ruvector/examples/data/discoveries/live_gap_discoveries.json
Claude 67444abf9c feat: discover ↔ train feedback loop with live API discovery
Add scripts/discover_and_train.sh — a 2-cycle feedback loop that:
1. DISCOVER: Fetches live data from NASA (exoplanets, NEOs), USGS
   (earthquakes), NOAA (solar/geomagnetic), PubMed, LIGO GraceDB,
   and World Bank APIs
2. TRAIN: Uploads discoveries to pi.ruv.io brain via challenge-nonce auth
3. REFLECT: Queries brain for underrepresented domains
4. REDISCOVER: Targeted gap-filling (PubMed, deep earthquakes, GW events)
5. RETRAIN: Feeds gap-fill discoveries back to brain

Includes live discovery data from today's run:
- 16 anomalous exoplanets (z-score > 2σ mass outliers)
- 4 near-Earth objects (1 hazardous)
- 9 significant earthquakes + 1 geomagnetic storm
- 5 PubMed medical research papers
- 5 LIGO gravitational wave events
- 2 World Bank GDP indicators

61 total memories successfully trained to brain (46 + 15 gap-fill).

https://claude.ai/code/session_01UWE22wnsZRSHKhT4h4Axby
2026-03-16 23:16:24 -04:00

242 lines
7.7 KiB
JSON

[
{
"title": "PubMed: Development of a Novel GABAB Receptor Modulator as an Alternative to Phenibut: Insights from Molecular Modeling and In Vivo Studies.",
"content": "Medical/genomics paper: Development of a Novel GABAB Receptor Modulator as an Alternative to Phenibut: Insights from Molecular Modeling and In Vivo Studies.. Journal: Curr Neuropharmacol. PMID: 41832720.",
"category": "pattern",
"tags": [
"medical",
"pubmed",
"research",
"gap-fill"
],
"domain": "medical-genomics",
"source_api": "PubMed E-utilities",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.82,
"data_points": 1
},
{
"title": "PubMed: A Computational Strategy to Identify Hub Genes in Pathway Analysis of Gamma Tocotrienol-treated MCF-7 Cells and Molecular Docking Study Using Selected Phytochemicals as Therapeutic Agents.",
"content": "Medical/genomics paper: A Computational Strategy to Identify Hub Genes in Pathway Analysis of Gamma Tocotrienol-treated MCF-7 Cells and Molecular Docking Study Using Selected Phytochemicals as Therapeutic Agents.. Journal: Curr Med Chem. PMID: 41832702.",
"category": "pattern",
"tags": [
"medical",
"pubmed",
"research",
"gap-fill"
],
"domain": "medical-genomics",
"source_api": "PubMed E-utilities",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.82,
"data_points": 1
},
{
"title": "PubMed: The potential of Actinobacteria in Combating Antimicrobial Resistance: A Review of Biotechnological Applications.",
"content": "Medical/genomics paper: The potential of Actinobacteria in Combating Antimicrobial Resistance: A Review of Biotechnological Applications.. Journal: Curr Med Chem. PMID: 41832700.",
"category": "pattern",
"tags": [
"medical",
"pubmed",
"research",
"gap-fill"
],
"domain": "medical-genomics",
"source_api": "PubMed E-utilities",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.82,
"data_points": 1
},
{
"title": "PubMed: Molecular Landscape of Natural Compounds and Tailored Signaling Pathways in the Battle Against Breast Cancer.",
"content": "Medical/genomics paper: Molecular Landscape of Natural Compounds and Tailored Signaling Pathways in the Battle Against Breast Cancer.. Journal: Curr Pharm Des. PMID: 41832682.",
"category": "pattern",
"tags": [
"medical",
"pubmed",
"research",
"gap-fill"
],
"domain": "medical-genomics",
"source_api": "PubMed E-utilities",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.82,
"data_points": 1
},
{
"title": "PubMed: Thrombosis in paroxysmal nocturnal hemoglobinuria in the complement inhibitor era: mechanisms, risk stratification, and clinical management.",
"content": "Medical/genomics paper: Thrombosis in paroxysmal nocturnal hemoglobinuria in the complement inhibitor era: mechanisms, risk stratification, and clinical management.. Journal: Int J Hematol. PMID: 41832377.",
"category": "pattern",
"tags": [
"medical",
"pubmed",
"research",
"gap-fill"
],
"domain": "medical-genomics",
"source_api": "PubMed E-utilities",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.82,
"data_points": 1
},
{
"title": "M4.5 earthquake: 87 km W of El Aguilar, Argentina",
"content": "M4.5 at 87 km W of El Aguilar, Argentina. Depth: 229.541 km. Significant event.",
"category": "anomaly",
"tags": [
"earth",
"seismic",
"gap-fill",
"significant"
],
"domain": "earth-science",
"source_api": "USGS Earthquake Hazards",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.88,
"data_points": 1
},
{
"title": "M4.7 earthquake: south of the Kermadec Islands",
"content": "M4.7 at south of the Kermadec Islands. Depth: 344.041 km. Deep-focus subduction event.",
"category": "anomaly",
"tags": [
"earth",
"seismic",
"gap-fill",
"deep-focus"
],
"domain": "earth-science",
"source_api": "USGS Earthquake Hazards",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.88,
"data_points": 1
},
{
"title": "M6.3 earthquake: 85 km W of Vallenar, Chile",
"content": "M6.3 at 85 km W of Vallenar, Chile. Depth: 10 km. Significant event.",
"category": "anomaly",
"tags": [
"earth",
"seismic",
"gap-fill",
"significant"
],
"domain": "earth-science",
"source_api": "USGS Earthquake Hazards",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.88,
"data_points": 1
},
{
"title": "M4.6 earthquake: Fiji region",
"content": "M4.6 at Fiji region. Depth: 583.592 km. Deep-focus subduction event.",
"category": "anomaly",
"tags": [
"earth",
"seismic",
"gap-fill",
"deep-focus"
],
"domain": "earth-science",
"source_api": "USGS Earthquake Hazards",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.88,
"data_points": 1
},
{
"title": "M4.6 earthquake: south of the Fiji Islands",
"content": "M4.6 at south of the Fiji Islands. Depth: 527.385 km. Deep-focus subduction event.",
"category": "anomaly",
"tags": [
"earth",
"seismic",
"gap-fill",
"deep-focus"
],
"domain": "earth-science",
"source_api": "USGS Earthquake Hazards",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.88,
"data_points": 1
},
{
"title": "Gravitational wave: S251117dq",
"content": "GW superevent S251117dq (category: Production). FAR: 5.867636084251777E-15 Hz. Preferred: unknown. LIGO/Virgo/KAGRA detection.",
"category": "anomaly",
"tags": [
"space",
"gravitational-wave",
"ligo",
"gap-fill"
],
"domain": "space-science",
"source_api": "LIGO GraceDB",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.90,
"data_points": 1
},
{
"title": "Gravitational wave: S251117bc",
"content": "GW superevent S251117bc (category: Production). FAR: 5.40702E-7 Hz. Preferred: unknown. LIGO/Virgo/KAGRA detection.",
"category": "anomaly",
"tags": [
"space",
"gravitational-wave",
"ligo",
"gap-fill"
],
"domain": "space-science",
"source_api": "LIGO GraceDB",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.90,
"data_points": 1
},
{
"title": "Gravitational wave: S251116en",
"content": "GW superevent S251116en (category: Production). FAR: 1.305573813122074E-12 Hz. Preferred: unknown. LIGO/Virgo/KAGRA detection.",
"category": "anomaly",
"tags": [
"space",
"gravitational-wave",
"ligo",
"gap-fill"
],
"domain": "space-science",
"source_api": "LIGO GraceDB",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.90,
"data_points": 1
},
{
"title": "Gravitational wave: S251112cm",
"content": "GW superevent S251112cm (category: Production). FAR: 5.102904E-9 Hz. Preferred: unknown. LIGO/Virgo/KAGRA detection.",
"category": "anomaly",
"tags": [
"space",
"gravitational-wave",
"ligo",
"gap-fill"
],
"domain": "space-science",
"source_api": "LIGO GraceDB",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.90,
"data_points": 1
},
{
"title": "Gravitational wave: S251110cc",
"content": "GW superevent S251110cc (category: Production). FAR: 6.5082E-7 Hz. Preferred: unknown. LIGO/Virgo/KAGRA detection.",
"category": "anomaly",
"tags": [
"space",
"gravitational-wave",
"ligo",
"gap-fill"
],
"domain": "space-science",
"source_api": "LIGO GraceDB",
"timestamp": "2026-03-15T19:25:16Z",
"confidence": 0.90,
"data_points": 1
}
]