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      "outcome": "retained",
      "note": "Reviewed current owner metadata and available linked primary sources; retained the supported product-focus tags.",
      "ownerMetadata": {
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      "outcome": "changed",
      "note": "The current repository is a pretraining system. Removed the old inference-only classification.",
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        "networks"
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      "sectors": [
        "security",
        "networks"
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      "outcome": "retained",
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        "security",
        "vision",
        "data"
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      "outcome": "changed",
      "note": "The README identifies image-based attacks and verified adversarial training datasets.",
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        "data"
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      "outcome": "retained",
      "note": "Reviewed current owner metadata and available linked primary sources; retained the supported product-focus tags.",
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      "outcome": "changed",
      "note": "Its miner repository explicitly describes privacy-preserving inference through Intel TDX.",
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      "sectors": [
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      "outcome": "retained",
      "note": "Owner metadata supports inference optimization, but its linked repository currently describes Cacheon SN14. That mismatched README was not treated as independent evidence for SN29.",
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      "outcome": "retained",
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      "outcome": "retained",
      "note": "Current owner metadata supports these tags. The linked repository/site was absent or unavailable, so independent project-source corroboration remains incomplete.",
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      "outcome": "retained",
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      "sectors": [
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      "outcome": "changed",
      "note": "The GAS README describes competing detectors/generators and a continuously generated training corpus.",
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      "outcome": "retained",
      "note": "The current README focuses on interpretability/SAEs; the summary now names that specific work rather than generic alignment.",
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      "outcome": "changed",
      "note": "The README explicitly targets lookahead bias in financial backtesting, supporting the secondary finance tag.",
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      "note": "Reviewed the current owner-node identity and metadata, source availability and TaoStats page. No current project sector could be established; no historical project was inherited.",
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      "outcome": "retained",
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        "description": " The same model, small enough to run on your phone. Compress the frontier models into GGUFs.",
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      "sectors": [
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      "outcome": "changed",
      "note": "The project documents a forecasting-agent mechanism in addition to its prediction-market terminal.",
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      "oldSectors": [
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      "sectors": [
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      "outcome": "changed",
      "note": "Its README describes structured data extraction from footage as an explicit output.",
      "ownerMetadata": {
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      "sectors": [
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        "data"
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      "outcome": "changed",
      "note": "Its README explicitly identifies the subnet as the data layer behind AlphaRidge.",
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        "website": "https://alpharidge.ai",
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      "outcome": "retained",
      "note": "Reviewed current owner metadata and available linked primary sources; retained the supported product-focus tags.",
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      "outcome": "retained",
      "note": "Reviewed current owner metadata and available linked primary sources; retained the supported product-focus tags.",
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      "outcome": "retained",
      "note": "Reviewed current owner metadata and available linked primary sources; retained the supported product-focus tags.",
      "ownerMetadata": {
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      "outcome": "changed",
      "note": "The current official site emphasizes persistent/shared memory; replaced the older generic Cowork summary.",
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      "outcome": "changed",
      "note": "The README explicitly targets educational accuracy, explanations and age appropriateness, supporting Education & Learning.",
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    },
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      "outcome": "retained",
      "note": "Reviewed current owner metadata and available linked primary sources; retained the supported product-focus tags.",
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      "note": "Current owner metadata supports these tags. The linked repository/site was absent or unavailable, so independent project-source corroboration remains incomplete.",
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      "outcome": "changed",
      "note": "Its README describes ticker/price challenges and walk-forward market forecasting, supporting Finance.",
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      "outcome": "retained",
      "note": "Reviewed current owner metadata and available linked primary sources; retained the supported product-focus tags.",
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      "outcome": "retained",
      "note": "Reviewed current owner metadata and available linked primary sources; retained the supported product-focus tags.",
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        "agents"
      ],
      "outcome": "changed",
      "note": "The official site describes the Atte AI editor and autonomous content pipelines; private-beta status is preserved.",
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    {
      "netuid": 127,
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      "sectors": [
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      "outcome": "changed",
      "note": "The repository establishes trading-performance competitions, not a separate liquidity/exchange product; removed the overly broad DeFi tag.",
      "ownerMetadata": {
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        "description": "The capital axis for Bittensor.",
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      "outcome": "retained",
      "note": "Reviewed current owner metadata and available linked primary sources; retained the supported product-focus tags.",
      "ownerMetadata": {
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        "website": "ByteLeap.ai",
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  "scopeNotes": [
    "A miner/operator README can describe only one subsystem. SN94 was additionally checked against the official product site, which explicitly offers agent sandboxes and RL training. These categories are retained without treating the mining path itself as a customer API."
  ]
}
