AI-powered decision support module delivering calibrated conflict forecasts, automated scene-setting, and natural language operational queries — designed to integrate into NATO's digital warfighting platforms.
Military planning is constrained by linear processes and data that does not update dynamically. When real-world events unfold differently from initial assumptions, static plans lose relevance and utility.
Analysts face thousands of signals daily — conflict events, ISR feeds, sanctions lists, OSINT, macro indicators. No single operator can fuse these heterogeneous data streams into actionable intelligence at the speed required.
Most forecasting tools produce scores without explanation or accountability. Without calibration metrics and audit trails, there is no systematic way to measure whether predictions improve or if the system learns from outcomes.
Conflict events (ACLED, UCDP), news intelligence (GDELT), sanctions (OpenSanctions), macro indicators (FRED), governance indices (V-Dem, WGI) — unified into 18-feature operational vectors per region, per time step.
Every prediction includes calibrated probability P, confidence interval [CI_low, CI_high], time horizon, and ranked key drivers. Isotonic calibration ensures when Logicon says P=0.35, roughly 35% of such predictions resolve positively.
7-stage autonomous pipeline: backfill → retrain → isotonic calibration → walk-forward validation → Monte Carlo fitness → Page-Hinkley drift detection → atomic weight activation. No manual retraining required.
Ensemble ML (logistic regression + decision stump forest) with isotonic calibration explores complex operational dynamics through probabilistic forecasting and Monte Carlo simulation.
Auto-generates intelligence briefings per region: current situation compiled from OSINT, top drivers from feature vector, 30/90-day trends, and base/upside/downside scenarios with probabilities.
Calibrated forecasts feed into the operational planning cycle — supporting IPB, COA development, operations assessment, and lessons learned. Full audit trail enables systematic post-operation review.
Operators query the system in plain English: "What is the escalation probability for NATO's Eastern Flank in the next 30 days?" AI-powered responses with source attribution and confidence levels.
Six authoritative OSINT sources spanning conflict events, media intelligence, sanctions, macro-economics, and governance — enriching situational understanding across the Common Operating Picture.
Logicon is built as an API-first microservice, ready to augment existing AI-enabled digital warfighting platforms. RESTful endpoints deliver probabilistic forecasts, anomaly alerts, scenario analysis, and intelligence briefings in JSON and GeoJSON formats.
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