Ground truth validation
We generate independent predictions using the formula, then compare against Polymarket consensus. Polymarket is our benchmark — not our goal. The question is whether our model converges on better estimates than the crowd, and by how much. Scoring uses Brier score (lower is better).
1/1
predictions beat market
0.0400
average Brier score
11
active predictions
11
live predictions
01
Structural events only
The formula prices collective and structural phenomena — regime transitions, economic phase shifts, war dynamics, institutional collapse. It cannot predict individual behavior or personal decisions.
02
Prediction logged
Our probability estimate and the market consensus probability are both logged before the event resolves. No retroactive changes.
03
Brier score calculated
When the market resolves, both predictions are scored. Brier = (prediction - outcome)². Lower is better. Market Brier > our Brier = win.
| Market | Our P | Market P | Confidence | Date Made | Status |
|---|---|---|---|---|---|
Will the UK exit NATO by June 30, 2026? Formula: 2.5% [0.5%, 8%]. Market started at 10%, drifted to 4.75% (S17), then through 4.65% / 4.60% / 4.55% / 4.65% / 4.60% / 3.20% / 3.40% / 3.15% over Sessions 18-26. Best convergence reading 79.06% at Session 26 (second-best in series history). API_BLOCKED at Session 27 and Session 28; live signal carries forward from Session 26. NDAA Section 1250A and 180-day notification requirement make structural exit physically implausible at this horizon. Direction CORRECT across the full S15-S26 live-signal arc. | 2.5% | 4.8% | HIGH — formula predicts structural stability of institutional anchors in Zone 3 OECD states | April 7, 2026 | Pending |
Will Keir Starmer be out as UK Prime Minister by December 31, 2026? Formula: 58% [40%, 73%]. Market drifted 65.5% / 66.5% / 66.5% / 67.5% / 68.5% / 70.0% / 68.0% across Sessions 18-26 (catalyst window leading into UK May 7-8 local elections). Worst single-session divergence S25 (convergence -26.32%, CI buffer compressed to 3.0pp); largest favorable convergence delta S26 (+21.02pp, CI buffer recovered to 5.0pp). API_BLOCKED at Session 27 and Session 28; pre-election refresh missed; live signal carries forward from Session 26. Our estimate unchanged across the full window. Pre-election warning DOWNGRADED to MONITORING at Session 26. | 58.0% | 65.0% | LOW — qualitative institutional-constraint assessment. Zone 3 OECD — PSI validity 0.25. | April 16, 2026 | Pending |
Will a Russia-Ukraine ceasefire be officially announced before January 1, 2027? Formula: 42% [22%, 63%] — wide CI reflects low PSI validity in active conflict. War-termination literature (Richardson power law + Weibull duration model): ~38% base rate at this conflict duration. Economic constraint vector for Russia elevated. Uncertainty flag: endogenous US pressure variable not formally modeled. | 42.0% | 38.0% | LOW — PSI validity in active-conflict zones: 0.15. Prediction driven primarily by cliodynamic war-termination base rates and economic-constraint analysis, not full formula composite. | April 19, 2026 | Pending |
Will the IMF declare a global recession for calendar year 2026? Formula: 28% [14%, 44%] — above market consensus at 22%. Key drivers: (1) global trade network fragility elevated post-tariff shock (percolation model: 0.34 fragility index), (2) debt-cycle phase for 7/10 largest economies at late-expansion, (3) Minsky moment probability elevated at 0.19 for 2026. Market may be underweighting tail risk from trade-network cascade effects. | 28.0% | 22.0% | MEDIUM — Econophysics + cliodynamics modules. Global macro-state vector S_t elevated on trade-stress and debt-cycle components. Mean-field approximation applied across G20 economies. | April 19, 2026 | Pending |
Will China launch a military invasion of Taiwan before January 1, 2030? Formula: 12% [4%, 28%]. Drivers: elite overproduction index in PRC elevated (0.019), economic growth deceleration increasing internal pressure, but deterrence calculus (nuclear shadow + US commitment) constrains probability. Structural geopolitical dynamics — formula and market in rough agreement; small divergence driven by formula weighting internal-pressure vector more heavily. | 12.0% | 10.0% | LOW — Long-horizon prediction (3.7 years). Full formula composite active but confidence degrades with horizon: CI [4%, 28%]. Cliodynamics + political-scientist + network-scientist modules primary. | April 19, 2026 | Pending |
Will any EU member state begin formal exit proceedings before January 1, 2030? Formula: 18% [8%, 32%]. Driven by EU institutional fragility analysis: Hungary and Poland have elevated elite overproduction indices (0.017, 0.014) and persistent rule-of-law disputes creating structural exit pressure. Historical base rate for bloc fragmentation at this cohesion level: ~15%. Formula adds 3% above market from network percolation model of EU solidarity bonds — threshold not yet reached but trending upward. | 18.0% | 14.0% | LOW — Long-horizon (3.7 years). Political-scientist + network-scientist modules. PSI validity for Hungary: 0.40; Poland: 0.35. Institutional fragility index elevated in both. | April 19, 2026 | Pending |
Will Brazil experience a significant democratic backsliding event (suspension of legislature or judiciary by executive) before January 1, 2028? Formula: 14% [5%, 27%]. Drivers: (1) post-2022 polarization index elevated at 0.71, (2) military institutional friction persists above pre-2016 baseline, (3) Turchin secular cycle places Brazil in 'integrative phase fragility' zone. Market at 11% — formula adds 3% from structural polarization dynamics. Historical analogues: Turkey 2016, Bolivia 2019 — similar PSI trajectories resolved without backsliding in ~75% of cases. | 14.0% | 11.0% | LOW — Zone 1 (emerging). PSI validity 0.30. Cliodynamics + political-scientist modules. Secular cycle analysis active: Brazil in post-crisis consolidation phase with elevated polarization index. | April 19, 2026 | Pending |
Will China's average annual GDP growth rate fall below 3% over the 2027–2030 period? Formula: 32% [14%, 52%] — above market consensus at 25%. Key structural drivers: (1) real estate sector debt overhang equivalent to ~28% of GDP, consistent with Japan 1991 and Korea 1997 pre-correction trajectories, (2) demographic compression (working-age population decline accelerating from 2025), (3) Minsky moment probability for property sector at 0.31 over the 2026–2028 window. Formula flags: these are macro-structural forces acting on aggregate economic behavior — not a prediction about policy response. | 32.0% | 25.0% | LOW — Long-horizon (4+ years). Econophysics + cliodynamics modules. Debt cycle dynamics and demographic transition vector both active. Wide CI [14%, 52%] reflects horizon uncertainty. | April 19, 2026 | Pending |
Will any G20 member experience a sovereign debt default or restructuring before January 1, 2028? Formula: 22% [10%, 36%]. Structural drivers: Argentina (debt restructuring cycle: 0.62 recurrence probability over 5-year horizon), Turkey (external debt vulnerability index: 0.58), and South Africa (fiscal fragility index: 0.44) are primary contributors to the aggregate probability. Network contagion analysis: sovereign debt percolation threshold not breached but single-node default would elevate systemic risk. Market at 17% — formula adds 5% from debt-cycle phase analysis. | 22.0% | 17.0% | MEDIUM — Econophysics + political-scientist modules. Debt cycle phase analysis across G20. PSI composite stress index elevated for 3 members. Mean-field approximation across sovereign debt network. | April 19, 2026 | Pending |
Will global trade as a share of world GDP fall below its 2010 level by January 1, 2029? Formula: 35% [18%, 52%]. Structural deglobalization pressure: (1) trade network percolation analysis shows fragility index at 0.41 (above 2008 crisis level of 0.38), (2) tariff shock propagation model predicts 8–14% bilateral trade reduction in affected dyads, (3) supply chain reshoring dynamics now self-reinforcing above critical threshold. This is a collective structural phenomenon driven by aggregate firm behavior and state policy interactions — not reducible to any single actor's decision. | 35.0% | 28.0% | LOW — Long-horizon (2.7 years). Econophysics + network-scientist modules. Trade network topology fragility index elevated post-2018. Mean-field analysis across bilateral trade relationships. | April 19, 2026 | Pending |
Will any G7 country experience a mass civil-unrest event (>1M participants in a single protest or protest wave) before January 1, 2028? Formula: 38% [22%, 56%]. Structural drivers: (1) PSI composite elevated in 4/7 G7 members above 0.55 threshold, (2) elite overproduction index averaged across G7 at 0.016 (post-1970 high), (3) Granovetter-threshold simulation with current opinion-dynamics parameters places cascade probability at 0.31 per G7 country per 24-month window, aggregated to 0.38 at least-one-occurrence. Pure collective-action prediction — no individual actor or specific party framing. Replaces withdrawn Trump-impeachment prediction (individual-event, out of scope under v1.0 protocol). | 38.0% | 30.0% | MEDIUM — Long-horizon (~20 months). Comp-sociologist + cliodynamicist + political-scientist modules. Collective-action threshold model + PSI composite across G7 states. | April 19, 2026 | Pending |
| Market | Our P | Market P | Confidence | Date Made | Result |
|---|---|---|---|---|---|
Hungary: Will Tisza win the 2026 parliamentary election? FIRST FORMULA WIN. Market Brier: 0.0729. Our Brier: 0.0400. Elite overproduction + PSI elevation correctly identified structural fragility of Orbán's regime. | 80.0% | 74.0% | HIGH — Zone 2 (industrializing) PSI validity 0.45 | April 7, 2026 | Beat marketBrier: 0.0400 |