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236_036predictionMacro/Economyeconomy

Hyperinflation to solve debt problem in post-scarcity AI economy

Predictor: Alex Wissner-Gross · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source

Prior probability
50.0%
Current probability
35.1%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2028-12-31
Edges in / out
6 / 0
Tickers exposed
31

Prediction text

Hyperinflation to solve debt problem in post-scarcity AI economy | The answer is obvious. We'll hyperinflate and we know how to do it. If if if the cost of everything goes down to zero because or near zero because we've solved everything, we start printing money and everyone becomes billionaires or trillionaires.

Verbatim quote

From episode "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236"
The answer is obvious. We'll hyperinflate and we know how to do it. If if if the cost of everything goes down to zero because or near zero because we've solved everything, we start printing money and everyone becomes billionaires or trillionaires.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
Calibration plot (stated vs observed)

Evidence about this node from Alex Wissner-Gross 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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

6 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-05-072026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 35.1%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 1 overdue ⏱ · 7 pending
  1. 2026-04-29overdueAI productivity boom debate — disinflation vs inflation contested
    How: Major central bank (Fed, ECB, BoE) publishes formal analysis of AI's net inflationary/disinflationary impact — debate is live
    Source: https://www.euronews.com/business/2026/04/29/how-ai-is-forcing-central-banks-to-rethink-inflation-and-ratesconf 95%
    Notes: ECB / Fed / BoE all engaged on AI macro impact.
  2. 2026-10-26pendingQ1 window check-in (25%)
  3. 2026-04-01 → 2027-12-31pendingFirst major economist publishes AI-driven hyperinflation framework
    How: Tier-1 academic or central-bank economist publishes paper modeling AI-led hyperinflation as deliberate debt-resolution mechanism — moves Wissner-Gross thesis from podcast to literature
    Source: NBER, Brookings, Fed working papersconf 30%
  4. 2026-06-01 → 2027-12-31pendingUS M2 / debt monetization signal — fiscal dominance proxy
    How: US M2 growth >10% YoY for 6+ months OR Fed balance sheet expands by >$1T amid AI capex boom — proxy for inflationary monetary stance
    Source: Federal Reserve H.6 release; H.4.1 balance sheetconf 40%
    Notes: Hyperinflation precondition: monetary acceleration. Fed currently QT, so threshold high.
  5. 2027-04-23pendingQ2 window check-in (50%)
  6. 2026-06-01 → 2028-12-31pendingAI-driven structural disinflation — opposite outcome (negation watch)
    How: Core goods CPI declines YoY for 12+ months AND productivity grows >2.5%/yr — would refute Wissner-Gross hyperinflation thesis in favor of structural disinflation view
    Source: https://www.savvywealth.com/blog-posts/ai-is-quietly-creating-disinflation-deflation-in-the-u-s-economyconf 55%
    Notes: Most economists currently see AI as net disinflationary — opposite of Wissner-Gross thesis. Probability of negation is higher than probability of confirmation.
  7. 2027-10-19pendingQ3 window check-in (75%)
  8. 2027-06-01 → 2028-12-31pendingUS headline CPI exceeds 8% sustained for 12+ months
    How: BLS headline CPI YoY >=8% for 12 consecutive months — sub-hyperinflation but materially above current trend; would validate inflationary pressure
    Source: BLS CPI data seriesconf 15%
    Notes: 8% sustained still well below hyperinflation (50%/month). Wissner-Gross's claim is extreme; this milestone is a much weaker but more probable read-through.

No downstream cascades — this prediction is a leaf in the dependency graph.

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 35%)

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

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-17T02:00:01Z35.1%+1.0pp
Network propagation: 34.1% → 35.1%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z34.1%+2.0pp
Network propagation: 32.1% → 34.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
metadata_milestone_miss_sweep2026-05-07T22:13:01Z32.1%-7.5pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.321 blend=0.321 LLR=-0.325 κ=0.84 no_blend
Raw metadata
{
  "trf": 0.9918793994642129,
  "kappa": 0.8438,
  "base_rate": null,
  "predictor": "Alex Wissner-Gross",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.4221840208242048,
  "bayes_factor": "1.4:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.39599425143170164,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.8016099999999999,
      "label": "AI productivity boom debate — disinflation vs inflation contested",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.95,
      "source_url": "https://www.euronews.com/business/2026/04/29/how-ai-is-forcing-central-banks-to-rethink-inflation-and-rates",
      "adjusted_llr": -0.3250248853105856,
      "expected_date": "2026-04-29",
      "measurement_criterion": "Major central bank (Fed, ECB, BoE) publishes formal analysis of AI's net inflationary/disinflationary impact — debate is live"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.30568442037505095,
  "outside_weight": 0.694315579624949,
  "posterior_prob": 0.32142977010821544,
  "posterior_logit": -0.7472089061347904,
  "predictor_brier": 0.03413,
  "inside_posterior": 0.32142977010821544,
  "blended_posterior": 0.32142977010821544,
  "reference_class_id": null,
  "total_adjusted_llr": -0.3250248853105856,
  "predictor_n_resolved": 11
}
LBP2026-05-03T02:00:01Z39.6%-3.4pp
Network propagation: 43.0% → 39.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z43.0%-2.4pp
Network propagation: 45.4% → 43.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z45.4%-4.6pp
Network propagation: 50.0% → 45.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereqS_RECESSION_2028
NBER recession declared 2028
30.0%0.5000.050-0.166
killerTK10
$100T Sovereign Debt Crisis
12.0%0.0500.500+0.095
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.500+0.068
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.500+0.059
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.500+0.036

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

31 ticker(s) linked

Beneficiaries (23)

UDMYBBAISRFMSOUNNVDACOURCRCLDOCNAIADUSGTLBZMAMZNGDDYGOOGLIBMMETAMSFTNFLXORCLRDDTSPOTUBER

Adverse (7)

KKRJNKAPOHYGKREXLYXHB

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_RECESSION_2028NBER recession declared 2028macro_recession
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)
killerTK10$100T Sovereign Debt Crisis

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.605polymarketOver $100M committed to the Printr public sale?1%mentionspending2026-04-26
0.604polymarketOver $3M committed to the Printr public sale?5%mentionspending2026-04-26
0.603polymarketOver $40M committed to the Printr public sale?0%mentionspending2026-04-26
0.603polymarketOver $4M committed to the Printr public sale?3%mentionspending2026-04-26
0.603polymarketOver $20M committed to the Printr public sale?1%mentionspending2026-04-26
0.602polymarketOver $30M committed to the Printr public sale?1%mentionspending2026-04-26
0.602polymarketOver $6M committed to the Printr public sale?2%mentionspending2026-04-26
0.602polymarketOver $8M committed to the Printr public sale?1%mentionspending2026-04-26
0.602polymarketOver $15M committed to the Printr public sale?1%mentionspending2026-04-26
0.601polymarketOver $60M committed to the Printr public sale?1%mentionspending2026-04-26

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=toE56X2h0wk",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "How is debt going to be paid in a hyperdelationary AI economy if scarcity disappears, earnings collapse but debt remains? ... The answer is obvious. We'll hyperinflate and we know how to do it. If if if the cost of everything goes down to zero because or near zero because we've solved everything, we start printing money and everyone becomes billionaires or trillionaires.",
  "verbatim": "The answer is obvious. We'll hyperinflate and we know how to do it. If if if the cost of everything goes down to zero because or near zero because we've solved everything, we start printing money and everyone becomes billionaires or trillionaires.",
  "conv_cues": "obvious; we'll; we know how",
  "direction": "HAPPEN",
  "timeframe": "Unspecified future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "AI productivity boom debate — disinflation vs inflation contested",
      "notes": "ECB / Fed / BoE all engaged on AI macro impact.",
      "source": "https://www.euronews.com/business/2026/04/29/how-ai-is-forcing-central-banks-to-rethink-inflation-and-rates",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.euronews.com/business/2026/04/29/how-ai-is-forcing-central-banks-to-rethink-inflation-and-rates",
      "expected_date": "2026-04-29",
      "miss_emitted_at": "2026-05-07T22:13:01.009021+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Major central bank (Fed, ECB, BoE) publishes formal analysis of AI's net inflationary/disinflationary impact — debate is live"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2026-10-26",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "First major economist publishes AI-driven hyperinflation framework",
      "source": "NBER, Brookings, Fed working papers",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.3,
      "expected_date": "2027-02-14",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-04-01"
      },
      "measurement_criterion": "Tier-1 academic or central-bank economist publishes paper modeling AI-led hyperinflation as deliberate debt-resolution mechanism — moves Wissner-Gross thesis from podcast to literature"
    },
    {
      "kind": "llm_pre_event",
      "label": "US M2 / debt monetization signal — fiscal dominance proxy",
      "notes": "Hyperinflation precondition: monetary acceleration. Fed currently QT, so threshold high.",
      "source": "Federal Reserve H.6 release; H.4.1 balance sheet",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2027-03-17",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "US M2 growth >10% YoY for 6+ months OR Fed balance sheet expands by >$1T amid AI capex boom — proxy for inflationary monetary stance"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
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      "source_id": null,
      "expected_date": "2027-04-23",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "AI-driven structural disinflation — opposite outcome (negation watch)",
      "notes": "Most economists currently see AI as net disinflationary — oppos
... (truncated)