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    <title>InfoQ - Technical Debt</title>
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      <title>Ponytail Agent Skill Corrects its Own Benchmark after Contributor Challenge</title>
      <link>https://www.infoq.com/news/2026/08/ponytail-agent-skill-benchmark/?utm_campaign=infoq_content&amp;utm_source=infoq&amp;utm_medium=feed&amp;utm_term=Technical+Debt</link>
      <description>&lt;img src="https://res.infoq.com/news/2026/08/ponytail-agent-skill-benchmark/en/headerimage/generatedHeaderImage-1785737626006.jpg"/&gt;&lt;p&gt;A single-author repo of instruction files, not code, Ponytail passed 44,000 GitHub stars in nine days by making coding agents stop over-building. Its headline claim of 80-94% less code came from a flawed baseline; after a contributor said so, the maintainer rebuilt the benchmark as a real agentic run and published a lower figure of 54%.&lt;/p&gt; &lt;i&gt;By Steef-Jan Wiggers&lt;/i&gt;</description>
      <category>Agents</category>
      <category>Code Quality</category>
      <category>Open Source Projects</category>
      <category>Large language models</category>
      <category>Coding Standards</category>
      <category>Yagni</category>
      <category>Benchmark</category>
      <category>Clean Code</category>
      <category>Refactoring</category>
      <category>Technical Debt</category>
      <category>Software Craftsmanship</category>
      <category>AI, ML &amp; Data Engineering</category>
      <category>Development</category>
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      <pubDate>Wed, 05 Aug 2026 08:05:00 GMT</pubDate>
      <guid>https://www.infoq.com/news/2026/08/ponytail-agent-skill-benchmark/?utm_campaign=infoq_content&amp;utm_source=infoq&amp;utm_medium=feed&amp;utm_term=Technical+Debt</guid>
      <dc:creator>Steef-Jan Wiggers</dc:creator>
      <dc:date>2026-08-05T08:05:00Z</dc:date>
      <dc:identifier>/news/2026/08/ponytail-agent-skill-benchmark/en</dc:identifier>
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    <item>
      <title>Presentation: The Free-Lunch Guide to Idea Circularity</title>
      <link>https://www.infoq.com/presentations/tech-hype-cycles-architectural-tradeoffs/?utm_campaign=infoq_content&amp;utm_source=infoq&amp;utm_medium=feed&amp;utm_term=Technical+Debt</link>
      <description>&lt;img src="https://res.infoq.com/presentations/tech-hype-cycles-architectural-tradeoffs/en/mediumimage/holly-cummins-medium-1783578321356.jpeg"/&gt;&lt;p&gt;Holly Cummins discusses why "nothing is new under the sun" in tech. She maps historical architectural tradeoffs to modern cloud, microservices, and AI hype cycles. She connects financial debt (post-ZIRP) and technical debt to epistemic and sleep debt, showing engineering leaders how to navigate shifts in assumptions, embrace sustainability, and revive proven engineering disciplines.&lt;/p&gt; &lt;i&gt;By Holly Cummins&lt;/i&gt;</description>
      <category>Artificial Intelligence</category>
      <category>Cloud-Native</category>
      <category>Quarkus</category>
      <category>Technical Debt</category>
      <category>QCon London 2026</category>
      <category>Hype</category>
      <category>Transcripts</category>
      <category>Development</category>
      <category>Architecture &amp; Design</category>
      <category>Culture &amp; Methods</category>
      <category>presentation</category>
      <pubDate>Fri, 31 Jul 2026 11:00:00 GMT</pubDate>
      <guid>https://www.infoq.com/presentations/tech-hype-cycles-architectural-tradeoffs/?utm_campaign=infoq_content&amp;utm_source=infoq&amp;utm_medium=feed&amp;utm_term=Technical+Debt</guid>
      <dc:creator>Holly Cummins</dc:creator>
      <dc:date>2026-07-31T11:00:00Z</dc:date>
      <dc:identifier>/presentations/tech-hype-cycles-architectural-tradeoffs/en</dc:identifier>
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