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SEM_048predictionAI/Corporateeconomy

OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition).

Predictor: OpenAI (Sam Altman-led)

Prior probability
95.0%
Current probability
80.1%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
hit
Window
2025-01-01 – 2025-12-31
Edges in / out
5 / 7
Tickers exposed
31

Prediction text

OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition). | OpenAI IPO / future secondary tender offers

Key catalyst: OpenAI IPO / future secondary tender offers

Watch events: OpenAI valuation + secondary transaction disclosures; IPO filing readiness

Resolution evidence

Status: hit

OpenAI corporate restructuring approved late 2025 per Microsoft agreement; valuation $500B implied by secondary transactions + tender offers.

Predictor: OpenAI (Sam Altman-led)

κ + Brier as of 2026-05-22
κ (discount)
0.583
Brier
0.0025
excellent
Hits / Misses
1 / 0
of 1 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from OpenAI (Sam Altman-led) 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: ipo_trillion_plus

Linked via embedding similarity 0.578

Trillion-dollar private company IPO at announced valuation within 12 months of S-1

Base rate
50.0%
2/4 historical
Inside weight
Outside weight
no pull
inside 80.1% → blend 80.1% 0.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

7 prob_history rows
0%25%50%75%100%prior 95%2026-04-292026-04-302026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 80.1%

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: 3 overdue ⏱
  1. 2025-05-01overdueQ1 window check-in (25%)
  2. 2025-08-30overdueQ2 window check-in (50%)
  3. 2025-12-29overdueQ3 window check-in (75%)

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: 80%)

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
LBP2026-05-17T02:00:01Z80.1%-1.7pp
Network propagation: 81.7% → 80.1%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z81.7%-3.0pp
Network propagation: 84.7% → 81.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z84.7%-4.7pp
Network propagation: 89.4% → 84.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z89.4%-5.6pp
Network propagation: 95.0% → 89.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z95.0%+5.6pp
reference_class_assigned bayesian_v2 inside=0.950 blend=0.950 w_in=1.00 ipo_trillion_plus
LBP2026-04-30T02:18:57Z89.4%-5.6pp
Network propagation: 95.0% → 89.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
resolution_terminal2026-04-29T22:23:18Z100.0%+10.6pp
resolution_terminal hit outcome=1.0 pre_resolution=0.894
Raw metadata
{
  "source": "backfill_resolution_history.py",
  "status": "hit",
  "bayesian_v2": false,
  "outcome_prob": 1,
  "evidence_kind": "resolution_terminal",
  "posterior_prob": 1,
  "delta_to_outcome": 0.10560000000000003,
  "inside_posterior": 0.8944,
  "validation_notes": "OpenAI corporate restructuring approved late 2025 per Microsoft agreement; valuation $500B implied by secondary transactions + tender offers.",
  "validation_status": "hit",
  "pre_resolution_prob": 0.8944,
  "resolution_evidence": "OpenAI corporate restructuring approved late 2025 per Microsoft agreement; valuation $500B implied by secondary transactions + tender offers.",
  "does_not_update_current_prob": true
}

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
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.950-0.121
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.950-0.076
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.950+0.041
killerTK10
$100T Sovereign Debt Crisis
12.0%0.0500.950+0.041
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.950-0.013

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq239_001
Global economy will be 10x its current size in 10 yearsElon Musk
37.7%0.6000.050+0.108
prereq246_003
Global economy will grow 10x in 10 years (cited from Elon MuElon Musk
37.3%0.5500.050+0.073
prereq248_009
Elon Musk's economy will grow 10x in about 10 years.Elon Musk
37.3%0.5500.050+0.073
prereq239_027
Diamandis cites Musk: triple-digit GDP growth in 5+ yearsElon Musk
34.0%0.5000.050+0.066
prereq230_035
GDP will 2x or 3x year-over-year in early 2030s if everythinAlex Wissner-Gross
32.0%0.4500.050+0.046

Ticker exposure

31 ticker(s) linked

Beneficiaries (23)

UDMYBBAISRFMSOUNNVDACOURCRCLDOCNAIADUSGTLBZMAMZNGDDYGOOGLIBMMETAMSFTNFLXORCLRDDTSPOTUBER

Adverse (7)

KKRJNKAPOHYGKREXLYXHB

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK10$100T Sovereign Debt Crisis

Dependents (7)

Predictions enabled by this
TypePredTitleDomainLag
prereq247_015Government will print UBI checks in next 2-5 years due to AI turbulenceMacro/Economy
prereq239_001Global economy will be 10x its current size in 10 yearsMacro/Economy
prereq246_003Global economy will grow 10x in 10 years (cited from Elon Musk).Macro/Economy
prereq248_009Elon Musk's economy will grow 10x in about 10 years.Macro/Economy
prereq239_027Diamandis cites Musk: triple-digit GDP growth in 5+ yearsMacro/Economy
prereq236_045Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028Geopolitics
prereq230_035GDP will 2x or 3x year-over-year in early 2030s if everything goes well.Macro/Economy

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2026-06-30[Capital Markets 2026-06] [SEM_048] OpenAI valuation + secondary transaction disclosures; IPO filing readiness [234_012] Anthropic ARR updates quarterly; potential Oct 2026 IPO; OpenAI next funding round; IPO timing; reve [SEM_006] Opepending

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29hitthesis_timeline_v1.0_importOpenAI corporate restructuring approved late 2025 per Microsoft agreement; valuation $500B implied by secondary transactions + tender offers.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.694gdeltopenai revenue miss ripples p 132038121.htmlmentionspending2026-04-30
0.622gdeltopenais founding promise goes on trial a 31550mentionspending2026-04-30
0.622gdeltopenais founding promise goes on trial a 31550mentionspending2026-04-30
0.570edgar_8kPROCORE TECHNOLOGIES, INC. (PCOR) (CIK 0001611052)mentionspending2026-06-05
0.570edgar_8kPROCORE TECHNOLOGIES, INC. (PCOR) (CIK 0001611052)mentionspending2026-05-05
0.564edgar_8kAtlassian Corp (TEAM) (CIK 0001650372)mentionspending2026-04-30
0.558edgar_8kMASIMO CORP (MASI) (CIK 0000937556)mentionspending2026-05-04
0.557edgar_8kPUBLIC SERVICE ENTERPRISE GROUP INC (PEG) (CIK 0000788784)mentionspending2026-06-03
0.543edgar_8kMARA Holdings, Inc. (MARA) (CIK 0001507605)mentionspending2026-05-11
0.539edgar_8kMUELLER INDUSTRIES INC (MLI) (CIK 0000089439)mentionspending2026-06-02

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$500B valuation, profit caps removed",
  "mode": "FORECAST",
  "role": "Guest-CEO",
  "context": "Sheer semiconductor acquisition magnitude forced OpenAI to remove profit caps and restructure into $500B entity.",
  "to_year": 2025,
  "conv_cues": "total restructuring; colossus",
  "direction": "HAPPEN",
  "from_year": 2025,
  "timeframe": "2025",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2025-05-01",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,
      "expected_date": "2025-08-30",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2025-12-29",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "event",
      "label": "OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition).",
      "status": "hit",
      "weight": 1,
      "ordinal": 0,
      "source_id": "SEM_048",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "cascade",
      "label": "Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 1,
      "source_id": "236_045",
      "expected_date": "2028-06-16",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "Government will print UBI checks in next 2-5 years due to AI turbulence",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 2,
      "source_id": "247_015",
      "expected_date": "2030-06-23",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "Diamandis cites Musk: triple-digit GDP growth in 5+ years",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 3,
      "source_id": "239_027",
      "expected_date": "2031-07-08",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "GDP will 2x or 3x year-over-year in early 2030s if everything goes well.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 4,
      "source_id": "230_035",
      "expected_date": "2032-07-07",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "Global economy will grow 10x in 10 years (cited from Elon Musk).",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 5,
      "source_id": "246_003",
      "expected_date": "2036-09-04",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "Global economy will be 10x its current size in 10 years",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 6,
      "source_id": "239_001",
      "expected_date": "2036-10-04",
      "observed_date": null
    }
  ],
  "repeat_eps": 1,
  "sub_domain": "Corporate",
  "affiliation": "OpenAI",
  "attribution": "FIRST_PERSON",
  "granularity": "YEAR",
  "resolved_at": "2026-04-29T22:23:18.078039+00:00",
  "source_refs": "5",
  "target_date": "2025-12-15",
  "display_date": "2026-04-29",
  "episode_date": "2026-04-21T00:00:00",
  "key_catalyst": "OpenAI IPO / future secondary tender offers",
  "parse_method": "YEAR midpoi
... (truncated)