Social unrest unfortunately much closer than we'd like to think
Predictor: Andrew Yang · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source
Prediction text
Social unrest unfortunately much closer than we'd like to think | like the unrest is unfortunately much closer than we'd like to think.
Verbatim quote
like the unrest is unfortunately much closer than we'd like to think.
Predictor: Andrew Yang
Calibration plot (stated vs observed)
Evidence about this node from Andrew Yang 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
- 2026-02-15hitLondon anti-AI march at OpenAI/DeepMind/Meta HQs (largest AI protest to date)How: Hundreds-to-thousands attend coordinated march at frontier AI HQs; signed Pro-Human AI DeclarationSource: MIT Technology Review — Resistance: 10 Things That Matter in AI Right Now (April 2026)conf 95%Notes: HIT — February 2026 London march, Pro-Human AI Declaration signed by MAGA, DSA, labor and church coalition.
- 2026-02-28hitMajor-tech mass-layoff cluster Q1 2026 (Block 40%, Atlassian 1,600+)How: Two or more US tech firms with >5,000 headcount announce >=10% workforce cuts within a 60-day window, citing AI/automationSource: MIT Tech Review reporting on Block / Atlassian layoffsconf 92%Notes: HIT — Block (40%) + Atlassian (1,600) within weeks of each other, fueling unrest narrative.
- 2026-04-01hitUS ranks 3rd globally for civil unrest risk; sharpest 12-month protest-size increaseHow: Maplecroft / Verisk political risk index ranks US in top-3 for unrest with documented sharpest size-of-protest increase globallySource: Maplecroft — Escalating unrest, polarisation, economic woes set stage for disruptive 2026conf 90%
- 2026-04-15hitMay 1, 2026 mass labor protests in US (>500 organizations participating)How: >=500 labor unions / student groups / community orgs commit to coordinated nationwide May Day protest action against AI displacement / billionaire policySource: Newsweek — May Day Protests: Workers, Students Urged To Walk Out Across US (April 2026)conf 92%Notes: HIT — 500+ organizations confirmed for May 1 2026 'tax the rich / end ICE' day-of-action; 63 protests already monitored as of mid-April.
- 2026-06-01 → 2026-08-31pendingSingle-day US protest crowd >=500K nationwide (June-Aug 2026)How: Coordinated nationwide US protest day exceeds 500,000 participants per Crowd Counting Consortium / ACLEDSource: Crowd Counting Consortium, ACLEDconf 55%Notes: Cascade — would constitute 'much closer than we'd like to think' threshold.
What if this resolves?
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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_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.600 | 0.050 | -0.057 |
| prereq | 235_038 David Sinclair begins partial epigenetic reprogramming trial — Peter Diamandis | 74.0% | 0.600 | 0.050 | -0.055 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.600 | 0.050 | -0.049 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.600 | 0.050 | -0.039 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.037 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | +0.013 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | +0.012 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | +0.008 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | +0.008 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.006 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (8)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | 235_038 | David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026. | Biotech/Longevity | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=toE56X2h0wk",
"mode": "PREDICTION",
"role": "Guest-Politician",
"context": "Even recognizing that people are going to slip through the cracks. Like even if we were to do a lot of good things like that there there's I mean this is where Elon's I I predict universal high income and social unrest. It's like the unrest is unfortunately much closer than we'd like to think.",
"to_year": 2027,
"verbatim": "like the unrest is unfortunately much closer than we'd like to think.",
"conv_cues": "much closer than we'd like",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "Near-term",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "London anti-AI march at OpenAI/DeepMind/Meta HQs (largest AI protest to date)",
"notes": "HIT — February 2026 London march, Pro-Human AI Declaration signed by MAGA, DSA, labor and church coalition.",
"source": "MIT Technology Review — Resistance: 10 Things That Matter in AI Right Now (April 2026)",
"status": "hit",
"weight": 0.4,
"ordinal": -9,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.technologyreview.com/2026/04/21/1135665/resistance-ai-artificial-intelligence-backlash-protests/",
"expected_date": "2026-02-15",
"observed_date": "2026-02-15",
"research_origin": "deep_research",
"measurement_criterion": "Hundreds-to-thousands attend coordinated march at frontier AI HQs; signed Pro-Human AI Declaration"
},
{
"kind": "llm_pre_event",
"label": "Major-tech mass-layoff cluster Q1 2026 (Block 40%, Atlassian 1,600+)",
"notes": "HIT — Block (40%) + Atlassian (1,600) within weeks of each other, fueling unrest narrative.",
"source": "MIT Tech Review reporting on Block / Atlassian layoffs",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.92,
"source_url": "https://www.technologyreview.com/2026/04/21/1135665/resistance-ai-artificial-intelligence-backlash-protests/",
"expected_date": "2026-02-28",
"observed_date": "2026-02-28",
"research_origin": "deep_research",
"measurement_criterion": "Two or more US tech firms with >5,000 headcount announce >=10% workforce cuts within a 60-day window, citing AI/automation"
},
{
"kind": "llm_pre_event",
"label": "US ranks 3rd globally for civil unrest risk; sharpest 12-month protest-size increase",
"source": "Maplecroft — Escalating unrest, polarisation, economic woes set stage for disruptive 2026",
"status": "hit",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.9,
"source_url": "https://www.maplecroft.com/solutions/consulting/political-risk/insights/escalating-unrest-polarisation-economic-woes-set-stage-for-disruptive-2026/",
"expected_date": "2026-04-01",
"observed_date": "2026-04-01",
"research_origin": "deep_research",
"measurement_criterion": "Maplecroft / Verisk political risk index ranks US in top-3 for unrest with documented sharpest size-of-protest increase globally"
},
{
"kind": "prereq",
"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
"status": "hit",
"weight": 0.5,
"ordinal": -6,
"source_id": "SEM_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
"status": "hit",
"weight": 0.5,
"ordinal": -5,
"source_id": "SEM_008",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "2025 will be the definitive year that agentic systems
... (truncated)