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230_050predictionMarkets/StocksAI-scaling

One of the hidden Nvidia-style AI beneficiaries will exist within current non-AI mega-caps, rising a million percent.

Predictor: Dave Blundin · ep#230 "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230" · source

Prior probability
55.0%
Current probability
45.4%
evolves via intake + LBP
Conviction
3/5
Signal quality
B
Resolution
pending
Window
2038-06-01 – 2038-06-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

One of the hidden Nvidia-style AI beneficiaries will exist within current non-AI mega-caps, rising a million percent. | But are there companies in that that you don't even think of as AI companies that are the Nvidia of the internet? You know, look at Nvidia 1999. Now look under this under the covers of this blue chart. What's lurking in there that no one perceives today as AI that's going to go up a million%.

Verbatim quote

From episode "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230"
But are there companies in that that you don't even think of as AI companies that are the Nvidia of the internet? You know, look at Nvidia 1999. Now look under this under the covers of this blue chart. What's lurking in there that no one perceives today as AI that's going to go up a million%.

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 55%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 45.4%

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. 2025-09-09hitOracle becomes 'hidden Nvidia of AI' with $455B in AI cloud RPO disclosure (Sept 2025) — non-AI mega-cap rerated
    How: Oracle 10-Q/8-K filing or earnings disclosure shows ≥$400B remaining performance obligations from AI hyperscaler contracts
    Source: deep_research_enrichedconf 95%
  2. 2026-04-21hitComfort Systems +77% YTD 2026 — non-AI mega-cap (data-center MEP services) breaks out as Nvidia-style beneficiary
    How: Comfort Systems (FIX) total return YTD 2026 exceeds 70% on data-center build-out demand
    Source: deep_research_enrichedconf 93%
  3. 2027-01-01 → 2030-12-31pendingFirst non-AI-labeled mega-cap (current $100B+) re-rates to $1T market cap on AI-adjacent revenue
    How: S&P 500 / Russell index member crosses $1T market cap with ≥30% revenue attributed to AI-adjacent demand (cooling, power, MEP, semis-equipment, niche software)
    Source: deep_research_enrichedconf 50%
  4. 2028-01-01 → 2034-12-31pendingSub-$50B mega-cap rises 100x (10,000%) over 5-year window on AI-adjacent revenue surprise
    How: S&P 500 or NYSE-listed company achieves 100x total return rolling 5-yr window with disclosed AI infra, energy, materials, or chip-supply chain story
    Source: deep_research_enrichedconf 20%
  5. 2035-01-01 → 2038-06-30pendingHidden AI beneficiary delivers '1,000,000% return' (10,000x) — Blundin's literal claim
    How: Listed equity rises 10,000x over rolling window; reported in major financial press as the 'AI Nvidia analog of 2026 era'
    Source: deep_research_enrichedconf 3%

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: 45%)

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
LBP2026-05-10T02:00:02Z45.4%-1.1pp
Network propagation: 46.5% → 45.4%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z46.5%-2.0pp
Network propagation: 48.5% → 46.5%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.5%-2.6pp
Network propagation: 51.2% → 48.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.2%-3.8pp
Network propagation: 55.0% → 51.2%
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%0.0500.550-0.079
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.5500.050-0.069
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.5500.050-0.068
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.550-0.054
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.046

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%0.6000.050-0.052
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050-0.045
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.037
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.028
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.024

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
0.662manifoldWill any AI investing agent have at least 1 million publicly verifiable monthly active users by the end of 2027?47%mentionspending2026-05-11

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "million%",
  "url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
  "mode": "SPECULATION",
  "role": "Host",
  "caveats": "Posed as rhetorical question",
  "context": "What's lurking in there that no one perceives today as AI that's going to go up a million%. Because suddenly you realize it's critical to AI or it's involved in AI or it benefits from AI.",
  "to_year": 2050,
  "verbatim": "But are there companies in that that you don't even think of as AI companies that are the Nvidia of the internet? You know, look at Nvidia 1999. Now look under this under the covers of this blue chart. What's lurking in there that no one perceives today as AI that's going to go up a million%.",
  "conv_cues": "going to go up a million%",
  "direction": "UP",
  "from_year": 2026,
  "timeframe": "future / long-term",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Oracle becomes 'hidden Nvidia of AI' with $455B in AI cloud RPO disclosure (Sept 2025) — non-AI mega-cap rerated",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.nasdaq.com/articles/oracle-vs-palantir-wall-street-neutral-one-these-ai-stocks-expects-other-surge",
      "expected_date": "2025-09-09",
      "observed_date": "2025-09-09",
      "research_origin": "deep_research",
      "measurement_criterion": "Oracle 10-Q/8-K filing or earnings disclosure shows ≥$400B remaining performance obligations from AI hyperscaler contracts"
    },
    {
      "kind": "llm_pre_event",
      "label": "Comfort Systems +77% YTD 2026 — non-AI mega-cap (data-center MEP services) breaks out as Nvidia-style beneficiary",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.93,
      "source_url": "https://www.fool.com/investing/2026/04/21/buy-2-ai-stocks-crushing-nvidia-palantir-in-2026/",
      "expected_date": "2026-04-21",
      "observed_date": "2026-04-21",
      "research_origin": "deep_research",
      "measurement_criterion": "Comfort Systems (FIX) total return YTD 2026 exceeds 70% on data-center build-out demand"
    },
    {
      "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": -8,
      "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": -7,
      "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": -6,
      "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": -5,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -4,
      "source_
... (truncated)