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      <title>DIAL-KG: When Knowledge Graphs Finally Learn Like Humans</title>
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      <description>A mechanism-first reading of DIAL-KG, showing why incremental knowledge graphs need memory, governance, and soft deprecation—not just better extraction.</description>
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      <title>Scalpel Meets Silicon: The Rise of Surgical Foundation Models</title>
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