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    <title>Developers Digest - Code Generation</title>
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      <title><![CDATA[Blind Resampling Beats Self-Repair in Small Code Models: Retry Without the Failed Code]]></title>
      <link>https://www.developersdigest.tech/blog/blind-resampling-beats-self-repair-2026</link>
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      <description><![CDATA[A placebo-controlled study on MBPP+ finds that when small code models fail, resampling from scratch beats repair loops that feed the failed code back - at 2.5-5.5x fewer tokens. The failed attempt is the anchor.]]></description>
      <pubDate>Fri, 31 Jul 2026 00:00:00 GMT</pubDate>
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      <category>AI Agents</category>
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      <category>Code Generation</category>
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