diff --git a/docs/content/about/index.md b/docs/content/about/index.md
index ced55b8..cb42757 100644
--- a/docs/content/about/index.md
+++ b/docs/content/about/index.md
@@ -6,7 +6,7 @@ toc: false
 **GANIMATEER** proposes the design and implementation of an AI-based post-processing toolset for automating the character animation process, widening the spectrum of its potential users. To achieve this goal, [Moverse](https://moverse.ai/) will leverage the in-house suite of AI-based character animation editing services to ultimately form a guided inversion toolset that will deliver realistic character animations based on user input. The toolset will be offered for experimentation to the EMIL consortium.
 
 ## Team
-Our team comprises scientists and engineers with overlapping and complementary expertise and experiences:
+We are a team of computer engineers with complementary expertise in the intersection of computer vision, machine learning and graphics:
 
 <!-- - [Nikolaos Zioulis](https://zokin.github.io/)
 - [Spyridon Thermos](https://spthermo.github.io/)
diff --git a/docs/content/docs/_index.md b/docs/content/docs/_index.md
index f76f1ec..aa14439 100644
--- a/docs/content/docs/_index.md
+++ b/docs/content/docs/_index.md
@@ -7,14 +7,10 @@ title: Introduction
 
 <!--more-->
 
-## What is GANIMATEER?
-
-GANIMATEER is `...`
-
 ## Features
 
-- **Feature1** - asdf
-- **Feature2** - asdf
+- **Feature1** - Generate variations of a single input 3D animation.
+- **Feature2** - Visualize any 3D animation using a flexible plugin.
 
 ## Questions or Feedback?
 
diff --git a/docs/content/docs/ganimator/_index.md b/docs/content/docs/ganimator/_index.md
index 3a9a3d0..8680ca8 100644
--- a/docs/content/docs/ganimator/_index.md
+++ b/docs/content/docs/ganimator/_index.md
@@ -1,7 +1,7 @@
 ---
 title: GANimator
 weight: 2
-prev: /docs/getting-started
+prev: /docs/
 next: /docs/ganimator/data_preprocess
 sidebar:
   open: true
diff --git a/docs/content/docs/getting-started.md b/docs/content/docs/getting-started.md
index d921d10..cf2a1e0 100644
--- a/docs/content/docs/getting-started.md
+++ b/docs/content/docs/getting-started.md
@@ -7,11 +7,13 @@ prev: /docs
 
 ## Quick Start / Overview
 
-{{< icon "github" >}}&nbsp;[moverseai/ganimateer/ganimator](https://www.github.com/moverseai/ganimateer/ganimator)
+{{< icon "github" >}}&nbsp;[moverseai/moai](https://www.github.com/moverseai/moai)
 
-<img src="https://docs.github.com/assets/cb-77734/mw-1440/images/help/repository/use-this-template-button.webp" width="500">
+<!-- <img src="https://docs.github.com/assets/cb-77734/mw-1440/images/help/repository/use-this-template-button.webp" width="500">
 
-[🌐 Demo ↗](https://moverseai.github.io/single-shot/)
+[🌐 Demo ↗](https://moverseai.github.io/single-shot/) -->
+
+`moai` is a PyTorch-based AI Model Development Kit (MDK) that aims to improve data-driven model workflows, design and understanding
 
 ## Start as New Project
 
@@ -19,49 +21,42 @@ prev: /docs
 
 {{% steps %}}
 
-### first step
+### Prerequisites
+The following python packages are required for using the supported features and the underlying model development kit:
 
-```shell
-moai run ... --param=yaml
-```
+- Python 3.10
+- PyTorch 2.2.0 (cuda version)
+- Cuda 11.4
 
-### second step
+### Install `moai`
+Clone the master branch from `moai` [repository](https://github.com/moverseai/moai/) and install it by opening a command line on the source directory and running:
 
 ```shell
-# train
-moai run ... 
+pip install -e .
 ```
 
-```yaml
-model:
-  config:
-    - something: 1
-```
-
-### third step
-
-...
-
-The resulting `...`
-
-{{% /steps %}}
+### Validate `moai` installation
+To validate that the `moai` mdk has been successfully installed and there is no dependency missing, run the following `MNIST` example from the (outer) `moai` directory:
 
+Train a simple multi-layer perceptron (MLP) using the `MNIST` data:
 
-{{% details title="How to ?" %}}
-
-To `...`
+```shell
+# train
+python -m moai run fit moai/conf/examples/MNIST/main.yaml +DATA_ROOT=path/to/download/and/save/MNIST 
+```
 
+Test the trained by loading its checkpoint:
 ```shell
-cmd line
+# test
+python -m moai run test moai/conf/examples/MNIST/main.yaml +DATA_ROOT=path/to/download/and/save/MNIST +CKPT=path/to/trained/model/checkpoint
 ```
 
-{{% /details %}}
+{{% /steps %}}
 
 ## Next
-
-Explore the following sections to start adding more contents:
+Note that `moai` operates as the backbone of the developed tools and plugins, which can be explored in the following sections:
 
 {{< cards >}}
-  {{< card link="../ganimator/configuration" title="GANimator" icon="document-duplicate" >}}
-  {{< card link="../rerun_animation/configuration" title="Rerun Animation" icon="adjustments" >}}
+  {{< card link="../ganimator/" title="GANimator" icon="document-duplicate" >}}
+  {{< card link="../rerun_animation/" title="Rerun Animation" icon="adjustments" >}}
 {{< /cards >}}
diff --git a/docs/content/docs/rerun_animation/_index.md b/docs/content/docs/rerun_animation/_index.md
index 89dfbf4..821c807 100644
--- a/docs/content/docs/rerun_animation/_index.md
+++ b/docs/content/docs/rerun_animation/_index.md
@@ -2,7 +2,10 @@
 linkTitle: Rerun Animation
 title: Rerun Animation
 prev: /docs/
-next: /docs/
+next: 
 ---
 
-About `...`
+Flexible 3D animation data visualization. 
+
+## Overview
+A `rerun-sdk` plugin & toolset to visualize 3D animation data. More details about `rerun-animation` can be found [here](https://moverseai.github.io/rerun-animation/).