALPHA</text><text x="235" y="140" transform="scale(.1)" textLength="370">ALPHA</text></g> </svg>
\ No newline at end of file
diff --git a/docs/assets/beta.svg b/docs/assets/beta.svg
deleted file mode 100644
index 29b44088..00000000
--- a/docs/assets/beta.svg
+++ /dev/null
@@ -1 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="39" height="20"><linearGradient id="b" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="a"><rect width="39" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#a)"><path fill="#fe7d37" d="M0 0h0v20H0z"/><path fill="#fe7d37" d="M0 0h39v20H0z"/><path fill="url(#b)" d="M0 0h39v20H0z"/></g><g fill="#fff" text-anchor="middle" font-family="DejaVu Sans,Verdana,Geneva,sans-serif" font-size="110"> <text x="195" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="290">BETA</text><text x="195" y="140" transform="scale(.1)" textLength="290">BETA</text></g> </svg>
\ No newline at end of file
diff --git a/docs/assets/logo.png b/docs/assets/logo.png
deleted file mode 100644
index cbae8c65..00000000
Binary files a/docs/assets/logo.png and /dev/null differ
diff --git a/docs/assets/screenshot.png b/docs/assets/screenshot.png
index 611f8db4..cae38e1e 100644
Binary files a/docs/assets/screenshot.png and b/docs/assets/screenshot.png differ