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    <description>Technical writing on architecture, modernization, cloud and enterprise AI.</description>
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      <title>AI Knowledge Talkers vs. Real Experience: How to Tell the Difference</title>
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      <description>AI has made fluent technical talk cheap. Judgment built from delivering and running systems is still scarce. How I tell them apart in interviews and design reviews — fairly — and how to get the best from both.</description>
      <category>Engineering leadership</category>
      <pubDate>Sat, 24 Oct 2026 12:00:00 GMT</pubDate>
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      <title>How to Avoid Large-Scale Modernization and Migration Failures</title>
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      <description>Big modernization programs rarely fail because of the technology. They fail on vague outcomes, guessed inventories, late dependencies and unrehearsed cutovers. What I watch for — and the guardrails that work.</description>
      <category>Modernization</category>
      <pubDate>Sat, 24 Oct 2026 12:00:00 GMT</pubDate>
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      <title>Should You Hire for a Specific Technology Background in the AI Era?</title>
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      <description>AI assistants have made it cheap to pick up a framework&apos;s syntax, but not judgment, domain knowledge or deep platform expertise. When a specific technology background still matters — and what I hire for instead.</description>
      <category>Engineering leadership</category>
      <pubDate>Sat, 24 Oct 2026 12:00:00 GMT</pubDate>
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      <title>AI Can Interpret Evidence. It Shouldn&apos;t Invent It.</title>
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      <description>Why enterprise AI systems should separate deterministic extraction, model interpretation and policy-based acceptance — and how that separation controls accuracy, auditability, drift and cost.</description>
      <category>Enterprise AI</category>
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      <title>How I Would Analyze 5,000 Git Repositories Using AI</title>
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      <description>A hypothetical design exercise: intake, static analysis, orchestration, idempotency, selective LLM use, validation, security, observability and a worked capacity estimate — with every number stated as an assumption.</description>
      <category>Architecture at scale</category>
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      <title>Why a .NET 10 Migration Is Not Just a Framework Upgrade</title>
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      <description>Moving from .NET Framework to modern .NET changes hosting, configuration, dependencies, behavior and release practice. A practical guide to the decisions that actually determine success.</description>
      <category>Modernization</category>
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