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    <title>Sivakumar Chandrasekaran — Insights</title>
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    <description>Practical articles on AI engineering, banking technology, and building production AI products.</description>
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    <lastBuildDate>Fri, 10 Apr 2026 02:19:58 GMT</lastBuildDate>
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      <title><![CDATA[Why 85% of Bank AI Projects Fail — And the 3 Things That Fix It]]></title>
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      <description><![CDATA[After 12 years inside one of the Middle East's largest banks and building 4 AI products, I've watched the same pattern destroy AI initiatives. Here's what actually works — with real numbers.]]></description>
      <pubDate>Wed, 11 Mar 2026 00:00:00 GMT</pubDate>
      <category>AI Strategy</category>
      <author>siva@sivakumar.ai (Sivakumar Chandrasekaran)</author>
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      <title><![CDATA[RAG vs Fine-Tuning in 2026: A Builder's Honest Take]]></title>
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      <description><![CDATA[Everyone has an opinion. Here's mine — backed by shipping production systems with both approaches, with architecture diagrams and real cost breakdowns.]]></description>
      <pubDate>Tue, 10 Mar 2026 00:00:00 GMT</pubDate>
      <category>Technical</category>
      <author>siva@sivakumar.ai (Sivakumar Chandrasekaran)</author>
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      <title><![CDATA[The AI Tools I Actually Use to Ship Products (Not the Ones I Demo)]]></title>
      <link>https://sivakumar.ai/blog/ai-tools-i-actually-use</link>
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      <description><![CDATA[Every AI builder has a demo stack and a real stack. Here's my real one — the tools that survived 1,600+ source files and 4 production systems.]]></description>
      <pubDate>Mon, 09 Mar 2026 00:00:00 GMT</pubDate>
      <category>Tooling</category>
      <author>siva@sivakumar.ai (Sivakumar Chandrasekaran)</author>
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      <title><![CDATA[How I Built 4 AI Products While Working Full-Time at a Bank]]></title>
      <link>https://sivakumar.ai/blog/building-ai-with-fulltime-job</link>
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      <description><![CDATA[The honest version. Not a '5am morning routine' post. Just the system that actually worked — with real time logs and the mistakes that cost me weeks.]]></description>
      <pubDate>Sun, 08 Mar 2026 00:00:00 GMT</pubDate>
      <category>Personal</category>
      <author>siva@sivakumar.ai (Sivakumar Chandrasekaran)</author>
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      <title><![CDATA[Claude Code Changed How I Build Software. Here's What I Learned.]]></title>
      <link>https://sivakumar.ai/blog/claude-code-changed-how-i-build</link>
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      <description><![CDATA[I built a 1,600-file enterprise platform using AI-assisted development. The experience taught me things about software engineering that no tutorial covers.]]></description>
      <pubDate>Sat, 07 Mar 2026 00:00:00 GMT</pubDate>
      <category>Technical</category>
      <author>siva@sivakumar.ai (Sivakumar Chandrasekaran)</author>
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