feat: discover ↔ train feedback loop with live API discovery · codingwatching/ruvector@614c070 · GitHub
Skip to content

Commit 614c070

Browse files
claudeReuven
claude
authored and
Reuven
committed
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
1 parent 3aa13b6 commit 614c070

7 files changed

Lines changed: 1465 additions & 0 deletions

‎examples/data/discoveries/brain_gaps.json‎

Lines changed: 1 addition & 0 deletions

‎examples/data/discoveries/live_academic_discoveries.json‎

Lines changed: 1 addition & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1 @@
1+
[]

‎examples/data/discoveries/live_earth_discoveries.json‎

Lines changed: 146 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,146 @@
1+
[
2+
{
3+
"title": "M6.3 earthquake: 85 km W of Vallenar, Chile",
4+
"content": "Significant M6.3 at 85 km W of Vallenar, Chile, depth 10 km. Shallow: higher surface impact. Tsunami: 0.",
5+
"category": "anomaly",
6+
"tags": [
7+
"earth",
8+
"seismic",
9+
"earthquake",
10+
"shallow"
11+
],
12+
"domain": "earth-science",
13+
"source_api": "USGS Earthquake Hazards",
14+
"timestamp": "2026-03-15T19:25:16Z",
15+
"confidence": 0.63,
16+
"data_points": 10
17+
},
18+
{
19+
"title": "M5.5 earthquake: 2 km SSE of Rodotópi, Greece",
20+
"content": "Significant M5.5 at 2 km SSE of Rodotópi, Greece, depth 10 km. Shallow: higher surface impact. Tsunami: 0.",
21+
"category": "anomaly",
22+
"tags": [
23+
"earth",
24+
"seismic",
25+
"earthquake",
26+
"shallow"
27+
],
28+
"domain": "earth-science",
29+
"source_api": "USGS Earthquake Hazards",
30+
"timestamp": "2026-03-15T19:25:16Z",
31+
"confidence": 0.55,
32+
"data_points": 10
33+
},
34+
{
35+
"title": "M6.3 earthquake: 181 km SE of Kirakira, Solomon Islands",
36+
"content": "Significant M6.3 at 181 km SE of Kirakira, Solomon Islands, depth 8.682 km. Shallow: higher surface impact. Tsunami: 1.",
37+
"category": "anomaly",
38+
"tags": [
39+
"earth",
40+
"seismic",
41+
"earthquake",
42+
"shallow"
43+
],
44+
"domain": "earth-science",
45+
"source_api": "USGS Earthquake Hazards",
46+
"timestamp": "2026-03-15T19:25:16Z",
47+
"confidence": 0.63,
48+
"data_points": 10
49+
},
50+
{
51+
"title": "M6.4 earthquake: 224 km ESE of Attu Station, Alaska",
52+
"content": "Significant M6.4 at 224 km ESE of Attu Station, Alaska, depth 10 km. Shallow: higher surface impact. Tsunami: 1.",
53+
"category": "anomaly",
54+
"tags": [
55+
"earth",
56+
"seismic",
57+
"earthquake",
58+
"shallow"
59+
],
60+
"domain": "earth-science",
61+
"source_api": "USGS Earthquake Hazards",
62+
"timestamp": "2026-03-15T19:25:16Z",
63+
"confidence": 0.64,
64+
"data_points": 10
65+
},
66+
{
67+
"title": "M6.3 earthquake: Fiji region",
68+
"content": "Significant M6.3 at Fiji region, depth 579 km. Deep-focus: subduction zone dynamics. Tsunami: 0.",
69+
"category": "anomaly",
70+
"tags": [
71+
"earth",
72+
"seismic",
73+
"earthquake",
74+
"deep-focus"
75+
],
76+
"domain": "earth-science",
77+
"source_api": "USGS Earthquake Hazards",
78+
"timestamp": "2026-03-15T19:25:16Z",
79+
"confidence": 0.63,
80+
"data_points": 10
81+
},
82+
{
83+
"title": "M5 earthquake: 23 km SSE of Sātkhira, Bangladesh",
84+
"content": "Significant M5 at 23 km SSE of Sātkhira, Bangladesh, depth 10 km. Shallow: higher surface impact. Tsunami: 0.",
85+
"category": "anomaly",
86+
"tags": [
87+
"earth",
88+
"seismic",
89+
"earthquake",
90+
"shallow"
91+
],
92+
"domain": "earth-science",
93+
"source_api": "USGS Earthquake Hazards",
94+
"timestamp": "2026-03-15T19:25:16Z",
95+
"confidence": 0.5,
96+
"data_points": 10
97+
},
98+
{
99+
"title": "M7 earthquake: 55 km NNW of Kota Belud, Malaysia",
100+
"content": "Significant M7 at 55 km NNW of Kota Belud, Malaysia, depth 629 km. Deep-focus: subduction zone dynamics. Tsunami: 1.",
101+
"category": "anomaly",
102+
"tags": [
103+
"earth",
104+
"seismic",
105+
"earthquake",
106+
"deep-focus"
107+
],
108+
"domain": "earth-science",
109+
"source_api": "USGS Earthquake Hazards",
110+
"timestamp": "2026-03-15T19:25:16Z",
111+
"confidence": 0.7,
112+
"data_points": 10
113+
},
114+
{
115+
"title": "M6.4 earthquake: 48 km W of Port-Olry, Vanuatu",
116+
"content": "Significant M6.4 at 48 km W of Port-Olry, Vanuatu, depth 43 km. Shallow: higher surface impact. Tsunami: 1.",
117+
"category": "anomaly",
118+
"tags": [
119+
"earth",
120+
"seismic",
121+
"earthquake",
122+
"shallow"
123+
],
124+
"domain": "earth-science",
125+
"source_api": "USGS Earthquake Hazards",
126+
"timestamp": "2026-03-15T19:25:16Z",
127+
"confidence": 0.64,
128+
"data_points": 10
129+
},
130+
{
131+
"title": "Geomagnetic storm: 2026-03-13T21:00:00-GST-001",
132+
"content": "Storm 2026-03-13T21:00:00-GST-001. Start: 2026-03-13T21:00Z. Peak Kp: 6.0. Linked CMEs: 2026-03-13T07:06:00-IPS-001, 2026-03-13T08:08:00-HSS-001.",
133+
"category": "anomaly",
134+
"tags": [
135+
"earth",
136+
"geomagnetic",
137+
"storm",
138+
"space-weather"
139+
],
140+
"domain": "earth-science",
141+
"source_api": "NASA DONKI",
142+
"timestamp": "2026-03-15T19:25:16Z",
143+
"confidence": 0.90,
144+
"data_points": 1
145+
}
146+
]

‎examples/data/discoveries/live_economics_discoveries.json‎

Lines changed: 34 additions & 0 deletions

0 commit comments

Comments
 (0)