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      <title>When AI Discovers Physics: Inside the Multi-Agent Renaissance of Scientific Machine Learning</title>
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      <description>A mechanism-first reading of AgenticSciML, a multi-agent framework that turns scientific machine learning design into an evaluated evolutionary search rather than a one-shot prompting exercise.</description>
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