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IND_017predictionMacro/EconomyAI-CEO-billionaire-Agentic-Era-50T

Arrival of the 'AI CEO Billionaire' in 2026 — AI will automate knowledge work so effectively that a synthetic entity could run a billion-dollar enterprise autonomously. Dawn of 'Agentic Era' begins 2027, where autonomous AI agents seamlessly integrate ...

Predictor: Peter Diamandis

Prior probability
22.0%
Current probability
11.4%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
pending
Window
2026-01-01 – 2027-12-31
Edges in / out
3 / 0
Tickers exposed
27

Prediction text

Arrival of the 'AI CEO Billionaire' in 2026 — AI will automate knowledge work so effectively that a synthetic entity could run a billion-dollar enterprise autonomously. Dawn of 'Agentic Era' begins 2027, where autonomous AI agents seamlessly integrate with humanoid robotics to create a $50 trillion labor market, permanently displacing biological workers from hazardous and repetitive tasks. | First $1B valuation of AI-operated company

Key catalyst: First $1B valuation of AI-operated company

Watch events: Announcement of any commercial AI-operated company reaching $1B

Resolution evidence

Status: pending

Diamandis Abundance360 2026 "Solve Everything" blueprint formalizes. $50T Agentic Era labor = Adcock 229_011 humanoid. AI-CEO-billionaire 2026 specifically aggressive.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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: humanoid_commercial_volume

Linked via embedding similarity 0.590

>10,000 unit cumulative deployment of humanoid robot SKU within 3 years of debut

Base rate
10.0%
0/3 historical
Inside weight
0.444
TRF=0.79
Outside weight
0.556
pulling toward base rate
inside 13.4% → blend 11.4% -2.0pp)

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

6 prob_history rows
0%25%50%75%100%prior 22%2026-04-302026-04-302026-05-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 11.4%

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: 2 fired ✓ · 1 overdue ⏱ · 4 pending
  1. 2025-05-22hitAnthropic CEO Dario Amodei predicts $1B-revenue one-person company by 2026
    How: Public statement by Anthropic CEO predicting first $1B+ company with single human employee by 2026
    Source: https://www.pymnts.com/artificial-intelligence-2/2026/the-one-person-billion-dollar-company-is-here/conf 99%
    Notes: HIT — Amodei stated '2026' with 70-80% confidence at Code with Claude conference.
  2. 2026-05-01hitAI agent registers EIN, opens bank account, and operates as autonomous corporation
    How: Verified report of an AI agent autonomously incorporating, obtaining IRS EIN, and opening FDIC-insured bank account in its own corporate name
    Source: https://www.coindesk.com/tech/2026/05/01/ai-agent-forms-its-own-company-gets-ready-to-trade-cryptoconf 99%
    Notes: HIT — ClawBank's Manfred AI agent autonomously formed corp, obtained EIN + bank account + crypto wallet.
  3. 2026-05-20overdueQ1 window check-in (25%)
  4. 2026-10-07pendingQ2 window check-in (50%)
  5. 2026-04-01 → 2027-06-30pendingFirst single-founder company achieves $1B annualized revenue
    How: Publicly verified company with <=2 W-2 employees reports $1B annualized revenue (10-Q, audited financials, or credible Bloomberg/WSJ report)
    Source: https://www.pymnts.com/artificial-intelligence-2/2026/the-one-person-billion-dollar-company-is-here/conf 65%
    Notes: Medvi already at $401M with 2 employees, tracking $1.8B for 2026. Threshold likely crossed mid-2026.
  6. 2027-02-23pendingQ3 window check-in (75%)
  7. 2026-09-01 → 2027-12-31pendingAI-operated company crosses $1B valuation with no human CEO
    How: Public reporting (Bloomberg / WSJ / Pitchbook) verifies AI-operated company (synthetic CEO, no human in CEO role) at >=$1B valuation
    Source: https://www.pymnts.com/artificial-intelligence-2/2026/the-one-person-billion-dollar-company-is-here/conf 30%
    Notes: Cascade — synthetic CEO at $1B is aggressive. More likely 2027-2029. Single-founder $1B (above) is the realistic version of Diamandis claim.

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: 11%)

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
metadata_milestone_miss_sweep2026-05-30T22:15:00Z11.4%-6.7pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.134 blend=0.114 LLR=-0.355 κ=0.88 w_in=0.44 humanoid_commercial_volume
Raw metadata
{
  "trf": 0.7943386939805607,
  "kappa": 0.875,
  "base_rate": 0.1,
  "predictor": "Peter Diamandis",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -1.5107858740017857,
  "bayes_factor": "1.4:1 against",
  "blend_reason": "blend 44% inside / 55% outside (TRF=0.794, base_rate=0.100 from humanoid_commercial_volume)",
  "inside_prior": 0.18082235586898987,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": true,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.875,
      "label": "Q1 window check-in (25%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.3547819695946438,
      "expected_date": "2026-05-20",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.4439629142136075,
  "outside_weight": 0.5560370857863925,
  "posterior_prob": 0.11405427210699633,
  "posterior_logit": -1.8655678435964296,
  "predictor_brier": 0.03667,
  "inside_posterior": 0.13405539341642647,
  "blended_posterior": 0.11405427210699633,
  "reference_class_id": "humanoid_commercial_volume",
  "total_adjusted_llr": -0.3547819695946438,
  "predictor_n_resolved": 15
}
LBP2026-05-03T02:00:01Z18.1%+1.5pp
Network propagation: 16.6% → 18.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z16.6%+2.5pp
Network propagation: 14.1% → 16.6%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z14.1%-2.5pp
reference_class_assigned bayesian_v2 inside=0.220 blend=0.141 w_in=0.41 humanoid_commercial_volume
LBP2026-04-30T02:18:57Z16.6%+2.6pp
Network propagation: 14.0% → 16.6%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z14.0%-8.0pp
reference_class_assigned bayesian_v2 inside=0.220 blend=0.140 w_in=0.41 humanoid_commercial_volume

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
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.220+0.092
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.220+0.089
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.220+0.069

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

27 ticker(s) linked

Beneficiaries (22)

ALNTRNSHFIRBTLYSCFSYMMPFANUYHSEHYUSARSERVABBNYAMZNBYDDYHYMTFIFNNYMIELYPHSTMTELTERTSLATXN

Adverse (5)

INFYIBMWNSCTSHACN

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (4)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.655manifoldWhich prediction market CEOs will I meet before 2028?mentionspending2026-05-02
0.610gdeltmentionspending2026-04-30
0.604gdeltmentionspending2026-04-30
0.563manifoldWill a "Raymond Christopher" represent Indonesia to the IMO before 2043?9%mentionspending2026-05-12

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "AI CEO 2026; $50T Agentic Era 2027",
  "mode": "FORECAST",
  "role": "Cited-VC",
  "context": "Fourth Diamandis entry beyond 230_034 (abundance 2035), SPC_012 (refueling 2027), AUT_027 (LEV 2027). Specific AI-CEO-billionaire 2026 + Agentic-Era-2027-$50T-labor framing. Distinct from SPC_028 (Ismail/Blundin 1.1M).",
  "to_year": 2027,
  "conv_cues": "futurist FIRST_PERSON; specific chronology + $ target",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2027",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Anthropic CEO Dario Amodei predicts $1B-revenue one-person company by 2026",
      "notes": "HIT — Amodei stated '2026' with 70-80% confidence at Code with Claude conference.",
      "source": "https://www.pymnts.com/artificial-intelligence-2/2026/the-one-person-billion-dollar-company-is-here/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.pymnts.com/artificial-intelligence-2/2026/the-one-person-billion-dollar-company-is-here/",
      "expected_date": "2025-05-31",
      "observed_date": "2025-05-22",
      "research_origin": "deep_research",
      "measurement_criterion": "Public statement by Anthropic CEO predicting first $1B+ company with single human employee by 2026"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI agent registers EIN, opens bank account, and operates as autonomous corporation",
      "notes": "HIT — ClawBank's Manfred AI agent autonomously formed corp, obtained EIN + bank account + crypto wallet.",
      "source": "https://www.coindesk.com/tech/2026/05/01/ai-agent-forms-its-own-company-gets-ready-to-trade-crypto",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.coindesk.com/tech/2026/05/01/ai-agent-forms-its-own-company-gets-ready-to-trade-crypto",
      "expected_date": "2026-05-01",
      "observed_date": "2026-05-01",
      "research_origin": "deep_research",
      "measurement_criterion": "Verified report of an AI agent autonomously incorporating, obtaining IRS EIN, and opening FDIC-insured bank account in its own corporate name"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2026-05-20",
      "observed_date": null,
      "miss_emitted_at": "2026-05-30T22:15:00.756418+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2026-10-07",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "First single-founder company achieves $1B annualized revenue",
      "notes": "Medvi already at $401M with 2 employees, tracking $1.8B for 2026. Threshold likely crossed mid-2026.",
      "source": "https://www.pymnts.com/artificial-intelligence-2/2026/the-one-person-billion-dollar-company-is-here/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://www.pymnts.com/artificial-intelligence-2/2026/the-one-person-billion-dollar-company-is-here/",
      "expected_date": "2026-11-14",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-04-01"
      },
      "measurement_criterion": "Publicly verified company with <=2 W-2 employees reports $1B annualized revenue (10-Q, audited financials, or credible Bloomberg/WSJ report)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",

... (truncated)