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239_019predictionMacro/EconomyAGI

Deflation will occur as goods/services output exceeds money supply growth

Predictor: Elon Musk · ep#239 "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239" · source

Prior probability
55.0%
Current probability
40.2%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2027-12-31
Edges in / out
6 / 5
Tickers exposed
21

Prediction text

Deflation will occur as goods/services output exceeds money supply growth | if the rate of growth of of goods and services far exceeds the rate of growth of the money supply which I predict will happen uh then uh you will have deflation.

Verbatim quote

From episode "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239"
if the rate of growth of of goods and services far exceeds the rate of growth of the money supply which I predict will happen uh then uh you will have deflation.

Predictor: Elon Musk

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0142
excellent
Hits / Misses
1 / 0
of 3 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Elon Musk 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

5 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 40.2%

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: 3 fired ✓ · 1 pending
  1. 2026-06-30pendingTesla Optimus 3 enters production
    How: Tesla begins production of Optimus 3 humanoid robot in summer 2026; required productivity input for Musk's deflation thesis
    Source: Webpronews — 'Tesla's Optimus 3 enters production this summer, high-volume manufacturing expected by summer 2027'conf 70%
  2. 2027-06-01 → 2028-06-30pendingUS CPI core inflation drops below 2% YoY
    How: US BLS CPI core inflation drops below 2% YoY (Fed target floor) for >=3 consecutive months, signaling productivity-driven disinflation onset
    Source: Musk thesis via KuCoin — '~3 years for output to exceed money supply growth'conf 50%
  3. 2027-01-01 → 2028-12-31pendingGoods-price PPI declines YoY for >=2 consecutive quarters
    How: US Producer Price Index for goods declines YoY for at least 2 consecutive quarters, evidence of productivity-driven goods deflation
    Source: Standard macroeconomic measurement of deflation onsetconf 40%
  4. 2027-06-01 → 2029-06-30pendingFed funds rate cut to <2% citing AI productivity disinflation
    How: Federal Reserve cuts target funds rate below 2% with AI/automation productivity gains explicitly cited in FOMC minutes as disinflationary driver
    Source: Musk thesis via Fortune — 'AI and robotics save economy from crushing debt' + standard policy responseconf 40%
  5. 2028-01-01 → 2032-12-31pendingReal GDP growth exceeds 5% sustained 4 quarters
    How: US real GDP growth >=5% YoY for >=4 consecutive quarters, validating Musk's '10x economy in 10 years' productivity acceleration thesis
    Source: Musk Abundance Summit 2026 — 'comfortable prediction of 10x economy in 10 years'conf 30%
  6. 2036-08-14pendingPeople will be on Mars within 10 years
  7. 2036-09-06pendingMoon base will exist in 10 years

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: 40%)

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
LBP2026-05-17T02:00:01Z40.2%-1.5pp
Network propagation: 41.7% → 40.2%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z41.7%-2.5pp
Network propagation: 44.2% → 41.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z44.2%-4.3pp
Network propagation: 48.5% → 44.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.5%-2.2pp
Network propagation: 50.7% → 48.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z50.7%-4.3pp
Network propagation: 55.0% → 50.7%
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_2027
NBER recession declared 2027
30.0%0.5500.050-0.202
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.098
prereq242_057
Artemis 2 launches April 1, 2026 - circumlunar missionPeter Diamandis
56.2%0.5500.050-0.078
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.550+0.073
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.5500.050+0.034

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.067
prereq239_009
People will be on Mars within 10 yearsElon Musk
30.9%0.5500.050-0.063
prereq232_047
Mass drivers on the moon will shoot AI satellites into deep Elon Musk
30.0%0.5500.050-0.053
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.042
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.041

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereq242_057Artemis 2 launches April 1, 2026 - circumlunar missionSpace
prereqS_RECESSION_2027NBER recession declared 2027macro_recession
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace
prereq239_009People will be on Mars within 10 yearsSpace
prereq232_047Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.Space

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=N5KCm_55xeQ",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "context": "if the rate of growth of of goods and services far exceeds the rate of growth of the money supply which I predict will happen uh then uh you will have deflation.",
  "verbatim": "if the rate of growth of of goods and services far exceeds the rate of growth of the money supply which I predict will happen uh then uh you will have deflation.",
  "conv_cues": "I predict will happen",
  "direction": "DOWN",
  "timeframe": "future, unspecified",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -3,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Artemis 2 launches April 1, 2026 - circumlunar mission",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "242_057",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla Optimus 3 enters production",
      "source": "Webpronews — 'Tesla's Optimus 3 enters production this summer, high-volume manufacturing expected by summer 2027'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -1,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.webpronews.com/elon-musks-bold-bet-ai-robots-flood-markets-reshape-economies-by-2027/",
      "expected_date": "2026-06-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Tesla begins production of Optimus 3 humanoid robot in summer 2026; required productivity input for Musk's deflation thesis"
    },
    {
      "kind": "event",
      "label": "Deflation will occur as goods/services output exceeds money supply growth",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "239_019",
      "expected_date": "2027-05-13",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "US CPI core inflation drops below 2% YoY",
      "source": "Musk thesis via KuCoin — '~3 years for output to exceed money supply growth'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": 1,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.kucoin.com/news/insight/BTC/696cff0d586da70007562637",
      "expected_date": "2027-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2027-06-01"
      },
      "measurement_criterion": "US BLS CPI core inflation drops below 2% YoY (Fed target floor) for >=3 consecutive months, signaling productivity-driven disinflation onset"
    },
    {
      "kind": "llm_pre_event",
      "label": "Goods-price PPI declines YoY for >=2 consecutive quarters",
      "source": "Standard macroeconomic measurement of deflation onset",
      "status": "pending",
      "weight": 0.4,
      "ordinal": 2,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2028-01-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "US Producer Price Index for goods declines YoY for at least 2 consecutive quarters, evidence of productivity-driven goods deflation"
    },
    {
      "kind": "llm_post_event",
      "label": "Fed funds rate cut to <2% 
... (truncated)