ruvector/examples/data/discoveries/swarm_books.json
Claude 402d5dccd8 feat: ETL pipeline with sublinear ForwardPush PPR for cross-domain discovery
Three-stage pipeline (Extract → Transform → Load) using ruvector-solver:
- Extract: loads 460+ discoveries from 48 JSON data sources
- Transform: embeds into 64-dim vectors, builds 8-NN sparse graph,
  runs ForwardPush PPR (sublinear O(1/ε), Andersen-Chung-Lang 2006)
- Load: outputs ranked cross-domain correlations + 12×12 domain matrix

New data sources from parallel explorer swarms:
- Humanities: Harvard Art, Library of Congress, Open Library, Nobel, Smithsonian
- Genetics/Env: ClinVar variants, GBIF endangered, EPA air, marine, satellite fires
- Tech/Infra: GitHub trending, Hacker News, SpaceX, ISS, crypto/forex markets

Novel discoveries found by PPR:
- Technology→Earth climate correlation (equatorial weather patterns)
- Technology→Space-science link (ultra-short period brown dwarf)
- Life-science→Academic (agentic AI + GPCR drug discovery bridge)

https://claude.ai/code/session_01UWE22wnsZRSHKhT4h4Axby
2026-03-16 23:17:00 -04:00

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[
{
"title": "Phyto-Nanomedicine",
"content": "Author(s): Hitesh Chopra. First published: 2025. Languages: eng. Editions: 2. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
},
{
"title": "Out-Brake",
"content": "Author(s): Zsm. First published: 2025. Languages: eng. Editions: 3. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
},
{
"title": "Next Decade of Discovery in Solar and Space Physics",
"content": "Author(s): National Academies of Sciences, Engineering, and Medicine, Division on Engineering and Physical Sciences, Space Studies Board, Committee on a Decadal Survey for Solar and Space Physics (Heliophysics) 2024-2033. First published: 2025. Languages: eng. Editions: 1. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
},
{
"title": "Revolutionizing Drug Discovery",
"content": "Author(s): Swati Verma, Ajmer Singh Grewal, Neelam Singh, Hemlata Nimesh. First published: 2025. Languages: eng. Editions: 1. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
},
{
"title": "Discovery Science",
"content": "Author(s): Dino Pedreschi, Anna Monreale, Riccardo Guidotti, Roberto Pellungrini, Francesca Naretto. First published: 2025. Languages: eng. Editions: 2. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
},
{
"title": "Take to the Trees",
"content": "Author(s): Marguerite Holloway. First published: 2025. Languages: eng. Editions: 2. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
},
{
"title": "Science Year by Year",
"content": "Author(s): DK Publishing. First published: 2025. Languages: eng. Editions: 1. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
},
{
"title": "Renaissance in GPCR Research and Drug Discovery",
"content": "Author(s): Terry P. Kenakin. First published: 2025. Languages: eng. Editions: 1. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
},
{
"title": "Seeds of Discovery",
"content": "Author(s): Lori Alexander, Rebecca Santo. First published: 2025. Languages: eng. Editions: 1. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
},
{
"title": "Salmon Cannon and the Levitating Frog",
"content": "Author(s): Carly Anne York. First published: 2025. Languages: eng. Editions: 2. Subjects: Not specified.",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "open_library",
"confidence": 0.93
}
]