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    <title>DEV Community: Ayon Ghosh</title>
    <description>The latest articles on DEV Community by Ayon Ghosh (@ayon_ml).</description>
    <link>https://dev.to/ayon_ml</link>
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      <title>DEV Community: Ayon Ghosh</title>
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      <title>I can't eat the food I want. So I'm building my way out.</title>
      <dc:creator>Ayon Ghosh</dc:creator>
      <pubDate>Fri, 05 Jun 2026 06:50:52 +0000</pubDate>
      <link>https://dev.to/ayon_ml/i-cant-eat-the-food-i-want-so-im-building-my-way-out-o2k</link>
      <guid>https://dev.to/ayon_ml/i-cant-eat-the-food-i-want-so-im-building-my-way-out-o2k</guid>
      <description>&lt;p&gt;Originally published at ayonbuilds.hashnode.dev&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;I can't eat the food I want.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;I can't travel. I can't do the things my peers do.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;I'm a 2nd year CS student in Chandigarh. No connections. &lt;strong&gt;No money. No big university&lt;/strong&gt; name behind me.&lt;/p&gt;

&lt;p&gt;Last week I was researching AI security tools and stumbled across a startup called &lt;strong&gt;Artemis&lt;/strong&gt;. Founded in 2025. &lt;strong&gt;Just raised $70M&lt;/strong&gt;. Building AI agents that automatically investigate security threats.&lt;/p&gt;

&lt;p&gt;I had just built something in the same category. From my room. With free tools. Zero budget. Simulated data. No users. No team.&lt;/p&gt;

&lt;p&gt;Not even close to what they've built.&lt;/p&gt;

&lt;p&gt;But I understood the problem well enough to build a working version of it myself. And that told me something.&lt;/p&gt;

&lt;p&gt;I'm not there yet. Not even close. But I'm working on the right problems at the right time — and I'm just getting started.&lt;/p&gt;

&lt;p&gt;Here's what I built — &lt;strong&gt;ARIA (Autonomous Risk Investigation Agent)&lt;/strong&gt;. It detects suspicious authentication events in real time, maps them to MITRE ATT&amp;amp;CK threat techniques, and automatically generates plain-English incident reports using an LLM investigation chain. Built with FastAPI, React, PostgreSQL, and Groq API. &lt;/p&gt;

&lt;p&gt;GitHub: github.com/Ayon99/ARIA&lt;/p&gt;

&lt;p&gt;My name is Ayon. I'm building AI systems in public — the wins, the failures, the gap between what I make and what the funded teams make, and everything I'm learning along the way.&lt;/p&gt;

&lt;p&gt;I have one goal. &lt;strong&gt;Break through. Completely. Whatever it takes&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;If you're in a similar position — small city, limited resources, big ambition — follow along. I'm not going to pretend I've figured it out. But I'm going to document every step of figuring it out.&lt;/p&gt;

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      <category>ai</category>
      <category>beginners</category>
      <category>security</category>
      <category>machinelearning</category>
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