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      <title>Three Fixes Work, Two Do Not, and SSRF Stays at 2.4%</title>
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      <description>An agent benchmark where the top performer on functional tests wrote the least secure code. Three interventions measurably help, two do not, and two weakness families stay near zero throughout.</description>
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