๐บ๐ธ United States - Risk Profile
AI Signal Layer: Multi-source OSINT ingestion โ NLP classification โ AI signal generation โ GRS-Live
GRS Baseline
-2.6
Layers 1-7 (Static)
GRS-Live
-2.6
No signals yet
AI Delta
0.0
Neutral
Values above reflect the selected country (United States). AI Delta is the net OSINT signal adjustment for this country only, computed from the most recent scheduler batch.
AI Signal Breakdown by Sub-Index
GRS-Live Formula (Enhanced 5-Stage Pipeline)
GRS-Live = ฮฃ(w_i ร (SI_i + Signal_i))
Signal refined via: Source Credibility โ Cluster Dedup โ DeGroot Consensus Fusion โ EMA Smoothing โ Confidence Clamping
Methodology Note: Enhanced 5-Stage Signal Pipeline
The AI Signal Layer ingests real-time news from multiple OSINT sources. Currently active: NewsAPI.ai (200M+ articles), GDELT (events + V2Tone sentiment), UCDP (Uppsala Conflict Data Program), ReliefWeb (UN OCHA), ICG CrisisWatch, HDX, and 13 international wire services. ACLED is implemented but pending Research-tier API access. GDELT V2Tone sentiment is wired into CEI at 10% weight with z-score anomaly detection (v2.1). Each article is classified by the Forge LLM. Signals are refined through a 5-stage pipeline: (1) Bayesian source credibility scoring across 5 tiers of 50+ known outlets, (2) Jaccard trigram duplicate/cluster detection to down-weight correlated noise, (3) DeGroot consensus fusion via iterative weighted averaging dynamics (convergence holds under standard row-stochastic conditions (DeGroot, 1974)), (4) EMA temporal smoothing (ฮฒ=0.3), and (5) confidence-weighted clamping. This produces lower-variance signals compared to simple weighted averaging, under the assumption of signal independence (actual variance reduction depends on inter-signal covariance). The convergence visualization above shows the noise reduction in real-time after each ingestion.
North America
All 2024 baseline data feeding into the ARGOS engine
| Variable | Value | Unit | Source |
|---|---|---|---|
| GDP per Capita | $76,330 | USD | World Bank |
| GDP Growth | 2.5% | % | World Bank |
| Inflation Rate | 3.4% | % | IMF WEO |
| Unemployment Rate | 3.7% | % | ILO / World Bank |
| Gini Coefficient | 41.4 | 0-100 | World Bank |
| Trade (% of GDP) | 25.6% | % | World Bank |
| FDI Inflow | $285.0B | M USD | UNCTAD |
| Government Debt (% GDP) | 123.3% | % | IMF WEO |
| Military Expenditure (% GDP) | 3.5% | % | SIPRI |
| Armed Forces Personnel | 1,388,000 | persons | IISS Military Balance |
| Nuclear Warheads | 5550 | count | FAS / SIPRI |
| Polity Score | 8 | -10 to +10 | Polity5 / CSP |
| V-Dem Liberal Democracy | 0.76 | 0-1 | V-Dem Institute |
| Press Freedom Score | 71.22 | 0-100 | RSF |
| Corruption Perceptions Index | 69 | 0-100 | Transparency International |
| Fragile States Index | 38.5 | 0-120 | Fund for Peace |
| Refugees by Origin | 5400 | persons | UNHCR |
| Battle-Related Deaths | 0 | persons/yr | UCDP |
| Protest Events | 3200 | events/yr | ACLED |
| Ethnic Fractionalization | 0.49 | 0-1 | Alesina et al. |
| Total Population | 334,914,895 | persons | UN Population Division |
| Population Growth | 0.5% | % | World Bank |
| Median Age | 38.5 | years | UN Population Division |
| Urban Population | 83.1% | % | World Bank |
| Life Expectancy | 77.5 | years | World Bank |
Global Risk Register
85 nations assessed| Country | GRS | Tier | ISI | ETI | EVI | CEI | ACI |
|---|---|---|---|---|---|---|---|
| ๐พ๐ชYemen | 70.2 | Critical | 88 | 85 | 92 | 65 | 8 |
| ๐ธ๐พSyria | 69.0 | Critical | 85 | 82 | 90 | 72 | 10 |
| ๐ฆ๐ซAfghanistan | 67.4 | Critical | 90 | 78 | 88 | 60 | 8 |
| ๐ธ๐ดSomalia | 65.5 | Critical | 92 | 68 | 88 | 58 | 5 |
| ๐ธ๐ฉSudan | 64.8 | Critical | 88 | 72 | 85 | 62 | 10 |
| ๐ฐ๐ตNorth Korea | 58.7 | High | 76 | 74 | 85 | 53 | 25 |
| ๐จ๐ฉDemocratic Republic of Congo | 55.1 | High | 82 | 55 | 72 | 55 | 12 |
| ๐ฎ๐ทIran | 54.4 | High | 64 | 73 | 76 | 68 | 35 |
| ๐บ๐ฆUkraine | 53.1 | High | 52 | 90 | 64 | 75 | 43 |
| ๐ฎ๐ถIraq | 48.2 | High | 68 | 55 | 60 | 58 | 22 |
| ๐ฒ๐ฒMyanmar | 48.0 | High | 78 | 42 | 65 | 48 | 15 |
| ๐ต๐ฐPakistan | 45.9 | High | 62 | 55 | 68 | 50 | 30 |
| ๐ช๐นEthiopia | 44.4 | Elevated | 68 | 42 | 62 | 48 | 18 |
| ๐ป๐ชVenezuela | 44.0 | Elevated | 72 | 22 | 82 | 45 | 18 |
| ๐ท๐บRussia | 41.9 | Elevated | 45 | 72 | 48 | 60 | 40 |
| ๐ณ๐ฌNigeria | 37.1 | Elevated | 62 | 28 | 58 | 42 | 22 |
| ๐ฒ๐ฟMozambique | 34.3 | Elevated | 55 | 25 | 58 | 38 | 20 |
| ๐ง๐พBelarus | 32.6 | Elevated | 55 | 35 | 38 | 45 | 28 |
| ๐ช๐ฌEgypt | 32.6 | Elevated | 50 | 30 | 58 | 42 | 35 |
| ๐น๐ทTurkey | 30.8 | Elevated | 42 | 38 | 52 | 45 | 42 |
| ๐ฆ๐ดAngola | 30.4 | Elevated | 52 | 18 | 55 | 35 | 22 |
| ๐ฎ๐ฑIsrael | 27.6 | Moderate | 30 | 75 | 22 | 60 | 80 |
| ๐ง๐ฉBangladesh | 26.4 | Moderate | 48 | 18 | 45 | 38 | 32 |
| ๐ฏ๐ดJordan | 25.1 | Moderate | 35 | 30 | 42 | 45 | 42 |
| ๐จ๐ณChina | 24.5 | Moderate | 35 | 42 | 30 | 55 | 60 |
| ๐ท๐ผRwanda | 24.1 | Moderate | 38 | 25 | 42 | 35 | 35 |
| ๐ฐ๐ชKenya | 23.9 | Moderate | 40 | 22 | 42 | 35 | 35 |
| ๐ฑ๐ฐSri Lanka | 23.4 | Moderate | 38 | 15 | 55 | 32 | 38 |
| ๐บ๐ฟUzbekistan | 23.2 | Moderate | 42 | 20 | 40 | 28 | 30 |
| ๐ฉ๐ฟAlgeria | 23.2 | Moderate | 40 | 22 | 40 | 30 | 32 |
| ๐ฐ๐ญCambodia | 22.3 | Moderate | 42 | 15 | 38 | 28 | 25 |
| ๐ต๐ญPhilippines | 22.2 | Moderate | 35 | 28 | 38 | 32 | 40 |
| ๐ฒ๐ฝMexico | 21.6 | Moderate | 45 | 15 | 38 | 35 | 42 |
| ๐จ๐ดColombia | 21.4 | Moderate | 40 | 18 | 42 | 35 | 45 |
| ๐ธ๐ฆSaudi Arabia | 20.2 | Moderate | 28 | 35 | 32 | 42 | 55 |
| ๐ฟ๐ฆSouth Africa | 20.2 | Moderate | 42 | 12 | 50 | 30 | 52 |
| ๐ณ๐ตNepal | 19.8 | Moderate | 35 | 12 | 42 | 30 | 32 |
| ๐น๐ฟTanzania | 19.8 | Moderate | 38 | 12 | 38 | 28 | 30 |
| ๐ฎ๐ณIndia | 19.2 | Moderate | 30 | 28 | 35 | 40 | 55 |
| ๐ฐ๐ฟKazakhstan | 19.1 | Moderate | 35 | 18 | 35 | 30 | 38 |
| ๐ฌ๐ชGeorgia | 18.9 | Moderate | 30 | 28 | 32 | 35 | 48 |
| ๐ฒ๐ฆMorocco | 18.0 | Moderate | 32 | 18 | 35 | 28 | 38 |
| ๐ป๐ณVietnam | 17.6 | Moderate | 32 | 25 | 28 | 30 | 45 |
| ๐ฌ๐ญGhana | 17.0 | Moderate | 28 | 10 | 48 | 28 | 42 |
| ๐ธ๐ณSenegal | 16.2 | Moderate | 30 | 12 | 38 | 25 | 38 |
| ๐ต๐ชPeru | 15.6 | Moderate | 38 | 10 | 35 | 25 | 48 |
| ๐ฎ๐ฉIndonesia | 15.2 | Moderate | 28 | 18 | 32 | 30 | 48 |
| ๐ฆ๐ทArgentina | 14.8 | Low | 25 | 8 | 55 | 22 | 52 |
| ๐ง๐ญBahrain | 14.1 | Low | 25 | 22 | 30 | 28 | 52 |
| ๐ฒ๐ณMongolia | 13.7 | Low | 22 | 15 | 35 | 28 | 45 |
| ๐ง๐ทBrazil | 13.4 | Low | 32 | 10 | 35 | 28 | 55 |
| ๐น๐ญThailand | 13.1 | Low | 30 | 15 | 28 | 25 | 50 |
| ๐น๐ผTaiwan | 11.3 | Low | 8 | 45 | 22 | 40 | 82 |
| ๐ฐ๐ผKuwait | 9.6 | Low | 18 | 22 | 22 | 28 | 60 |
| ๐ด๐ฒOman | 9.6 | Low | 20 | 18 | 25 | 22 | 55 |
| ๐ฆ๐ชUnited Arab Emirates | 9.4 | Low | 18 | 25 | 22 | 30 | 68 |
| ๐ฒ๐พMalaysia | 9.1 | Low | 20 | 18 | 25 | 22 | 58 |
| ๐ฌ๐ทGreece | 9.0 | Low | 15 | 18 | 38 | 22 | 68 |
| ๐ฐ๐ทSouth Korea | 8.9 | Low | 10 | 30 | 28 | 35 | 80 |
| ๐ท๐ดRomania | 8.3 | Low | 18 | 15 | 30 | 22 | 62 |
| ๐ถ๐ฆQatar | 6.4 | Low | 15 | 20 | 18 | 25 | 65 |
| ๐ต๐ฑPoland | 5.6 | Low | 12 | 18 | 28 | 25 | 75 |
| ๐ฎ๐นItaly | 4.6 | Low | 14 | 10 | 35 | 22 | 78 |
| ๐ซ๐ทFrance | 3.8 | Low | 15 | 12 | 30 | 22 | 82 |
| ๐จ๐ฑChile | 3.3 | Low | 15 | 8 | 28 | 18 | 72 |
| ๐ฏ๐ตJapan | 2.7 | Low | 6 | 15 | 32 | 25 | 85 |
| ๐ช๐ธSpain | 2.4 | Low | 12 | 8 | 32 | 20 | 80 |
| ๐ฌ๐งUnited Kingdom | 1.4 | Low | 12 | 10 | 28 | 20 | 85 |
| ๐จ๐ฟCzech Republic | 0.0 | Low | 8 | 10 | 24 | 18 | 80 |
| ๐ง๐ชBelgium | -0.9 | Low | 10 | 8 | 24 | 18 | 86 |
| ๐ต๐นPortugal | -1.2 | Low | 8 | 5 | 28 | 15 | 82 |
| ๐ฉ๐ชGermany | -1.5 | Low | 8 | 8 | 25 | 18 | 88 |
| ๐บ๐ธUnited States | -2.6 | Low | 10 | 6 | 23 | 15 | 90 |
| ๐ธ๐ฌSingapore | -2.7 | Low | 8 | 12 | 18 | 15 | 90 |
| ๐ซ๐ฎFinland | -3.5 | Low | 4 | 12 | 20 | 15 | 92 |
| ๐ฆ๐นAustria | -3.9 | Low | 6 | 5 | 22 | 14 | 88 |
| ๐จ๐ฆCanada | -4.0 | Low | 7 | 5 | 22 | 12 | 88 |
| ๐ฆ๐บAustralia | -4.4 | Low | 5 | 8 | 20 | 12 | 90 |
| ๐ณ๐ฑNetherlands | -4.8 | Low | 5 | 6 | 20 | 15 | 92 |
| ๐ธ๐ชSweden | -4.8 | Low | 5 | 8 | 18 | 14 | 92 |
| ๐ณ๐ฟNew Zealand | -6.8 | Low | 4 | 4 | 18 | 10 | 93 |
| ๐ฎ๐ชIreland | -6.9 | Low | 4 | 3 | 18 | 10 | 92 |
| ๐ฉ๐ฐDenmark | -7.4 | Low | 3 | 5 | 15 | 10 | 93 |
| ๐ณ๐ดNorway | -7.9 | Low | 3 | 5 | 14 | 10 | 95 |
| ๐จ๐ญSwitzerland | -8.2 | Low | 3 | 3 | 15 | 10 | 95 |
Latest Risk Alerts
Intelligence feedPipeline Stage 1 of 5 (Raw Intake): These alerts show pre-deduplication inputs from the AI Signal Layer. Near-duplicate entries may appear when multiple sources report the same event. The downstream 5-stage refinement pipeline (source-tier weighting, deduplication, LLM classification, cross-validation, temporal decay) produces the final deduplicated signal used in GRS-Live computation.
UkraineโRussia Front Lines Stabilize as Diplomatic Track Gains Momentum
Ceasefire negotiations enter a new phase with EU-mediated talks in Geneva. Both sides signal willingness to discuss territorial arrangements, though fundamental disagreements persist. NATO allies increase defense spending commitments.
PLA Conducts Largest-Ever Joint Naval Exercise in Western Pacific
China's People's Liberation Army Navy (PLAN) deploys three carrier strike groups in simultaneous exercises spanning the South China Sea and Philippine Sea. Taiwan raises alert level; Japan and Australia announce joint patrol operations.
OPEC+ Announces Surprise Production Cut Amid Red Sea Shipping Disruptions
Saudi Arabia leads a 1.5M barrel/day production cut as Houthi attacks on commercial shipping in the Red Sea force rerouting through the Cape of Good Hope. Brent crude surges past $95/barrel, raising inflation concerns globally.
Sahel Alliance Expels Remaining Western Military Advisors
Mali, Burkina Faso, and Niger formalize their security pact and order the departure of all Western military personnel. Russia's Africa Corps expands presence. France announces complete withdrawal from the Sahel theater.