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    <title>Down-Sampling on Giovanni Pinna</title>
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      <title>Making the LLM-Plus-Evolution Pipeline Actually Smart</title>
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      <description>Last year we showed evolution can fix LLM code. This year we made the evolution itself smarter — better selection, partial credit, fewer cycles — and got improvements in 11 of 12 cases.</description>
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