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      <title>Sometimes the Best Feature Engineering Is Throwing Features Away</title>
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      <description>Classifying urgent software hotfixes is hard: tiny dataset, brutal class imbalance, expensive LLM features. We let evolution pick which features to keep — and discovered some were actively making things worse.</description>
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      <title>Sometimes Your AI Agent Burns More Energy Optimizing Code Than the Code Will Ever Save</title>
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      <description>AI coding agents that &amp;#39;optimize&amp;#39; your code can cost more energy than they save — for hundreds of thousands of runs. We tuned the agent itself, and got 37.7% faster runs and better code at the same time.</description>
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