DATA SOURCES
WARFRONT relies on a constellation of publicly accessible, open-source intelligence (OSINT) vectors. By constantly polling these decentralized domains, the system sidesteps classified requirements while still rendering highly accurate macroscopic views.
THE HEURISTIC ENGINE
Raw news wire aggregation is powered by Google News RSS endpoints. The internal AI heuristically scans for intersectional mentions of geographic states (e.g. "Iran", "Israel") and casualty keywords to automatically map Red Zones.
LEADERSHIP SCRAPER
Global Leadership statuses are maintained via a headless cluster scraping Wikimedia Commons infoboxes. This ensures absolute precision regarding incumbent executive powers without requiring manual database resets.
NUCLEAR ARSENAL ESTIMATES
Warhead aggregates for the 9 recognized and undeclared nuclear states are modeled directly upon unclassified estimates periodically published by the Stockholm International Peace Research Institute (SIPRI).
CONFLICT PROBABILITY
The overarching World War Possibility meter is dynamically aggregated from the live risk indexing API published at `worldwarnext.com`, replacing local mathematical heuristics with global consensus data.