diff --git a/404.md b/404.md
index 5900cef6..31016aa6 100644
--- a/404.md
+++ b/404.md
@@ -1,23 +1,23 @@
 ---
-# Feel free to add content and custom Front Matter to this file.
-# To modify the layout, see https://jekyllrb.com/docs/themes/#overriding-theme-defaults
-
 layout: single
+# classes: wide
+title: "Error - Page Not Found"
+excerpt: "Page not found. Your pixels are in another canvas."
+sitemap: false
+permalink: /404.html
 author_profile: false
-# title: "about me"
-canonical_url: "https://steffenillium.de/404"
-permalink: "/404"
-entries_layout: grid
-header:
-  overlay_image: /assets/images/404.jpg
-  caption: "Photo credit: [Image by storyset](https://www.freepik.com/free-vector/404-error-with-landscape-concept-illustration_20602785.htm)
 ---
+ 
+ 
+ 
+ 
 
-Uh Oh, 
-
-this is unexpected...
-
-
-
+![https://unsplash.com/photos/two-person-standing-on-gray-tile-paving-TamMbr4okv4](/assets/images/404.jpg)
+{: .text-center}
+Sorry, but the page you were trying to view does not exist.
+{: .text-center}
 
+ 
 
+<a href="/" class="btn btn--primary">Back to the start</a>
+{: .text-center}
\ No newline at end of file
diff --git a/about.md b/about.md
index 68bb73af..775f08aa 100644
--- a/about.md
+++ b/about.md
@@ -17,9 +17,9 @@ permalink: "/about/"
 [Grab my CV here](\assets\illium_cv_censored.pdf){: .btn .btn--success}
 </div>
 
-Working at a university encompasses a broad spectrum of roles including teaching theoretical courses, guiding practical sessions, and contributing as both a speaker and organizer for lectures. For further insights into my academic contributions, explore my [teaching](teaching) and [research](research) pages.
+Working at a university encompasses a broad spectrum of roles including teaching theoretical courses, guiding practical sessions, and contributing as both a speaker and organizer for lectures. For further insights into my academic contributions, explore my [teaching](/teaching) and [research](/research) pages.
 
-My involvement in [projects](projects) often entailed collaboration with industry partners, where I delved into audio signal processing and honed my skills in training deep neural networks for analyzing sequences and image data. My final year presented a unique opportunity to investigate multi-agent reinforcement learning, focusing on safety and emergent phenomena within integrated industrial settings. This experience, combined with my personal interests, laid the groundwork for the [publications](publications) I've had the privilege to contribute to and the diverse skill set I've developed over time.
+My involvement in [projects](/projects) often entailed collaboration with industry partners, where I delved into audio signal processing and honed my skills in training deep neural networks for analyzing sequences and image data. My final year presented a unique opportunity to investigate multi-agent reinforcement learning, focusing on safety and emergent phenomena within integrated industrial settings. This experience, combined with my personal interests, laid the groundwork for the [publications](/publications) I've had the privilege to contribute to and the diverse skill set I've developed over time.
 
 Additionally, my colleagues and I pursued what we affectionately termed as '*hobbies*', which led to my role as the lead organizer of the [open-source conference](https://openmunich.eu). My journey continued as I assumed responsibility for the editorial office of our [online magazine](https://digitaleweltmagazin.de/), further broadening my professional experience and introducing me to a variety of roles and tools beyond my initial expectations.
 
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index 79a9bc55..eb9c5a46 100644
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diff --git a/assets/images/research/semschol.png b/assets/images/research/semschol.png
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