TECHNICAL INFRASTRUCTURE
A 3-layer real-time architecture: Ingestion, Processing, and Delivery. 54 database tables, 102 API endpoints, and a 10-phase pipeline that executes in under 3 minutes across all 217 countries.
10+ PHASES. SUB-3-MINUTE EXECUTION.
DATA COLLECTION
25 sources ingested at scheduled intervals (5min to 30 days)
NORMALIZATION
Raw data normalized to per-country time-indexed records
FEATURE EXTRACTION
Statistical features computed: velocities, z-scores, percentiles
CORE ALGORITHMS
7 algorithms execute in parallel across all 217 countries
INTERCONNECTION
Second-pass: each algorithm's output adjusts every other
TEMPORAL DYNAMICS
Velocity and acceleration computed across all algorithm scores
CAUSAL PATTERNS
Cross-algorithm interaction patterns detected (DOOM_LOOP, ESCALATION_SPIRAL, etc.)
META-ALGORITHMS
Irreversibility Engine, Contagion Detector, Intelligence Grader
COHERENCE LAYER
SSS, Contradiction Engine, Trajectory Classifier: unified interpretation
AI REASONING
Framework-routed analysis: I&W, Red Team, ACH, Scenarios
DELIVERY
API endpoints updated, SSE streams pushed, alerts dispatched
25 INSTITUTIONAL SOURCES
From 5-minute RSS cycles to monthly structural datasets. Every data source feeds directly into the algorithm layer with automated normalization and validation.
22 feeds across 7 information blocs
Structured worldwide events with Goldstein scale
Per-country media intelligence aggregates
30+ equity indices, FX pairs, commodities
US State Dept, UK FCDO, France24 diplomatic feeds
USD rates, Treasury yields, VIX, commodities
UNSC, Secretary-General, peace & security
US State Department levels 1-4
Pageview API with spike detection
Academic ground-truth with fatality estimates
GDP, inflation, debt, unemployment, GINI
Real GDP growth, inflation, current account
Forward-looking economic forecasts
Global food commodity indices, key unrest signal
Reactor counts, board actions for ~33 countries
Military expenditure % of GDP for 40+ countries
8 governance indicators including democracy indices
Government, ethnicity, resources, disputes
Export basket HHI, commodity dependency
Bilateral trade flows for top 20 reporters
Sanctioned entities, PEPs, embargoes
8-dimension power rankings, 26 countries
18 crisis periods for PROPHET calibration
Heads of state, elections, borders, organizations
Quality of life proxy scores
NOT A BOLTED-ON LLM
The AI layer is conditionally routed based on each country's system state. Different analytical frameworks activate for different situations. Every routing decision is logged for auditability.
6 scenario types, 8 transmission mechanisms, 3-hop propagation with dampening. AI-generated causal narratives.
Detects dangerous cross-algorithm patterns: DOOM_LOOP, ESCALATION_SPIRAL, INFO_OPERATION, CONTAGION, REGIME_COLLAPSE, HIDDEN_RISK.
Synchronized movement detection, leading indicator relationships, transmission chain mapping, firebreak identification.
Live market data integration with divergence detection. Flags when markets and risk signals disagree.