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 Eastern Push Accelerates Ukrainian Robotic Logistics Deployment → Stable active Military & Defense Technology Social eastern europe
Renewed Russian advances forcing eastern Ukraine evacuations create urgent demand for unmanned ground logistics, driving the 10,000+ robot rollout that — backed by German and Nordic industrial pipelines — underwrites front-line resilience.
// Cascade Logic Russian advances → civilian evacuation + manpower strain → urgent robotic logistics deployment ← German/Nordic defense-industrial pipelines → Sumy/eastern front resilience
// Causal Graph triggers 95% Renewed eastern Ukraine evac… 82% Ukraine to deploy 10,000+ gr…
// Evidence Base 1 news chain Avg. clarity: 46% News chains feeding the forecasts in this narrative. Each chain is a stream of related news that the system tracks over time, with competing hypotheses about what is really happening.
// Causal Links triggers strength: 65% shift: 30%
Russian advances and civilian withdrawal compound the manpower ceiling, accelerating Ukraine's substitution of human logisticians with unmanned ground vehicles.