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    <description>Thoughts on AI engineering, web scraping, LLM agents, MLOps, and building production systems.</description>
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    <lastBuildDate>Mon, 06 Jul 2026 11:23:43 GMT</lastBuildDate>
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      <title><![CDATA[Automating CS2 Game Data with Selenium, Multi-VM Architecture & Cookie Management]]></title>
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      <pubDate>Mon, 06 Jul 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[How I built a CS2 automation system for a client — managing Steam logins, cookie expiry, game launches, and web scraping across 5 machines with SSH and Docker.]]></description>
      <category>Python</category>
      <category>FastAPI</category>
      <category>Selenium</category>
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