diff --git a/docs/description.drawio b/docs/description.drawio
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+<mxfile host="Electron" agent="Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/24.7.8 Chrome/128.0.6613.120 Electron/32.1.0 Safari/537.36" version="24.7.8">
+  <diagram id="C5RBs43oDa-KdzZeNtuy" name="Page-1">
+    <mxGraphModel dx="1434" dy="879" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="827" pageHeight="1169" math="0" shadow="0">
+      <root>
+        <mxCell id="WIyWlLk6GJQsqaUBKTNV-0" />
+        <mxCell id="WIyWlLk6GJQsqaUBKTNV-1" parent="WIyWlLk6GJQsqaUBKTNV-0" />
+        <mxCell id="viuUYblrSGvVrk3sNe6p-0" value="api.py&lt;div&gt;&lt;br&gt;This is where the AI models are intefaced with. This script will then provide high level abstractions to communicate with the different AI systems. Be it an online API, a local ollama api, HuggingFace api.&lt;/div&gt;" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="WIyWlLk6GJQsqaUBKTNV-1">
+          <mxGeometry x="40" y="40" width="360" height="120" as="geometry" />
+        </mxCell>
+        <mxCell id="viuUYblrSGvVrk3sNe6p-1" value="simple_chat.py&lt;div&gt;&lt;br&gt;&lt;/div&gt;&lt;div&gt;This is a simple CLI chat interface to test the backend systems. It will be supeseded by the eventual graphical API in html/css.&lt;/div&gt;" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="WIyWlLk6GJQsqaUBKTNV-1">
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