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    <title>Anandhu P Shaji &#8212; Publications and Technical Essays</title>
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    <description>Technical essays, research preprints, and open-source systems updates by Anandhu P Shaji.</description>
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      <title>Why Replay Isn't Enough: Fault-Tolerant State for Autonomous AI Agents</title>
      <link>https://anandhupshaji.me/posts/fault-tolerant-ai-agents.html</link>
      <guid>https://anandhupshaji.me/posts/fault-tolerant-ai-agents.html</guid>
      <pubDate>Fri, 14 Aug 2026 00:00:00 +0000</pubDate>
      <description>Architectural foundations for long-running AI agent reliability: semantic checkpoints, idempotent action ledgers, and hash-chained audit trails.</description>
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      <title>Positional Prüfer Sequences for Ordered Trees</title>
      <link>https://anandhupshaji.me/posts/positional-prufer-sequences.html</link>
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      <pubDate>Sat, 20 Jun 2026 00:00:00 +0000</pubDate>
      <description>A length-(n-1) bijective integer encoding for ordered rooted labeled trees with O(n) encoding and decoding, plus an O(1) query Navigation Index.</description>
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    <item>
      <title>Hunting Compiler Bugs and Numerical Traps in TensorFlow: Inside Grappler, XLA, and Core Math</title>
      <link>https://anandhupshaji.me/posts/tensorflow-stories.html</link>
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      <pubDate>Thu, 12 Mar 2026 00:00:00 +0000</pubDate>
      <description>Inside 24 pull requests to TensorFlow: root-causing unsound algebraic rewrites in Grappler, shape lowering segfaults in XLA, and numerical gradient explosions in automatic differentiation.</description>
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      <title>Lightweight Medical Imaging: Lessons from HI-MobileNet</title>
      <link>https://anandhupshaji.me/posts/lightweight-medical-imaging.html</link>
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      <pubDate>Wed, 28 Jan 2026 00:00:00 +0000</pubDate>
      <description>Transfer learning and efficient architectures for rare dermatological disease diagnosis on edge devices, achieving 99.96% accuracy.</description>
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