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    <title>DEV Community: MAGNETiX</title>
    <description>The latest articles on DEV Community by MAGNETiX (@magnetix).</description>
    <link>https://dev.to/magnetix</link>
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      <title>DEV Community: MAGNETiX</title>
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    <item>
      <title>Building XvX Systems</title>
      <dc:creator>MAGNETiX</dc:creator>
      <pubDate>Sat, 16 May 2026 12:42:10 +0000</pubDate>
      <link>https://dev.to/magnetix/building-xvx-systems-478b</link>
      <guid>https://dev.to/magnetix/building-xvx-systems-478b</guid>
      <description>&lt;p&gt;a Linux-first AI infrastructure project focused on real-world automation, voice AI, OCR, APIs and human-auditable workflows.&lt;/p&gt;

&lt;p&gt;Not another AI wrapper.&lt;br&gt;
Trying to build systems that actually help humans work better.&lt;/p&gt;

&lt;p&gt;Stack:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Python&lt;/li&gt;
&lt;li&gt;Laravel&lt;/li&gt;
&lt;li&gt;FastAPI&lt;/li&gt;
&lt;li&gt;MariaDB&lt;/li&gt;
&lt;li&gt;Asterisk&lt;/li&gt;
&lt;li&gt;Whisper&lt;/li&gt;
&lt;li&gt;Linux&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Currently experimenting with:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;AI agents&lt;/li&gt;
&lt;li&gt;OCR pipelines&lt;/li&gt;
&lt;li&gt;voice interfaces&lt;/li&gt;
&lt;li&gt;infrastructure automation&lt;/li&gt;
&lt;li&gt;accessibility-aware UX&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Greetings from Cologne. 👋&lt;/p&gt;

&lt;h1&gt;
  
  
  opensource #linux #ai #python #laravel #automation
&lt;/h1&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F69lu87hd4pa3pcahza6a.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F69lu87hd4pa3pcahza6a.png" alt=" " width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

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      <category>ai</category>
      <category>automation</category>
      <category>linux</category>
      <category>opensource</category>
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