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    <title>Abdulla Sajad</title>
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    <description>Notes on fine-tuning, production ML, RAG, and system design.</description>
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      <pubDate>Wed, 04 Jun 2026 00:00:00 +0000</pubDate>
      <description>Walkthrough of BlitzKode, EsenceLab, Lexora AI, and SentinelML — design decisions and what I'd do differently.</description>
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      <title>Fine-tuning small models is mostly data work</title>
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      <pubDate>Sat, 30 May 2026 00:00:00 +0000</pubDate>
      <description>Lessons from building BlitzKode — why SFT data quality matters more than model architecture.</description>
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      <title>Your ML system will fail in production. Plan for it.</title>
      <link>https://neuralbroker.github.io/writing/your-ml-system-will-fail-in-production.html</link>
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      <pubDate>Sun, 25 May 2026 00:00:00 +0000</pubDate>
      <description>SentinelML postmortem — drift detection, retraining, and why monitoring beats model cards.</description>
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      <title>Neurosymbolic AI in military systems</title>
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      <pubDate>Tue, 11 Feb 2025 00:00:00 +0000</pubDate>
      <description>Reading notes from a seminar paper on neurosymbolic AI approaches.</description>
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