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  "implementation": "LearnAI Python standard-library reference v1",
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  "source": "Original LearnAI synthetic four-mode 32/32 data",
  "limits": "Supplied code is not learner authorship. Public repeated development, not independent qualification. Resume history is not authenticated; samples/metrics recompute from parameters."
}