diff --git a/README.html b/README.html
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--- a/README.html
+++ b/README.html
@@ -348,6 +348,7 @@ <h2> Contents </h2>
   <section class="tex2jax_ignore mathjax_ignore" id="code-review-automation-with-language-models">
 <h1>Code Review Automation with Language Models<a class="headerlink" href="#code-review-automation-with-language-models" title="Permalink to this heading">#</a></h1>
 <p><a class="reference external" href="https://alexkovrigin.me/Code-Review-Automation-LM"><img alt="Static Badge" src="https://img.shields.io/badge/jupyter-book-orange?logo=data:image/png;base64,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&amp;style=for-the-badge" /></a></p>
+<p><img alt="CodeReviewer Overview" src="https://alexkovrigin.me/data/Screenshot%202023-09-17%20121440.png" /></p>
 <section id="overview">
 <h2>Overview<a class="headerlink" href="#overview" title="Permalink to this heading">#</a></h2>
 <p>Code review is a crucial aspect of the software development process, ensuring that code changes are thoroughly examined
diff --git a/_sources/README.md b/_sources/README.md
index cfc265f..cc73b1e 100644
--- a/_sources/README.md
+++ b/_sources/README.md
@@ -2,6 +2,8 @@
 
 [![Static Badge](https://img.shields.io/badge/jupyter-book-orange?logo=data:image/png;base64,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&style=for-the-badge)](https://alexkovrigin.me/Code-Review-Automation-LM)
 
+![CodeReviewer Overview](https://alexkovrigin.me/data/Screenshot%202023-09-17%20121440.png)
+
 ## Overview
 
 Code review is a crucial aspect of the software development process, ensuring that code changes are thoroughly examined
diff --git a/_sources/docs/intro.md b/_sources/docs/intro.md
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 In this series of Jupyter notebooks, we embark on a journey to collect code review data from GitHub repositories and
 perform code review predictions using language models. Our primary goal is to explore the capabilities of the [CodeReviewer](https://arxiv.org/abs/2203.09095) model in generating code reviews and evaluate its performance.
 
+![CodeReviewer Overview](https://alexkovrigin.me/data/Screenshot%202023-09-17%20121440.png)
+
 ### Collecting Code Review Data
 
 In this initial notebook, we dive into the process of collecting code review data from GitHub repositories. We leverage
diff --git a/docs/intro.html b/docs/intro.html
index c5849a5..b957f76 100644
--- a/docs/intro.html
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@@ -350,6 +350,7 @@ <h1>Code Review Automation with Language Models<a class="headerlink" href="#code
 <h2>Introduction<a class="headerlink" href="#introduction" title="Permalink to this heading">#</a></h2>
 <p>In this series of Jupyter notebooks, we embark on a journey to collect code review data from GitHub repositories and
 perform code review predictions using language models. Our primary goal is to explore the capabilities of the <a class="reference external" href="https://arxiv.org/abs/2203.09095">CodeReviewer</a> model in generating code reviews and evaluate its performance.</p>
+<p><img alt="CodeReviewer Overview" src="https://alexkovrigin.me/data/Screenshot%202023-09-17%20121440.png" /></p>
 <section id="collecting-code-review-data">
 <h3>Collecting Code Review Data<a class="headerlink" href="#collecting-code-review-data" title="Permalink to this heading">#</a></h3>
 <p>In this initial notebook, we dive into the process of collecting code review data from GitHub repositories. We leverage