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    <title>Debt Sustainability on Programmer.ie: Modern AI programming</title>
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    <description>Recent content in Debt Sustainability on Programmer.ie: Modern AI programming</description>
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    <lastBuildDate>Tue, 14 Apr 2026 17:53:37 +0100</lastBuildDate>
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      <title>From Fuel Protests to Fiscal Risk: What’s Really Happening in Ireland</title>
      <link>http://programmer.ie/post/irish_debt/</link>
      <pubDate>Tue, 14 Apr 2026 17:53:37 +0100</pubDate>
      <guid>http://programmer.ie/post/irish_debt/</guid>
      <description>&lt;h2 id=&#34;executive-summary&#34;&gt;Executive Summary&lt;/h2&gt;&#xA;&lt;p&gt;This post applies a simple, testable framework to Ireland&amp;rsquo;s fiscal system:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;&lt;strong&gt;Fiscal constraint emerges when the cost of debt rises relative to the revenue supporting it.&lt;/strong&gt;&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;In large, stable systems like the United States, this dynamic unfolds gradually. Ireland presents a different case.&lt;/p&gt;&#xA;&lt;p&gt;While headline metrics suggest strength, three structural factors create a distinct risk profile:&lt;/p&gt;&#xA;&lt;ol&gt;&#xA;&lt;li&gt;&lt;strong&gt;Revenue composition&lt;/strong&gt;: A significant portion derives from multinational activity and is not fully under domestic control.&lt;/li&gt;&#xA;&lt;li&gt;&lt;strong&gt;Measurement distortion&lt;/strong&gt;: The effective economic base (GNI*) is ~43% smaller than GDP implies.&lt;/li&gt;&#xA;&lt;li&gt;&lt;strong&gt;Debt repricing&lt;/strong&gt;: Existing debt is being refinanced at materially higher interest rates.&lt;/li&gt;&#xA;&lt;/ol&gt;&#xA;&lt;p&gt;These factors introduce a critical refinement to the model:&lt;/p&gt;</description>
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      <title>Real Problems. AI Solutions.</title>
      <link>http://programmer.ie/post/debt/</link>
      <pubDate>Mon, 13 Apr 2026 08:53:47 +0100</pubDate>
      <guid>http://programmer.ie/post/debt/</guid>
      <description>&lt;blockquote&gt;&#xA;&lt;p&gt;How We Used AI to Analyze When U.S. Debt Becomes a Constraint&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;h2 id=&#34;executive-summary&#34;&gt;&lt;strong&gt;Executive Summary&lt;/strong&gt;&lt;/h2&gt;&#xA;&lt;p&gt;We demonstrate a &lt;strong&gt;human + AI research process&lt;/strong&gt;.&lt;/p&gt;&#xA;&lt;p&gt;AI was used to:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;refine the question&lt;/li&gt;&#xA;&lt;li&gt;identify the correct metric&lt;/li&gt;&#xA;&lt;li&gt;expose assumptions&lt;/li&gt;&#xA;&lt;li&gt;and test the model through adversarial critique&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;The goal was to transform a vague macro concern into a &lt;strong&gt;quantifiable, testable system model&lt;/strong&gt;.&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;the-question&#34;&gt;&lt;strong&gt;The Question&lt;/strong&gt;&lt;/h2&gt;&#xA;&lt;p&gt;We began with a simple but vague concern:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;“Is U.S. debt becoming a problem?”&lt;/p&gt;</description>
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