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
World Map
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Europe 142 active forecasts North America 100 active forecasts Russia 61 active forecasts Middle East 50 active forecasts East Asia 46 active forecasts Global 7 active forecasts South America 6 active forecasts Africa 4 active forecasts South Asia 3 active forecasts Southeast Asia 3 active forecasts Central Asia 2 active forecasts Oceania 0 active forecasts
Major Ongoing Stories (17) The biggest ongoing themes, automatically consolidated from thousands of news signals. Each card is a live thematic tracker with AI-generated description and competing development scenarios.
🔷 Russia-Ukraine War and Russia-West Confrontation 75 forecasts 7,207 signals clarity 27%
The Russia-Ukraine war remains a sprawling mega-story spanning frontline combat, drone warfare, mobilization, sanctions, internal repression, and wider confrontation with Europe and NATO. Alongside battlefield developments, the Russian state is tightening domestic ideological control through censorship, prosecutions, militarized education, and expanding repression of dissent and minority groups. Social policy is increasingly securitized, with anti-LGBT measures, psychiatric pathologization, and legal-administrative pressure reinforcing a wartime authoritarian model. The conflict also continues to shape energy markets, industrial policy, sanctions evasion, nuclear risks, and information warfare. On the external front, Moscow’s confrontation with Ukraine’s Western backers remains central, linking military aid, escalation risks, and broader geopolitical realignment. The result is a single interconnected story in which war abroad and coercive state consolidation at home increasingly reinforce one another.
[+] 🔷 Middle East Regional War 94 forecasts 4,413 signals clarity 88%
A broad regional war centered on the U.S.-Israel campaign against Iran is driving military escalation, energy shocks, diplomatic scrambling, and widening political spillover far beyond the core battlefield. Strikes on Iranian military, nuclear, and proxy-linked targets continue to reverberate across Gaza, the Levant, the Gulf, and Iraq, while governments and armed groups adjust to a more openly regionalized conflict. The war’s effects now also extend into allied Western states through protest movements, legal crackdowns, counterterror framing, and heightened security measures tied to Palestine solidarity activism and domestic polarization over Gaza. This expands the story from battlefield operations and deterrence signaling into a broader transnational conflict environment, where the Middle East war shapes policing, public order, and political contestation abroad. Energy markets, shipping risk, humanitarian stress, and alliance coordination remain central, but so do the legal and social consequences of the war’s external spillover.
[+] 🔷 Global economic volatility and corporate restructuring 10 forecasts 1,504 signals clarity 44%
The global economic volatility story is increasingly centered on sticky inflation, weakening consumer confidence, fuel-price shocks, and policy uncertainty across major economies. In the United States, falling sentiment, renewed price pressures, and politically consequential Federal Reserve debates are reinforcing concerns about growth, rates, and household strain. In Europe, eurozone inflation and fuel-related unrest show that cost pressures remain socially and politically destabilizing even after earlier disinflation. In emerging markets, fuel shortages and supply disruptions are adding another layer of stress to already fragile economic conditions. Corporate restructuring, financing pressure, and uneven demand remain important, but the mega-chain now also captures the return of macro instability through energy-linked inflation, central-bank credibility questions, and the risk of broader consumer retrenchment.
[+] 🔷 Trump Administration and U.S. Domestic Policy 3 forecasts 1,147 signals clarity 44%
The Trump administration story now extends beyond institutional conflict and executive power into a broad domestic economic-political agenda touching trade, inflation, consumer costs, and corporate behavior. Recent developments include tariffs, price pressures, and market volatility linked both to White House policy and to external shocks such as Middle East conflict. The story also now clearly includes health-sector intervention, especially efforts to pressure pharmaceutical companies over drug prices and reshape the relationship between government, industry, and household affordability. As a result, this mega-chain spans executive action, sector-specific bargaining, and the political use of pricing policy across the wider U.S. economy. The common thread is an administration trying to convert presidential leverage into visible economic outcomes while critics warn of legal overreach, market distortion, and uneven impacts across industries and consumers.
[+] 🔷 AI industry, security, regulation 22 forecasts 906 signals clarity 36%
The global AI mega-story is expanding beyond model launches and regulation into a full industrial buildout race. Companies are restructuring workforces, coding practices, and investment priorities around AI, while investors continue rewarding AI startups, chips, and infrastructure plays. Competition now spans consumer platforms, enterprise software, semiconductors, robotics, and cloud expansion across the US and Asia. A major new dimension is physical infrastructure: data centers are driving power demand, natural-gas generation plans, and transmission constraints, making energy supply a strategic bottleneck for AI deployment. Governments and courts are also moving from abstract debate to operational adoption and policy intervention, including judicial use, export controls, and cross-border investment support. At the same time, firms face questions about business-model durability, labor disruption, and whether the economics of scaling AI can justify massive spending. Overall, AI is becoming not just a software story but a capital-, labor-, and energy-intensive transformation affecting corporate strategy, public policy, and geopolitical competition.
[+] 🔷 European political and defense restructuring 7 forecasts 790 signals clarity 34%
Europe’s political and security realignment is increasingly fused with domestic leadership instability, protest pressure, and institutional reshuffling. Alongside rearmament, worries about U.S. reliability, and exposure to nearby wars, European governments are also facing more volatile internal politics. In the UK, questions around Labour leadership and Keir Starmer underscore how governing coalitions remain fragile even in major states. In the Balkans, anti-government mobilization in Albania and elite power maneuvering in Serbia highlight that Europe’s periphery remains politically fluid, with governance disputes, resignations, and street pressure feeding into wider regional uncertainty. These domestic struggles intersect with broader European concerns over rule of law, democratic legitimacy, energy exposure, and defense posture. The result is a continent where political authority, security strategy, and economic management are being renegotiated simultaneously, not only in Brussels, Paris, and Berlin, but also in London and the Balkans.
[+] 🔷 China and great power rivalry in the Indo-Pacific 18 forecasts 687 signals clarity 35%
China-centered strategic competition in the Indo-Pacific is intensifying across Taiwan, the South China Sea, military technology, trade, and regional alliance politics. The story also increasingly includes domestic political shifts inside major regional states whose elections and party competition affect alignment choices, defense policy, and economic positioning vis-a-vis Beijing and Washington. Beijing continues tightening internal control while projecting pressure outward; Taiwan remains a focal point of coercion and signaling; and regional actors such as India, South Korea, Japan, and Southeast Asian states are balancing security concerns against trade dependence. Industrial policy, semiconductor supply chains, maritime disputes, and election-driven policy changes are interacting more closely, making domestic politics a key variable in broader Indo-Pacific rivalry.
[+] 🔷 Global Humanitarian Crises and Disasters 5 forecasts 520 signals clarity 39%
A broad humanitarian mega-story is unfolding across vulnerable regions, especially in Africa and parts of Asia, where conflict, insurgency, displacement, food stress, weak public order, disease risk, and climate shocks are interacting. Crises in places such as Sudan and other fragile states are no longer only humanitarian emergencies; they also reflect deeper security and governance breakdowns that worsen civilian suffering and obstruct aid access. Migration pressures, malnutrition, local violence, and overstretched state institutions are reinforcing one another. International agencies and governments are attempting relief operations, but access constraints, funding gaps, and persistent insecurity limit impact. The story increasingly spans not just disaster response but the broader erosion of stability in exposed regions, where armed groups, political fragility, and economic hardship amplify humanitarian need. Nigeria’s worsening insecurity and public-order strain fit this wider pattern of conflict-linked civilian vulnerability and regional destabilization.
[+] 🔷 Western Hemisphere Geopolitics 1 forecasts 402 signals clarity 34%
Across the Western Hemisphere, U.S. power projection, sanctions policy, instability, and migration management are producing a diverse but connected set of stories. Cuba remains a key pressure point, with blockade-linked economic strain, energy vulnerabilities, emergency planning, and law-enforcement friction with Washington. Venezuela policy is also shifting, including sanctions adjustments and humanitarian concerns, while wider regional commentary suggests resistance to a more assertive U.S. Monroe Doctrine approach. Elsewhere, Haiti’s extreme insecurity and Colombia’s armed violence show the persistence of chronic regional instability, and migration cooperation frameworks continue to develop through countries such as Brazil. Russia’s presence in Cuba and broader external-power involvement underline that the hemisphere is not insulated from global competition. The main pattern is uneven regional fragmentation: U.S. leverage remains strong but contested, local crises remain severe, and outside actors continue to find openings in politically and economically stressed states.
[+] 🔷 Global Cybersecurity and Platform Governance 5 forecasts 324 signals clarity 28%
Cybersecurity and digital-platform governance are converging into a single global story spanning state-linked hacking, software supply-chain compromise, cloud intrusions, ransomware, spyware, privacy complaints, crypto theft, and intensifying regulation of major internet platforms. North Korean, Russian, and other threat actors remain active across open-source ecosystems, messaging platforms, enterprise software, and digital-asset targets, while defenders are scrambling to patch zero-days, contain data breaches, and respond to credential-theft surges. In parallel, governments and courts are pressing platforms over child safety, addiction, transparency, defamation, and liability shields, showing that digital risk is now treated as both a security issue and a governance problem. This story also includes growing concern over AI-assisted coding and how it may widen attack surfaces. The core trend is that cyber incidents are no longer isolated technical events: they increasingly trigger legal action, regulatory scrutiny, corporate retrenchment, and geopolitical attribution. The result is a tighter link between national security, private infrastructure resilience, and the political control of online platforms.
[+] 🔷 Domestic security incidents and regional tension across Eurasia 1 forecasts 315 signals clarity 32%
A cross-regional security story is forming around domestic violence, terrorism policing, and politically charged unrest across parts of Eurasia. In Pakistan, counterterror operations and arrests point to persistent militant threats and the continued central role of security agencies in urban surveillance and prevention. In India, local unrest is being interpreted through a Pakistan-linked lens, showing how domestic disturbances can quickly feed into nationalist politics and India-Pakistan suspicion. In Turkey, a deadly school shooting underscores a parallel but related trend: acute public-security failures that generate national shock, demands for accountability, and debate over weapons, policing, and prevention. Though these incidents differ in origin, they share a common pattern of internal insecurity becoming politically consequential. Security events are no longer purely local; they are rapidly folded into broader narratives about extremism, cross-border interference, state capacity, and public order. The result is a wider regional theme of domestic security stress with geopolitical spillover.
[+] 🔷 Climate Change and Global Energy Transition 6 forecasts 257 signals clarity 35%
Climate change and the energy transition are increasingly part of one global mega-story linking physical climate indicators, industrial policy, energy security, and economic restructuring. On the climate side, monitoring of Arctic sea ice, temperatures, drought, flooding, and other environmental signals is providing continual evidence of long-term planetary change with implications for shipping, ecosystems, agriculture, and disaster risk. In parallel, governments and firms are accelerating deployment of solar, batteries, grids, and other low-carbon technologies to cut emissions, reduce import dependence, and build domestic manufacturing capacity. India’s rising solar module capacity reflects this wider competition to localize clean-energy supply chains and capture investment, jobs, and strategic leverage. The story spans science, industry, finance, and geopolitics: climate metrics shape policy urgency, while renewable buildouts reshape trade patterns, infrastructure needs, and state support policies. A key trend is the fusion of adaptation and mitigation—states are simultaneously responding to worsening climate impacts and racing to scale technologies meant to reduce future vulnerability and fossil-fuel exposure.
[+] 🔷 Global governance, law, transnational issues 0 forecasts 209 signals clarity 27%
This mega-chain covers cross-border governance and legal disputes that do not fit neatly inside a single regional war, now extending further into global institutional management and labor-linked conflict around major international events. Alongside UN processes, international legal claims, sovereignty disputes, sanctions regimes, and multilateral rule-setting, it now also includes tensions inside global non-state governing bodies whose decisions carry diplomatic, commercial, and public-order consequences. Cases involving organizations such as FIFA show how labor threats, host-country coordination, security planning, and international event governance can become transnational political issues in their own right.
[+] 🔷 Global space race and commercial space infrastructure 2 forecasts 169 signals clarity 45%
Space is re-emerging as a major strategic and commercial arena, centered on lunar missions, launch competition, satellite networks, and new orbital infrastructure. NASA’s Artemis program remains the flagship Western moon effort, but it is now intersecting with budget fights, technical risks, and a wider ecosystem led by SpaceX and other private firms. China, Russia, Japan, and commercial operators are all pushing their own launches, moon ambitions, satellite systems, and long-horizon infrastructure plans, including orbital data centers and lunar power concepts. At the same time, commercial connectivity assets such as Starlink and satellite operators are becoming geopolitically consequential in conflict zones and national communications planning. This mega-story therefore spans science, defense, industrial policy, telecommunications, and great-power rivalry. The key trend is that space is no longer a narrow exploration beat: it is becoming core infrastructure for communications, intelligence, logistics, prestige, and future computing capacity. Lunar milestones, launch setbacks, M&A rumors, and orbital-network expansion are all pieces of the same accelerating race.
[+] 🔷 Prediction markets and speculative political rumors 0 forecasts 101 signals clarity 32%
A small but distinct cross-border story is forming around prediction markets, especially Polymarket, as venues for speculative claims about elections, leadership survival, diplomatic outcomes, and even celebrity-linked political gossip. These markets are increasingly treated as real-time sentiment indicators, but many contracts amplify low-quality rumor, thinly sourced narratives, and attention-driven betting rather than verified reporting. The result is a hybrid information-finance space where political chatter, media virality, and probabilistic pricing interact across countries. Recent examples span South Korean electoral odds, Romanian leadership scenarios, and non-substantive personal rumors tied loosely to geopolitical news cycles. The broader trend matters because prediction markets can shape narratives, influence online discourse, and create feedback loops between speculation and coverage even when underlying events remain unlikely or unconfirmed. This is less a conventional regional political story than a transnational information market story with implications for media reliability, campaign discourse, and the commercialization of uncertainty.
[+] 🔷 Global Biotech and Medical Innovation 0 forecasts 58 signals clarity 35%
A distinct global health story is forming around drug development, clinical breakthroughs, and the race to translate biomedical research into improved survival and treatment outcomes. This includes experimental medicines moving through trials, regulatory review by agencies such as the FDA, and growing attention to cancers and other high-burden diseases where new therapies could materially change standards of care. The trend is not just scientific: it also has major business, regulatory, and public-health implications, shaping investor attention, hospital adoption, patient access, and pricing debates. As trial data become more consequential, even early-stage results can move markets and alter treatment pipelines. Governments, regulators, drugmakers, researchers, and patient communities are all central actors in this story. The broader trajectory points toward faster therapeutic iteration, more targeted treatments, and heavier scrutiny over safety, efficacy, and affordability. This mega-chain captures major medical advances and regulatory milestones that are principally about health innovation rather than macroeconomics, domestic politics, or humanitarian crisis.
[+] 🔷 Global Demographic Transition and Fertility Decline 0 forecasts 10 signals clarity 30%
A major long-term global story is the spread of below-replacement fertility across both advanced and middle-income countries, with growing implications for labor markets, pension systems, migration policy, health systems, and geopolitical weight. As more of the world’s population lives in countries with fertility below replacement level, governments are confronting aging populations, slower workforce growth, rising dependency ratios, and uneven regional population balances. The trend is no longer confined to Europe or East Asia; it increasingly affects large emerging economies as well, reshaping development assumptions and future consumption patterns. Policy responses vary, including family subsidies, childcare support, housing incentives, immigration reform, and efforts to boost women’s labor-force participation, but durable reversals have proven difficult. The demographic transition is also altering investment priorities, urban planning, education demand, and military recruitment potential. At the same time, countries that retain younger populations may gain relative economic and political importance. This story is becoming a core background driver of global economic strategy and state capacity debates.
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