← Cockpit
SEM_009predictionEconomy$100T

The AI boom rooted in semiconductor hardware will generate the world's first individual trillionaire (2026+).

Predictor: Mark Cuban

Prior probability
35.0%
Current probability
30.0%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-01-01 – 2035-12-31
Edges in / out
7 / 0
Tickers exposed
29

Prediction text

The AI boom rooted in semiconductor hardware will generate the world's first individual trillionaire (2026+). | Musk ecosystem merger + market re-rating

Key catalyst: Musk ecosystem merger + market re-rating

Watch events: Musk/Ellison/Huang/Zuckerberg net-worth milestones; concentrated wealth policy responses

Resolution evidence

Status: pending

Top personal wealth mid-2025: Musk ~$500B, Ellison ~$250B. Musk's Tesla+SpaceX+xAI could plausibly reach $1T personal wealth by 2028-2030 if merged ecosystem executes.

Predictor: Mark Cuban

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from Mark Cuban 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

2 prob_history rows
0%25%50%75%100%prior 35%2026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 30.0%

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: 5 pending
  1. 2027-09-27pendingQ1 window check-in (25%)
  2. 2029-06-22pendingQ2 window check-in (50%)
  3. 2031-03-18pendingQ3 window check-in (75%)

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: 30%)

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
LBP2026-04-30T16:39:51Z30.0%-1.7pp
Network propagation: 31.7% → 30.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z31.7%-3.3pp
Network propagation: 35.0% → 31.7%
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%0.0500.350-0.055
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.350-0.040
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.350+0.026
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.350-0.025
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.350+0.014

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

29 ticker(s) linked

Beneficiaries (23)

SOUNCRCLIRBTRIOTMARASYMFANUYNVDABBAIGTLBAIABBNYAMZNCOINGOOGLHOODIBMMETAMSFTORCLSHOPTSLAXYZ

Adverse (5)

HYGEMBMUBTLTLQD

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_HUMANOID_CONSUMER_2030Humanoid R3: 1M+ consumer by Nov 2030humanoid_deployment
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.725manifoldWill Elon Musk become a trillionaire before July 2026?40%mentionspending2026-05-18
0.703manifoldBy the end of 2028, will the lowest cost way to generate AI compute be in space?4%mentionspending2026-05-03
0.672manifoldThinking Machines acquired by Apple before 2031?24%mentionspending2026-05-15
0.667manifoldWill semiconductors outperform the S&P 500 in 2026?89%mentionspending2026-04-24
0.664manifoldWill any AI investing agent have at least 1 million publicly verifiable monthly active users by the end of 2027?47%mentionspending2026-05-11
0.634gdelt17000538mentionspending2026-04-30
0.632manifoldWhat Happens First: James Bond actor officially announced or Elon Musk a trillionaire?mentionspending2026-06-01
0.624manifoldWill this self-referential market reach 50 unique traders before June 1, 2026?23%mentionspending2026-05-11
0.619manifoldWhen will the first prediction market ETF launch?mentionspending2026-04-29
0.606gdeltview?ud=2026043010000247039mentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "first trillionaire",
  "mode": "PREDICTION",
  "role": "Cited-Executive",
  "context": "Cuban predicts AI+hardware infrastructure wealth generation will create world's first trillionaire — echoed by Huang's $500T global GDP framing.",
  "to_year": 2035,
  "conv_cues": "will eventually create",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026+",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2027-09-27",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2029-06-22",
      "observed_date": null
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Humanoid R3: 1M+ consumer by Nov 2030",
      "status": "pending",
      "weight": 0.3,
      "ordinal": -3,
      "source_id": "S_HUMANOID_CONSUMER_2030",
      "expected_date": "2030-11-30",
      "observed_date": null
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Compute: 100GW national-scale by Dec 2030",
      "status": "pending",
      "weight": 0.7,
      "ordinal": -2,
      "source_id": "S_COMPUTE_100GW_2030",
      "expected_date": "2030-12-31",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2031-03-18",
      "observed_date": null
    },
    {
      "kind": "event",
      "label": "The AI boom rooted in semiconductor hardware will generate the world's first individual trillionaire (2026+).",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "SEM_009",
      "expected_date": "2032-12-12",
      "observed_date": null
    }
  ],
  "repeat_eps": 1,
  "affiliation": "Independent investor",
  "attribution": "FIRST_PERSON",
  "granularity": "YEAR_RANGE",
  "source_refs": "8",
  "target_date": "2030-06-15",
  "display_date": "2032-12-12",
  "episode_date": "2026-04-21T00:00:00",
  "key_catalyst": "Musk ecosystem merger + market re-rating",
  "parse_method": "YEAR_RANGE midpoint",
  "domain_bucket": "Labor",
  "episode_title": "Forecasts and Strategic Vectors in the Global Semiconductor and Compute Manufacturing Ecosystem (2023-2026)",
  "fault_line_id": "F001, F002, F005",
  "flag_repeated": false,
  "in_5yr_window": true,
  "source_report": "Semiconductor_Prediction_Research_Plan.md (2026-04-21)",
  "appears_in_eps": "SEM-RPT",
  "consensus_size": 9,
  "futurist_phase": "Phase 2-3 (2028-2031)",
  "is_macro_claim": true,
  "macro_span_end": "2031-03",
  "total_mentions": 1,
  "priority_weight": 3,
  "ps_cluster_tags": [
    "C10",
    "C5",
    "C6",
    "C8"
  ],
  "report_evidence": "First-trillionaire thesis aligns with Diamandis $100T company and SpaceX/xAI/Tesla merger predictions.",
  "active_end_month": "2031-03",
  "macro_span_start": "2026-04",
  "recent_statement": "IndexBox markets blog citation of Cuban's AI-trillionaire forecast.",
  "watch_events_raw": "Musk/Ellison/Huang/Zuckerberg net-worth milestones; concentrated wealth policy responses",
  "cluster_avg_grade": 4.57,
  "months_from_today": 50,
  "probability_layer": "Medium",
  "repeat_cluster_id": "C006",
  "active_start_month": "2026-04",
  "flag_nia_bracketed": false,
  "track_record_grade": "B",
  "track_record_notes": "Cuban's tech-wealth projections often accurate directionally but late on timing.",
  "contradicting_notes": "No individual has crossed $1T; concentrated wealth at this scale would trigger unprecedented political/regulatory responses.",
  "flag_near_term_2027": false,
  "flag_high_convictio
... (truncated)