Seldon Vault — AI Geopolitical Forecast Engine
Seldon Vault is a free, public AI-powered geopolitical forecasting engine. It uses a multi-agent LLM architecture with 7 specialized analysts, an adversarial Skeptic with fact-checking, and a Seldon Arbiter to generate daily probabilistic forecasts.
How it works
The system collects news signals from RSS feeds, GDELT, ACLED, Reddit, Telegram, and other sources. Signals are processed through 7 AI analysts in parallel (geopolitician, economist, technologist, sociologist, climatologist, military analyst, cybersecurity analyst), subjected to adversarial Skeptic review with Tavily fact-checking, and synthesized by the Seldon Arbiter. Probabilities are updated via Bayesian inference every 6 hours. Accuracy is tracked using Brier Score.
Key features
Daily AI-generated geopolitical, economic, and technological forecasts
Multi-agent ensemble analysis (7 analysts + skeptic + arbiter)
Bayesian probability updates every 6 hours
Brier score accuracy tracking
Cascade narrative detection (causal chains between forecasts)
The Seldon Plan — monthly structural forecasts (1-10 year horizons)
Interactive world map with regional risk analysis
Bilingual support (English and Russian)
Public read-only REST API
Pages
API
Public REST API at /developers . Endpoints: GET /api/v1/forecasts, GET /api/v1/narratives, GET /api/v1/metrics, GET /api/v1/regions, GET /api/v1/events/stream (SSE). No authentication required.
More details: /llms.txt | /feed.xml (Atom feed) | /sitemap.xml
← Cascade Narratives > Russian War-Economy Squeeze Ratchets Fiscal Strain Into Legal Repression ↑ Escalating active Economics Military & Defense Geopolitics Social russia
Ukrainian deep-strike refinery attacks and tightening sanctions are eroding Russian oil revenue and widening the federal budget deficit, while the same sabotage campaign is pushing the Kremlin to expand punitive anti-sabotage legal powers.
// Cascade Logic Refinery strikes + sanctions → collapsing oil revenue → widening budget deficit; parallel sabotage campaign → Kremlin repression escalation → expanded anti-sabotage law; fiscal desperation also enables broader crackdown.
// Causal Graph enables 93% Russia expands anti-sabotage… 95% Russia's federal budget defi… // Causal Links enables strength: 35% shift: 20%
Fiscal desperation and the need to protect strategic infrastructure create political cover for expanded coercive legal instruments.