Government will print UBI checks in next 2-5 years due to AI turbulence
Predictor: Peter Diamandis · ep#247 "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247" · source
Prediction text
Government will print UBI checks in next 2-5 years due to AI turbulence | I still believe that we're going to see turbulence in the next two to two to five years and it's going to be the government printing checks to give people sort of a UBI.
Verbatim quote
I still believe that we're going to see turbulence in the next two to two to five years and it's going to be the government printing checks to give people sort of a UBI.
Predictor: Peter Diamandis
Calibration plot (stated vs observed)
Evidence about this node from Peter Diamandis is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).
Reference class
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-06-01 → 2027-12-31pendingFirst US AI-displacement legislative bill formally introduced in CongressHow: Bill explicitly tying federal cash transfers (UBI / UHI / negative income tax) to AI-displaced workers introduced in House or Senate — verifiable via Congress.gov bill trackerSource: llm_enrichedconf 55%
- 2026-09-01 → 2028-06-30pendingFirst state-level AI displacement payment program enactedHow: Any US state passes legislation creating a guaranteed-income or recurring-payment program explicitly framed as response to AI-driven displacement — confirmed via state legislative recordsSource: llm_enrichedconf 45%
- 2026-06-01 → 2028-12-31pendingBLS or independent labor research confirms >100K AI-displacement layoffs in single quarterHow: Challenger Gray, BLS Mass Layoff Statistics, or similar credible labor research shows >100K layoffs in single quarter cited specifically as AI-driven (already at ~30K/year per April 2026 reporting)Source: llm_enrichedconf 60%
- 2026-12-01 → 2029-12-31pendingUS unemployment rate exceeds 6% with non-cyclical characterizationHow: BLS U-3 unemployment rate exceeds 6.0% AND Fed/Treasury characterization in FOMC minutes or Treasury reports cites structural/AI-driven factor as primary causeSource: llm_enrichedconf 45%
- 2027-06-01 → 2031-12-31pendingFederal stimulus check or transfer program enacted >=$1,000 per adultHow: US federal government enacts via legislation any cash-transfer program of >=$1,000/adult, framed even partially as AI-displacement or structural-employment response — primary resolution criterionSource: llm_enrichedconf 40%
- 2028-01-01 → 2032-12-31pendingAI-tax or compute-tax framework adopted federally to fund transfersHow: Federal law enacted creating tax on AI compute, AI-generated revenue, or AI-firm equity that funds transfer payments — would significantly support prediction's mechanismSource: llm_enrichedconf 25%
What if this resolves?
Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"
Evidence chain
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | SEM_040 Bitcoin treasury/business strategy allows companies to outpa — Michael Saylor | 47.8% | 0.600 | 0.050 | -0.152 |
| prereq | 239_003 We are currently in AI hard takeoff — Elon Musk | 47.4% | 0.600 | 0.050 | -0.146 |
| prereq | SEM_046 AI startups are scaling incredibly fast with significantly l — Joe Liemandt | 53.5% | 0.600 | 0.050 | -0.099 |
| killer | TK10 $100T Sovereign Debt Crisis | 12.0% | 0.050 | 0.600 | +0.073 |
| prereq | SEM_006 OpenAI will operate at a ~$9B deficit in 2025, driven almost — Sam Altman | 63.5% | 0.600 | 0.050 | -0.067 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 246_003 Global economy will grow 10x in 10 years (cited from Elon Mu — Elon Musk | 37.3% | 0.550 | 0.050 | -0.096 |
| prereq | 248_009 Elon Musk's economy will grow 10x in about 10 years. — Elon Musk | 37.3% | 0.550 | 0.050 | -0.096 |
| prereq | 239_027 Diamandis cites Musk: triple-digit GDP growth in 5+ years — Elon Musk | 34.0% | 0.500 | 0.050 | -0.085 |
| prereq | 239_001 Global economy will be 10x its current size in 10 years — Elon Musk | 37.7% | 0.600 | 0.050 | -0.077 |
Ticker exposure
Beneficiaries (23)
Adverse (7)
Prerequisites (12)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_048 | OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition). | AI/Corporate | — |
| prereq | SEM_039 | Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory. | Semis/ASICs | — |
| prereq | 238_010 | AI takeoff/inflection is happening now | AI | — |
| prereq | SEM_046 | AI startups are scaling incredibly fast with significantly less capital — barrier to entry for complex software approaching zero. | AI/Startups | — |
| prereq | SEM_006 | OpenAI will operate at a ~$9B deficit in 2025, driven almost entirely by advanced-chip acquisition and facility construction. | AI/Finance | — |
| prereq | 239_003 | We are currently in AI hard takeoff | AI | — |
| prereq | SEM_040 | Bitcoin treasury/business strategy allows companies to outpace rival enterprise software firms by 10x to 30x in performance. | Finance/Crypto | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK07 | Labor Political Backlash (UBI Mandate / AI Tax) | — | — |
| killer | TK10 | $100T Sovereign Debt Crisis | — | — |
Dependents (4)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 239_001 | Global economy will be 10x its current size in 10 years | Macro/Economy | — |
| prereq | 246_003 | Global economy will grow 10x in 10 years (cited from Elon Musk). | Macro/Economy | — |
| prereq | 248_009 | Elon Musk's economy will grow 10x in about 10 years. | Macro/Economy | — |
| prereq | 239_027 | Diamandis cites Musk: triple-digit GDP growth in 5+ years | Macro/Economy | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2029-03-31 | [Capital Markets 2029-03] [247_015] Government will print UBI checks in next 2-5 years due to AI turbulence | pending |
Linked documents (6)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.622 | manifold | When will the Official Gazette detailing the April 30 income increase breakdown be published? | — | mentions | pending | 2026-05-01 |
| 0.618 | manifold | Reserve Bank of Australia (RBA) decision in November? | — | mentions | pending | 2026-05-16 |
| 0.618 | manifold | Reserve Bank of Australia (RBA) decision in August? | — | mentions | pending | 2026-05-16 |
| 0.605 | manifold | Reserve Bank of Australia (RBA) decision in June? | — | mentions | pending | 2026-05-16 |
| 0.594 | manifold | Reserve Bank of Australia (RBA) decision in September? | — | mentions | pending | 2026-05-16 |
| 0.587 | manifold | Will NSSB get delayed by more than 30 minutes? | 97% | mentions | pending | 2026-05-31 |
Raw metadata
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"url": "https://www.youtube.com/watch?v=5ak26W2YNRY",
"mode": "PREDICTION",
"role": "Host",
"context": "I still believe that we're going to see turbulence in the next two to two to five years and it's going to be the government printing checks to give people sort of a UBI",
"to_year": 2031,
"verbatim": "I still believe that we're going to see turbulence in the next two to two to five years and it's going to be the government printing checks to give people sort of a UBI.",
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... (truncated)