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    <description>Field notes and essays on shipping production AI in regulated, high-stakes domains.</description>
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    <lastBuildDate>Fri, 26 Jun 2026 14:03:39 GMT</lastBuildDate>
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      <title>The Talent Famine: How AI Is Eating Its Own Future Workforce</title>
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      <pubDate>Fri, 15 May 2026 12:00:00 GMT</pubDate>
      <description>Tech is cutting juniors at the fastest rate in history while spending $700B on AI. The senior engineers companies still depend on take 7–10 years to grow. The pipeline is being unbuilt — and the price shock is mathematically inevitable.</description>
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      <title>Models Have a Context Limit. So Do You. Meet METU.</title>
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      <pubDate>Thu, 14 May 2026 12:00:00 GMT</pubDate>
      <description>By early 2026, 85% of developers use AI daily and individual output is up 25–55%. Team productivity hasn't budged past 10%. The bottleneck isn't the generator — it's the human context window. Introducing METU.</description>
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      <title>AI in the Dev Loop: Small Team, Wide Surface, Weekly Releases</title>
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      <pubDate>Wed, 13 May 2026 12:00:00 GMT</pubDate>
      <description>A B2B platform that doubled its member base from ~1,300 to ~3,200 companies in a year with a six-person team and weekly releases. The lever was AI in the development workflow — not in the product.</description>
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      <title>Shipping an On-Chain AI Agent on a One-Week Cadence</title>
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      <pubDate>Tue, 12 May 2026 12:00:00 GMT</pubDate>
      <description>Building an AI agent that touches real money, on real chains, with weekly releases and a mid-flight chain migration. What it took, from an engineering leadership angle.</description>
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      <title>How We Built an Accountability Layer for Programmatic Advertising</title>
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      <pubDate>Mon, 11 May 2026 12:00:00 GMT</pubDate>
      <description>Inside the Media Economics Platform we built from zero for a leading AdTech group — supply-chain attribution, policy engine, trace receipts, and a 21% CPA reduction in production.</description>
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