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    <title>Gaurav Metra on TLDRecap ⏮️</title>
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      <title>Teaching AI to Fight Fires: Autonomous Reliability Agents at Meta Scale | Gaurav Metra from Meta</title>
      <link>https://development.tldrecap.tech/posts/2026/scale-systems-reliability/ai-on-call-partner-unbreakable-systems/</link>
      <pubDate>Thu, 02 Jul 2026 11:22:48 -0700</pubDate>
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      <description>&lt;p&gt;&lt;strong&gt;Presenters&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
  &lt;li&gt;
    &lt;a href=&#34;https://development.tldrecap.tech/presenters/gaurav-metra&#34;&gt;Gaurav Metra&lt;/a&gt;
  &lt;/li&gt;&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Source&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
  &lt;li&gt;
    &lt;a href=&#34;https://development.tldrecap.tech/sources/scale-systems-and-reliability-2026&#34;&gt;Scale Systems and Reliability 2026&lt;/a&gt;
  &lt;/li&gt;&lt;/ul&gt;
&lt;h1 id=&#34;ai-your-new-on-call-partner-for-unbreakable-systems-&#34;&gt;AI: Your New On-Call Partner for Unbreakable Systems 🚀&lt;/h1&gt;
&lt;p&gt;Remember that gut-wrenching feeling when a critical system goes down? Gaurav Metra, a Production Engineer at Meta, sure does. He vividly recounts a harrowing Wednesday morning on December 11th, 2024, when a single configuration change triggered a widespread outage, impacting all of Meta&amp;rsquo;s apps for a grueling four hours. This wasn&amp;rsquo;t just a technical hiccup; it was a &amp;ldquo;sev zero&amp;rdquo; incident, requiring hundreds of engineers across dozens of teams, leading to sleepless nights and lost roadmap progress.&lt;/p&gt;</description>
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