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247_016predictionMacro/Economyabundance

Huge backlash against AI abundance without institutional redesign

Predictor: Salim Ismail · ep#247 "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247" · source

Prior probability
55.0%
Current probability
45.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
2 / 0
Tickers exposed
28

Prediction text

Huge backlash against AI abundance without institutional redesign | When you have AI abundance without institutional redesign, you're going to get a backlash, not progress, and we're going to see huge backlash against this just because governments are so slow.

Verbatim quote

From episode "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247"
When you have AI abundance without institutional redesign, you're going to get a backlash, not progress, and we're going to see huge backlash against this just because governments are so slow.

Predictor: Salim Ismail

κ + Brier as of 2026-05-22
κ (discount)
0.643
Brier
0.0144
excellent
Hits / Misses
1 / 0
of 2 resolved
Hit rate
50.0%
Calibration plot (stated vs observed)

Evidence about this node from Salim Ismail 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

3 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 45.7%

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: 4 fired ✓ · 1 pending
  1. 2026-02-15hitFirst major anti-AI protest in London draws hundreds at OpenAI/DeepMind/Meta HQ
    How: Documented street protest of >=500 at major AI lab headquarters explicitly opposing AI deployment
    Source: MIT Tech Review: Biggest anti-AI protests yet (London February 2026)conf 95%
    Notes: HIT — London Feb 2026 protest at OpenAI/DeepMind/Meta confirmed. Backlash has crossed from rhetoric to street.
  2. 2026-04-15hitStanford AI Index 2026: Only 38% of Americans positive on AI (record low)
    How: Stanford HAI 2026 AI Index records lowest-ever positive AI sentiment in US (<=40%)
    Source: MIT Tech Review: Resistance — AI backlash protestsconf 95%
    Notes: HIT — record-low 38% positive sentiment + 31% trust in govt to regulate AI (last globally). Strong precondition for backlash.
  3. 2026-04-21hit142+ activist groups in 24 states organize against AI infrastructure
    How: Data Center Watch confirms >=140 activist groups in >=20 US states organizing data-center / AI deployment opposition
    Source: Data Center Watch tracking; MIT Tech Reviewconf 95%
    Notes: HIT — 142 groups confirmed; institutional response zero so far. Validates 'backlash without redesign' thesis.
  4. 2026-04-15hitAI data center backlash turns violent — first documented act of sabotage
    How: Documented physical sabotage / arson / vandalism at AI data center reported in major media
    Source: MarketWise: AI Data Center Backlash Turns Violent; Naked Capitalism: AI Reputational Crisisconf 85%
    Notes: HIT — backlash escalation documented. Concrete evidence Ismail's prediction of unredesigned-institutions backlash is materializing.
  5. 2027-06-01 → 2028-06-30pendingMajor G7 country enacts AI reform package (UBI, AI dividend, or compute tax)
    How: G7 nation passes major institutional redesign legislation: AI windfall tax, UBI pilot covering >100K, compute carbon tax, or AI labor protection bill
    Source: Legislative trackers, OECD AI policy observatoryconf 40%
    Notes: Direct test of Ismail framing — does institutional redesign happen, deepening backlash if not?

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: 46%)

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
LBP2026-05-03T02:00:01Z45.7%-1.4pp
Network propagation: 47.1% → 45.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z47.1%-2.7pp
Network propagation: 49.8% → 47.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z49.8%-5.2pp
Network propagation: 55.0% → 49.8%
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
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.550-0.032
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.550+0.003

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

28 ticker(s) linked

Beneficiaries (23)

SDGRRXRXMARACOURCRCLRIOTRLAYDOCNADUSSRFMUDMYZMCOINGDDYGOOGLHOODNFLXRDDTSHOPSPOTUBERXYZABT

Adverse (4)

MANIBMACNCHGG

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.669arxivMaking the Invisible Visible: Understanding the Mismatch Between Organizational Goals and Worker Experiences in AI Adoptionmentionspending2026-05-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=5ak26W2YNRY",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "When you have AI abundance without institutional redesign, you're going to get a backlash...we're going to see huge backlash against this just because governments are so slow",
  "to_year": 2030,
  "verbatim": "When you have AI abundance without institutional redesign, you're going to get a backlash, not progress, and we're going to see huge backlash against this just because governments are so slow.",
  "conv_cues": "going to get; going to see huge backlash",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "Near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "First major anti-AI protest in London draws hundreds at OpenAI/DeepMind/Meta HQ",
      "notes": "HIT — London Feb 2026 protest at OpenAI/DeepMind/Meta confirmed. Backlash has crossed from rhetoric to street.",
      "source": "MIT Tech Review: Biggest anti-AI protests yet (London February 2026)",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.technologyreview.com/2026/03/02/1133814/i-checked-out-londons-biggest-ever-anti-ai-protest/",
      "expected_date": "2026-02-28",
      "observed_date": "2026-02-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Documented street protest of >=500 at major AI lab headquarters explicitly opposing AI deployment"
    },
    {
      "kind": "llm_pre_event",
      "label": "Stanford AI Index 2026: Only 38% of Americans positive on AI (record low)",
      "notes": "HIT — record-low 38% positive sentiment + 31% trust in govt to regulate AI (last globally). Strong precondition for backlash.",
      "source": "MIT Tech Review: Resistance — AI backlash protests",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.technologyreview.com/2026/04/21/1135665/resistance-ai-artificial-intelligence-backlash-protests/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Stanford HAI 2026 AI Index records lowest-ever positive AI sentiment in US (<=40%)"
    },
    {
      "kind": "llm_pre_event",
      "label": "142+ activist groups in 24 states organize against AI infrastructure",
      "notes": "HIT — 142 groups confirmed; institutional response zero so far. Validates 'backlash without redesign' thesis.",
      "source": "Data Center Watch tracking; MIT Tech Review",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.technologyreview.com/2026/04/21/1135665/resistance-ai-artificial-intelligence-backlash-protests/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-21",
      "research_origin": "deep_research",
      "measurement_criterion": "Data Center Watch confirms >=140 activist groups in >=20 US states organizing data-center / AI deployment opposition"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI data center backlash turns violent — first documented act of sabotage",
      "notes": "HIT — backlash escalation documented. Concrete evidence Ismail's prediction of unredesigned-institutions backlash is materializing.",
      "source": "MarketWise: AI Data Center Backlash Turns Violent; Naked Capitalism: AI Reputational Crisis",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://marketwise.com/investing/ai-data-center-backlash-investor-warning/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Documented physical sab
... (truncated)