ruvector/examples/data/discoveries/swarm_nobel.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": "Nobel Prize in Physiology or Medicine (2025)",
"content": "Category: Physiology or Medicine. Year: 2025. Date awarded: 2025-10-06. Prize amount: 11,000,000 SEK. Laureate(s): Mary E. Brunkow, Frederick J. Ramsdell, Shimon Sakaguchi. Motivation: for their discoveries concerning peripheral immune tolerance",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "nobel_prize_api",
"confidence": 0.95
},
{
"title": "Nobel Prize in Physics (2025)",
"content": "Category: Physics. Year: 2025. Date awarded: 2025-10-07. Prize amount: 11,000,000 SEK. Laureate(s): John Clarke, Michel H. Devoret, John M. Martinis. Motivation: for the discovery of macroscopic quantum mechanical tunnelling and energy quantisation in an electric circuit",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "nobel_prize_api",
"confidence": 0.95
},
{
"title": "Nobel Prize in Peace (2025)",
"content": "Category: Peace. Year: 2025. Date awarded: 2025-10-10. Prize amount: 11,000,000 SEK. Laureate(s): Maria Corina Machado. Motivation: for her tireless work promoting democratic rights for the people of Venezuela and for her struggle to achieve a just and peaceful transition from dictatorship to democracy",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "nobel_prize_api",
"confidence": 0.95
},
{
"title": "Nobel Prize in Literature (2025)",
"content": "Category: Literature. Year: 2025. Date awarded: 2025-10-09. Prize amount: 11,000,000 SEK. Laureate(s): L\u00e1szl\u00f3 Krasznahorkai. Motivation: for his compelling and visionary oeuvre that, in the midst of apocalyptic terror, reaffirms the power of art",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "nobel_prize_api",
"confidence": 0.95
},
{
"title": "Nobel Prize in Economic Sciences (2025)",
"content": "Category: Economic Sciences. Year: 2025. Date awarded: 2025-10-13. Prize amount: 11,000,000 SEK. Laureate(s): Joel Mokyr, Philippe Aghion, Peter Howitt. Motivation: for having identified the prerequisites for sustained growth through technological progress",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "nobel_prize_api",
"confidence": 0.95
},
{
"title": "Nobel Prize in Chemistry (2025)",
"content": "Category: Chemistry. Year: 2025. Date awarded: 2025-10-08. Prize amount: 11,000,000 SEK. Laureate(s): Susumu Kitagawa, Richard Robson, Omar M. Yaghi. Motivation: for the development of metal\u2013organic frameworks",
"timestamp": "2026-03-15T23:49:45.257025+00:00",
"source": "nobel_prize_api",
"confidence": 0.95
}
]