← Cockpit
231_052predictionMacro/EconomyAI-scaling

Gap between AI-paced world and legacy world will grow really wide - maybe forever.

Predictor: Dave Blundin · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source

Prior probability
60.0%
Current probability
49.5%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2033-06-01 – 2033-06-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

Gap between AI-paced world and legacy world will grow really wide - maybe forever. | the gap between the two worlds is going to get really, really wide for quite a while, maybe forever, but certainly for quite a while, just because the pace of change is so much higher over here

Verbatim quote

From episode "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231"
the gap between the two worlds is going to get really, really wide for quite a while, maybe forever, but certainly for quite a while, just because the pace of change is so much higher over here

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin 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

4 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 49.5%

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: 6 fired ✓ · 4 pending
  1. 2026-01-31hitInternational AI-attributable growth divergence formally identified
    How: Government economic body (CEA, OECD, IMF) publishes analysis identifying AI-driven international growth divergence as primary structural feature
    Source: CEA Jan 2026 'Artificial Intelligence and the Great Divergence' white paperconf 95%
    Notes: HIT — CEA paper title is literally 'Great Divergence'.
  2. 2026-04-30hitAI productivity capture concentrates in top quintile of firms
    How: Major consulting/research firm (PwC, McKinsey, BCG) confirms in published study that >70% of AI-economic value captured by top 20% of firms
    Source: PwC 2026 AI Performance Study — 74% of AI economic value captured by top 20% of organizationsconf 95%
    Notes: HIT — PwC 2026 study directly confirms widening AI-leader vs. laggard gap.
  3. 2027-01-01 → 2031-12-31pendingWithin-country wage variance widens >10% in AI-exposed sectors
    How: BLS occupational wage statistics show variance (P90/P10 ratio) within AI-exposed occupations widens by >10% over baseline, with multiple peer-reviewed papers confirming AI driver
    Source: TechCrunch 'Investors predict AI is coming for labor in 2026' citing capital reallocationconf 40%
  4. 2027-06-01 → 2031-12-31pendingAI-laggard country GDP-per-capita divergence widens >5pp
    How: World Bank or IMF data shows GDP-per-capita gap between top-quartile AI-investment countries and bottom-quartile widens by >5pp in any 3-year window
    Source: Morgan Stanley AI Market Trends 2026; CEA 'Great Divergence' analysis on international legconf 45%
    Notes: Direct test of 'gap between two worlds will grow really wide' across nations.
  5. 2028-01-01 → 2032-12-31pendingAI-pace vs legacy gap codified in policy framework
    How: G20 or major international body (OECD, UN) publishes formal policy framework explicitly recognizing two-track AI economy and proposing structural intervention
    Source: Reference class: WEF Future of Jobs trajectory; CEA Great Divergence policy implicationsconf 35%
    Notes: Cascade — institutional acknowledgement that gap is permanent / requires structural response.

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: 50%)

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
LBP2026-05-10T02:00:02Z49.5%-1.2pp
Network propagation: 50.7% → 49.5%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.7%-2.2pp
Network propagation: 52.9% → 50.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z52.9%-2.9pp
Network propagation: 55.8% → 52.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.8%-4.2pp
Network propagation: 60.0% → 55.8%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.600-0.088
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.6000.050-0.076
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.6000.050-0.075
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.600-0.060
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.050

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_057
First person to arrive on moon/Mars will find bed made by OpDave Blundin
34.8%0.6000.050-0.029
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050-0.023
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.013
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.004
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050+0.000

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereq232_057First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration.Robotics
prereq242_023World will have 10x more wealth around 2034-2036Macro/Economy

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.561manifoldWill Manifold beat me at FTW?87%mentionspending2026-05-09

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=HklyjXKYFng",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "the gap between the two worlds is going to get really, really wide for quite a while, maybe forever, but certainly for quite a while, just because the pace of change is so much higher over here, and the people experiencing that pace of change, they never go back.",
  "to_year": 2040,
  "verbatim": "the gap between the two worlds is going to get really, really wide for quite a while, maybe forever, but certainly for quite a while, just because the pace of change is so much higher over here",
  "conv_cues": "going to get; really wide",
  "direction": "UP",
  "from_year": 2026,
  "timeframe": "for quite a while, maybe forever",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "International AI-attributable growth divergence formally identified",
      "notes": "HIT — CEA paper title is literally 'Great Divergence'.",
      "source": "CEA Jan 2026 'Artificial Intelligence and the Great Divergence' white paper",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.whitehouse.gov/wp-content/uploads/2026/01/Artificial-Intelligence-and-the-Great-Divergence-5.pdf",
      "expected_date": "2026-01-31",
      "observed_date": "2026-01-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Government economic body (CEA, OECD, IMF) publishes analysis identifying AI-driven international growth divergence as primary structural feature"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "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": "llm_pre_event",
      "label": "AI productivity capture concentrates in top quintile of firms",
      "notes": "HIT — PwC 2026 study directly confirms widening AI-leader vs. laggard gap.",
      "source": "PwC 2026 AI Performance Study — 74% of AI economic value captured by top 20% of organizations",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.pwc.com/gx/en/news-room/press-releases/2026/pwc-2026-ai-performance-study.html",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Major consulting/research firm (PwC, McKinsey, BCG) confirms in published study that >70% of AI-economic value captured by top 20% of firms"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China 
... (truncated)