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    <title>DEV Community: Archan</title>
    <description>The latest articles on DEV Community by Archan (@archantech).</description>
    <link>https://dev.to/archantech</link>
    <image>
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      <title>DEV Community: Archan</title>
      <link>https://dev.to/archantech</link>
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    <language>en</language>
    <item>
      <title>I Built a Team of AI Agents That Build Software Together</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Fri, 15 May 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/i-built-a-team-of-ai-agents-that-build-software-together-2bo1</link>
      <guid>https://dev.to/archantech/i-built-a-team-of-ai-agents-that-build-software-together-2bo1</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>architecture</category>
      <category>productivity</category>
    </item>
    <item>
      <title>My AI Caught a Security Bug I Would Have Shipped to Production</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Wed, 13 May 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/my-ai-caught-a-security-bug-i-would-have-shipped-to-production-48lo</link>
      <guid>https://dev.to/archantech/my-ai-caught-a-security-bug-i-would-have-shipped-to-production-48lo</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>security</category>
      <category>devops</category>
      <category>programming</category>
    </item>
    <item>
      <title>The Funniest Mistakes My AI Assistant Made This Week</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Mon, 11 May 2026 08:00:01 +0000</pubDate>
      <link>https://dev.to/archantech/the-funniest-mistakes-my-ai-assistant-made-this-week-1m8m</link>
      <guid>https://dev.to/archantech/the-funniest-mistakes-my-ai-assistant-made-this-week-1m8m</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>humor</category>
      <category>productivity</category>
    </item>
    <item>
      <title>How AI Debugging Actually Works (From Someone Who Built One)</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Fri, 08 May 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/how-ai-debugging-actually-works-from-someone-who-built-one-3j0c</link>
      <guid>https://dev.to/archantech/how-ai-debugging-actually-works-from-someone-who-built-one-3j0c</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>debugging</category>
      <category>programming</category>
      <category>productivity</category>
    </item>
    <item>
      <title>How AI Changed the Way I Start Every Coding Session</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Wed, 06 May 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/how-ai-changed-the-way-i-start-every-coding-session-4c38</link>
      <guid>https://dev.to/archantech/how-ai-changed-the-way-i-start-every-coding-session-4c38</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>productivity</category>
      <category>programming</category>
      <category>beginners</category>
    </item>
    <item>
      <title>What Happens When 6 AI Agents Collaborate on Your Code</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Mon, 04 May 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/what-happens-when-6-ai-agents-collaborate-on-your-code-10ig</link>
      <guid>https://dev.to/archantech/what-happens-when-6-ai-agents-collaborate-on-your-code-10ig</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>architecture</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Local AI: The Privacy-First Approach to Coding Assistants</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Fri, 01 May 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/local-ai-the-privacy-first-approach-to-coding-assistants-4o8d</link>
      <guid>https://dev.to/archantech/local-ai-the-privacy-first-approach-to-coding-assistants-4o8d</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>privacy</category>
      <category>security</category>
      <category>programming</category>
    </item>
    <item>
      <title>When AI Gets It Wrong - And Why That Is Actually a Good Thing</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Wed, 29 Apr 2026 08:00:01 +0000</pubDate>
      <link>https://dev.to/archantech/when-ai-gets-it-wrong-and-why-that-is-actually-a-good-thing-3on0</link>
      <guid>https://dev.to/archantech/when-ai-gets-it-wrong-and-why-that-is-actually-a-good-thing-3on0</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>humor</category>
      <category>productivity</category>
    </item>
    <item>
      <title>I Am a One-Person Dev Team. My AI Does the Rest.</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Mon, 27 Apr 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/i-am-a-one-person-dev-team-my-ai-does-the-rest-35b6</link>
      <guid>https://dev.to/archantech/i-am-a-one-person-dev-team-my-ai-does-the-rest-35b6</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>productivity</category>
      <category>solodev</category>
      <category>startup</category>
    </item>
    <item>
      <title>How AI Debugging Actually Works (From Someone Who Built One)</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Fri, 24 Apr 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/how-ai-debugging-actually-works-from-someone-who-built-one-5bce</link>
      <guid>https://dev.to/archantech/how-ai-debugging-actually-works-from-someone-who-built-one-5bce</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>debugging</category>
      <category>programming</category>
      <category>productivity</category>
    </item>
    <item>
      <title>I Said Deploy and My AI Did the Rest</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Wed, 22 Apr 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/i-said-deploy-and-my-ai-did-the-rest-3k71</link>
      <guid>https://dev.to/archantech/i-said-deploy-and-my-ai-did-the-rest-3k71</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>devops</category>
      <category>deployment</category>
      <category>programming</category>
    </item>
    <item>
      <title>My AI Caught a Security Bug I Would Have Shipped to Production</title>
      <dc:creator>Archan</dc:creator>
      <pubDate>Mon, 20 Apr 2026 08:00:00 +0000</pubDate>
      <link>https://dev.to/archantech/my-ai-caught-a-security-bug-i-would-have-shipped-to-production-37b7</link>
      <guid>https://dev.to/archantech/my-ai-caught-a-security-bug-i-would-have-shipped-to-production-37b7</guid>
      <description>&lt;p&gt;Sometimes the best way to learn is from mistakes - even when they are made by an AI.&lt;/p&gt;

&lt;p&gt;Last week, my AI assistant confidently refactored a function and broke three other modules in the process. Classic butterfly effect. But here is what made it interesting: instead of me spending an hour tracking down the issue, the AI noticed the failing tests, traced the problem back to its own change, and fixed everything in under two minutes.&lt;/p&gt;

&lt;p&gt;It was like watching someone trip, catch themselves mid-fall, and somehow end up in a better position than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Funny Part
&lt;/h2&gt;

&lt;p&gt;The AI actually apologized in its commit message. Something like "fix: undo overzealous refactoring." I did not teach it that. It just... knew.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;Perfect AI does not exist. But AI that recovers from its own mistakes? That is genuinely useful. Every developer makes errors. The difference is how fast you recover.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;Novaro is a local AI programming assistant that plans, builds, tests, and fixes - all on your machine. No cloud uploads. Check it out at &lt;a href="https://novaroki.com" rel="noopener noreferrer"&gt;novaroki.com&lt;/a&gt;.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built solo in Vienna. Always happy to chat about AI and its entertaining failures.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>security</category>
      <category>devops</category>
      <category>programming</category>
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