ADVANCED THREAT SYSTEMS

Open-Source Probabilistic Intelligence Layer for the 6D Tesseract Engine

OPEN-SOURCE — NO API KEYS REQUIRED
Tesseract Engine Tesseract Dimensions Command Center

Technology-to-Dimension Integration

Each subsystem enhances specific dimensions of the 6D Tesseract Threat Model

Open-Meteo Ensemble Processor ACTIVE

D4 Probability

Multi-model probabilistic weather forecasting from GFS (NCEP), ICON-EPS (DWD), and GEM (ECCC) ensemble members. Computes real scenario branches, confidence distributions, and model consensus — replacing single-point forecasts with genuine probabilistic intelligence.

  • Source: Open-Meteo Ensemble API (open-source, free)
  • Models: GFS Ensemble + ICON-EPS + GEM
  • Output: P10/P25/P50/P75/P90 distributions, branch counts, cluster analysis
  • Variables: Wind, gusts, precipitation, pressure, CAPE, temperature
  • Horizons: Immediate (0-3h), Short-term (3-12h), Extended (12-24h)

Bayesian Threat Network ACTIVE

D3 Causal D5 Cascade

Noisy-OR Bayesian network with iterative belief propagation across 15 hazard nodes and 50+ causal edges. Dynamically computes posterior probabilities as live evidence arrives, replacing static causal chain templates with real-time probabilistic reasoning.

  • Algorithm: Noisy-OR gates + iterative belief propagation
  • Network: 15 hazard nodes, 50+ causal influence edges
  • Inputs: Live NWS, USGS, NDBC, NASA FIRMS evidence
  • Output: Posterior probabilities, causal chains, cascade sequences
  • Temporal: Predicted cascade delay times per secondary hazard

Cascade Graph Engine ACTIVE

D5 Cascade

Graph-based infrastructure failure propagation model with 13 critical infrastructure nodes (power, water, telecom, roads, hospitals, etc.) and 30+ dependency edges. Simulates how a primary hazard cascades through interconnected systems round-by-round.

  • Algorithm: Multi-round iterative cascade propagation
  • Graph: 13 infrastructure nodes, 30+ dependency edges
  • Categories: Energy, water, communications, transport, healthcare, safety
  • Output: Failed/degraded systems, cascade timeline, population impact
  • Recovery: Estimated recovery hours per infrastructure system

Convergence Pattern Detector ACTIVE

D6 Convergence

Complex Event Processing (CEP) engine that detects compounding event signatures across independent data feeds. Identifies multi-feed trends that a simple formula cannot capture — three feeds trending toward danger at accelerating rates triggers convergence elevation even when no single feed has crossed a threshold.

  • Engine: CEP-style multi-feed pattern matching
  • Patterns: 7 predefined convergence signatures
  • Analysis: Feed-pair correlation, signal density, pattern matching
  • Feeds: USGS + NWS + NDBC + NASA FIRMS + SPC + Open-Meteo
  • Output: Convergence score, matched patterns, feed correlations

Tesseract 6D Integration Map

All four advanced subsystems are wired into the Tesseract v3.4 engine and execute as direct parallel function calls during every 6D threat assessment. The Open-Meteo Ensemble automatically resolves lat/lon from the nearest geo-located threat source and fetches live multi-model probabilistic forecasts (GFS, ICON, GEM) alongside the Bayesian, Cascade, and CEP engines. Every subsystem computation is sealed through the MasterSystem EID chain for full chain-of-custody integrity.

Subsystem D1 Spatial D2 Temporal D3 Causal D4 Probability D5 Cascade D6 Convergence
Open-Meteo Ensemble ACTIVE
Bayesian Threat Network ACTIVE ENRICHES ACTIVE
Cascade Graph Engine ACTIVE
Convergence Pattern Detector ACTIVE