diff --git a/docs/source/planning/design.drawio b/docs/source/planning/design.drawio
index 2fa3e7478218d57f4fed3e4baeeff9734c38630d..2a7d064835c06d626fab33dbf8baa34809db780c 100644
--- a/docs/source/planning/design.drawio
+++ b/docs/source/planning/design.drawio
@@ -1,49 +1,49 @@
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+<mxfile host="Electron" agent="Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/26.0.9 Chrome/128.0.6613.186 Electron/32.2.5 Safari/537.36" version="26.0.9" pages="2">
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@@ -52,13 +52,13 @@
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@@ -68,16 +68,16 @@
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+ <mxCell id="qRnl4kCob0Xuz_cL3leS-16" value="Dashboard" style="shape=cylinder3;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;size=15;fillColor=#d5e8d4;strokeColor=#82b366;" parent="1" vertex="1">
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@@ -97,7 +97,7 @@
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@@ -107,10 +107,10 @@
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@@ -119,4 +119,112 @@
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diff --git a/docs/source/planning/hld.rst b/docs/source/planning/hld.rst
index e4daf0c21f0af52da8ed29c7432d25e37c8ddda1..8b64c3e4033605504e3e66af906c31198550f25b 100644
--- a/docs/source/planning/hld.rst
+++ b/docs/source/planning/hld.rst
@@ -35,6 +35,14 @@ Ideas
- For the Geant-managed heat maps: maybe nice to agree upon a simple grid-locked geo-node/edge approach
+Updated High-Level Architecture
+-------------------------------
+
+.. only:: drawio
+
+ .. drawio-image:: design.drawio
+ :page-name: ml-arch
+
High-Level Architecture
-------------------------