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236_001predictionMacro/EconomyAGI

Universal High Income and social unrest will both happen simultaneously

Predictor: Elon Musk · 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
3/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2026-12-31
Edges in / out
6 / 5
Tickers exposed
21

Prediction text

Universal High Income and social unrest will both happen simultaneously | So my both have universal high income and social unrest. That's my prediction... Yeah. Yeah, it seems likely.

Verbatim quote

From episode "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236"
So my both have universal high income and social unrest. That's my prediction... Yeah. Yeah, it seems likely.

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 50%2026-04-302026-05-032026-05-17
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: 3 fired ✓ · 2 pending
  1. 2026-05-01 → 2026-12-31pendingFirst US state or major economy passes UBI bill above $500/month
    How: State legislature or national parliament enacts cash-transfer program >=$6,000/yr per adult; tracked via NCSL + BIEN
    Source: Andrew Yang BIEN coverage 2026conf 20%
  2. 2026-05-01 → 2026-12-31pendingAI-driven white-collar layoffs accelerate in BLS / Challenger reports
    How: Challenger Gray monthly report shows 'AI / technology' cited as cause for >=20% of layoffs in any 3 of next 8 months; or BLS knowledge-worker unemployment >5%
    Source: Fortune: 'AI jobpocalypse is here' Andrew Yang Feb 25 2026conf 70%
  3. 2026-06-01 → 2026-12-31pendingLarge-scale labor unrest event (>10,000 participants) tied to AI displacement
    How: ACLED or major-newswire-reported protest >=10K participants explicitly framing demands around AI/automation
    Source: Yang 'social unrest' framing + Stanford HAI analysisconf 35%
  4. 2026-07-01 → 2026-12-31pendingFederal pilot program or executive order on automation transition assistance
    How: Executive order, congressional bill markup, or DOL pilot announcement creating retraining or income-bridge program tied explicitly to AI
    Source: Yang's 1-3 yr UBI bridge thesis from Moonshots Ep 236conf 30%
  5. 2027-01-01 → 2027-12-31pendingOECD-wide social-insurance reform debate accelerates beyond 2026
    How: G7 communique or OECD Employment Outlook headlines AI-driven safety-net reform; both UHI proposals AND unrest indicators present
    Source: Standard policy lag from labor-shock to multilateral responseconf 40%
  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: 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%-1.5pp
Network propagation: 36.6% → 35.1%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z36.6%-2.7pp
Network propagation: 39.3% → 36.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z39.3%-4.8pp
Network propagation: 44.1% → 39.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.1%-2.0pp
Network propagation: 46.1% → 44.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.1%-3.9pp
Network propagation: 50.0% → 46.1%
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_2026
NBER recession declared 2026
20.0%0.5000.050-0.211
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.104
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.500+0.082
prereq242_057
Artemis 2 launches April 1, 2026 - circumlunar missionPeter Diamandis
56.2%0.5000.050-0.054
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.5000.050+0.047

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%0.7500.050-0.103
prereq239_009
People will be on Mars within 10 yearsElon Musk
30.9%0.5500.050-0.088
prereq232_047
Mass drivers on the moon will shoot AI satellites into deep Elon Musk
30.0%0.5500.050-0.079
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.067
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.066

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_2026NBER recession declared 2026macro_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=toE56X2h0wk",
  "mode": "CITED_PREDICTION",
  "role": "Cited-Executive",
  "context": "one of the conversations that came up was his theory that no, we're not going to have a universal basic income. Given the advances of AI and robotics, we're going to have something called universal high income... I how do we go towards universal high income instead of social unrest? So my both have universal high income and social unrest. That's my prediction.",
  "cited_by": "Peter Diamandis",
  "verbatim": "So my both have universal high income and social unrest. That's my prediction... Yeah. Yeah, it seems likely.",
  "conv_cues": "my prediction; seems likely",
  "direction": "MIXED",
  "timeframe": "Unspecified future",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "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": -4,
      "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": -3,
      "source_id": "242_057",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30"
    },
    {
      "kind": "llm_pre_event",
      "label": "First US state or major economy passes UBI bill above $500/month",
      "source": "Andrew Yang BIEN coverage 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.2,
      "source_url": "https://basicincome.org/news/2026/03/andrew-yang-warns-that-the-ai-jobpocalypse-is-here-and-advocates-for-ubi/",
      "expected_date": "2026-08-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-05-01"
      },
      "measurement_criterion": "State legislature or national parliament enacts cash-transfer program >=$6,000/yr per adult; tracked via NCSL + BIEN"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI-driven white-collar layoffs accelerate in BLS / Challenger reports",
      "source": "Fortune: 'AI jobpocalypse is here' Andrew Yang Feb 25 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -1,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://fortune.com/2026/02/25/andrew-yang-former-presidential-candidate-artifical-intelligence-job-apocalypse-white-collar-cuts-prediction-universal-basic-income/",
      "expected_date": "2026-08-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-05-01"
      },
      "measurement_criterion": "Challenger Gray monthly report shows 'AI / technology' cited as cause for >=20% of layoffs in any 3 of next 8 months; or BLS knowledge-worker unemployment >5%"
    },
    {
      "kind": "event",
      "label": "Universal High Income and social unrest will both happen simultaneously",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "236_001",
      "expected_date": "2026-09-08",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Large-scale labor unrest event (>10,000 participants) tied to AI displacement",
      "source": "Yang 'social unrest' framing + Stanford HAI analysis",
      "status": "pending",
      "weight": 0.4,
      "ordinal": 1,
      "source_id": null,
      "confidence": 0.35,
      "source_url": "https://hai.
... (truncated)