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    "headline": "Compression Needed a Carbon Break-Even Ledger",
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    "dek": "Two internship projects compare the footprint of ML training and inference with storage saved by lossless compression.",
    "summary": "Two internship projects compare the footprint of ML training and inference with storage saved by lossless compression.",
    "body_text": "The note frames environmental benefit as a break-even calculation instead of assuming that fewer stored bytes are automatically greener. It is a concise project report, not a universal lifecycle estimate.",
    "why_it_matters": "Two internship projects compare the footprint of ML training and inference with storage saved by lossless compression.",
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      "It is a concise project report, not a universal lifecycle estimate."
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    "tags": [
      "compression",
      "carbon accounting",
      "storage"
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      "title": "arXiv preprint 2608.19994",
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    "title": "Compression Needed a Carbon Break-Even Ledger",
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