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    <title>DEV Community: Maxim Patsyuk</title>
    <description>The latest articles on DEV Community by Maxim Patsyuk (@maxuver).</description>
    <link>https://dev.to/maxuver</link>
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      <title>DEV Community: Maxim Patsyuk</title>
      <link>https://dev.to/maxuver</link>
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      <title>I'm creating opensource AWS DevOps Agent for SRE on-call engineers LLM root-cause hypothesis).</title>
      <dc:creator>Maxim Patsyuk</dc:creator>
      <pubDate>Mon, 14 Sep 2026 16:22:22 +0000</pubDate>
      <link>https://dev.to/maxuver/im-creating-opensource-aws-devops-agent-for-sre-on-call-engineers-llm-root-cause-hypothesis-2gk9</link>
      <guid>https://dev.to/maxuver/im-creating-opensource-aws-devops-agent-for-sre-on-call-engineers-llm-root-cause-hypothesis-2gk9</guid>
      <description>&lt;p&gt;Day 1/100. &lt;br&gt;
For the past two months, I’ve been building an open-source tool for on-call engineers in my spare time. When a Kubernetes alert fires, it automatically gathers context and sends a hypothesis about the "why" to Telegram, complete with evidence and a way to verify if the hypothesis is incorrect. By design, it doesn't touch anything in the cluster. Yesterday, I ran it on a real EKS cluster for the first time; the cost was 13 cents. I measured accuracy honestly: the local model got 5 out of 7 right on tricky scenarios, while the cloud model got 6 out of 6.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;I’m asking for one of two things:&lt;/strong&gt; if you use Kubernetes and handle on-call duties, I’d love a 25-minute chat about your most recent overnight incident. Alternatively, you could install and break it, it’s a single &lt;code&gt;helm install&lt;/code&gt; command (link in the comments).&lt;/p&gt;

&lt;p&gt;⭐ I’m not asking for star on GitHub, I’m asking for &lt;strong&gt;your any opinion&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Project: &lt;a href="https://github.com/maxuver/sentinelops" rel="noopener noreferrer"&gt;https://github.com/maxuver/sentinelops&lt;/a&gt;&lt;/p&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F0kown6vzylnwo3ivt3gf.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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F0kown6vzylnwo3ivt3gf.png" alt=" " width="724" height="674"&gt;&lt;/a&gt;&lt;/p&gt;

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      <category>ai</category>
      <category>devops</category>
      <category>opensource</category>
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