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    "story_id": "mp-2026-10-03-017",
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    "edition_id": "mp-2026-10-03-morning-0086",
    "edition_url": "https://themachinepress.com/edition/2026-10-03",
    "position": 19,
    "story_type": "ticker",
    "section": "chips-infrastructure",
    "editorial_classification": "editorial",
    "headline": "Qubit Readout Started Before the Trace Ended",
    "slug": "qubit-readout-started-before-the-trace-ended",
    "dek": "A spiking network updated state estimates as measurement chunks arrived and fit the timing of an FPGA pipeline.",
    "summary": "A spiking network updated state estimates as measurement chunks arrived and fit the timing of an FPGA pipeline.",
    "body_text": "The discriminator outperformed matched filtering and approached a full-trace neural network while producing time-resolved estimates. Quantization-aware synthesis indicated each FPGA update could finish before the next readout chunk arrived.",
    "why_it_matters": "A spiking network updated state estimates as measurement chunks arrived and fit the timing of an FPGA pipeline.",
    "limitations": [],
    "importance": 8,
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    "first_published_at": "2026-10-03T09:00:00.000-04:00",
    "modified_at": "2026-10-03T09:00:00.000-04:00",
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    "carryover_reason": null,
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        "qualification": null
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    "source_ids": [
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    "tags": [
      "qubits",
      "spiking neural networks",
      "FPGA"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-10-03-018",
      "title": "arXiv preprint 2610.02129",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.02129",
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      "source_type": "primary_research",
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      "published_at": "2026-10-01T13:40:27.000-04:00",
      "accessed_at": "2026-10-03T08:31:37.000-04:00",
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  "corrections": [],
  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
  },
  "cite_this_report": {
    "title": "Qubit Readout Started Before the Trace Ended",
    "publisher": "The Machine Press",
    "published_at": "2026-10-03T09:00:00.000-04:00",
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