Update README.md

README.md

@@ -6,6 +6,7 @@ license_link: https://raw.githubusercontent.com/Clay-foundation/model/main/LICEN
 
 # Clay documentation
 
+<!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! -->
 
 ## Overview
 
@@ -20,12 +21,12 @@ The Clay model primarily functions in two ways: first, by directly
 generating semantic embeddings for tasks like similarity searches, and
 second, through fine-tuning its outputs with additional data labels.
 This fine-tuning supports various tasks, including classification
-(e.g. flood detection and deforestation monitoring), regression
-(e.g. estimating carbon stock or crop yields), and generative tasks such
+(e.g. flood detection and deforestation monitoring), regression
+(e.g. estimating carbon stock or crop yields), and generative tasks such
 as creating RGB imagery from SAR data. Moreover, users can further
 enhance model performance by incorporating higher-resolution data.
 
-This documentation uses [nbdev](#), which combines documentation, code
+  This documentation uses `nbdev`, which combines documentation, code
 samples and an SDK. This means that every page is also a python notebook
 anyone can use, with practical code examples for each functionality, and
 use case. Moreover, you can install `pip install clay` and use the same
@@ -39,7 +40,8 @@ Clay is open source, open data and open for business.
 - The Clay model **code** lives on
   [Github](https://github.com/Clay-foundation/model). License:
   [Apache](https://github.com/Clay-foundation/model/LICENSE).
-- The Clay model **weights** live on [Huggin Face](https://huggingface.co/made-with-clay/Clay/). License:
+- The Clay model **weights** live on [Huggin
+  Face](https://huggingface.co/made-with-clay/Clay/). License:
   [OpenRAIL-M](https://github.com/Clay-foundation/model/blob/main/LICENSE-MODEL.md).
 - The Clay **documentation** [lives on this
   site](https://clay-foundation.github.io/documentation/). License:
@@ -53,14 +55,14 @@ Clay is open source, open data and open for business.
 
 The model can be used in two main ways:
 
-1.  Directly, use it to make inference. See [Model](Model.html)
-    1.  Check and run Benchmarks on the model. See
-        [Benchmarks](Benchmarks.html)
+1.  Directly, use it to make inference. See [Model](https://clay-foundation.github.io/documentation/model.html)
 2.  Generating semantic **embeddings**. E.g. for Similarity search. See
-    [Embeddings](Embeddings.html).
+    [Embeddings](https://clay-foundation.github.io/documentation/embeddings.html).
 3.  **Fine-tunning** the model for other tasks, or for other input data.
     E.g. flood detection, crop yields, … See
-    [Fine-tunning](Fine-tunning.html).
+    [Fine-tunning](https://clay-foundation.github.io/documentation/finetunning.html).
+
+See Model v0 [Release notes](https://clay-foundation.github.io/documentation/Clay%20Model%20releases/clay%20v0%20release.html)
 
 ## How to contribute
 
@@ -73,8 +75,7 @@ The Documentation, python package and notebooks are all the same
 
 > Note: If you want to contribute to the model code, please check the
 > [model repository](https://github.com/Clay-foundation/model).
-
-
+> 
 –
 
 Clay is a fiscally sponsored project of [Radiant Earth](), a USA