AI models will become manager of entire economy, not just picking off mom/pop businesses
Predictor: Alex Wissner-Gross · ep#242 "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242" · source
Prediction text
AI models will become manager of entire economy, not just picking off mom/pop businesses | a sort of a stealth way for AI to become a manager of the entire economy and not just picking off mom and pop businesses on the margins
Verbatim quote
a sort of a stealth way for AI to become a manager of the entire economy and not just picking off mom and pop businesses on the margins
Resolution evidence
AI managing entire economy.
Predictor: Alex Wissner-Gross
Calibration plot (stated vs observed)
Evidence about this node from Alex Wissner-Gross 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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-09-01 → 2027-12-31pendingAI-managed enterprise agent crosses verified $1B in autonomous purchasing/procurement decisions in single yearHow: Customer case study, SEC filing, or 10-K disclosure shows enterprise agent system executed >=$1B in non-rubber-stamped purchasing/procurement decisions in trailing 12 monthsSource: OneReach AI Agentic AI Stats 2026; Deloitte State of AI 2026conf 55%
- 2026-09-01 → 2028-06-30pendingPublic AI-managed investment fund (BlackRock Aladdin Auto, JPMorgan IndexGPT, or new entrant) crosses $100B AUMHow: Asset manager 13F or AUM disclosure for product explicitly marketed as AI-managed (not just AI-assisted); Aladdin, BlackRock AI Lab, JPMorgan IndexGPT, or equivalent reaches $100BSource: BlackRock Aladdin AI roadmap; JPMorgan IndexGPT 2024 launchconf 45%
- 2026-09-01 → 2028-06-30pendingFrontier-model agent autonomously runs an SEC-registered fund or RIA business unitHow: SEC Form ADV or 13F filing names an AI agent system as primary portfolio manager; or RIA discloses that >=50% of buy/sell decisions executed without human approval beyond compliance gatingSource: Inferred from G2 enterprise agent report multi-agent architecture growth +327% in 4 monthsconf 35%
- 2026-12-01 → 2028-12-31pendingFederal Reserve, Treasury, or major central bank publishes formal study on AI agents as systemic financial-market actorsHow: FRB, Treasury OFR, BIS, or ECB publishes paper or staff report explicitly modeling AI agents as price-setting or capital-allocating participants in financial marketsSource: BIS 2025 AI in finance paper precedent; Treasury OFR research agendaconf 55%
- 2027-01-01 → 2028-12-31pendingFederal regulator opens formal rulemaking or enforcement action specifically targeting AI agents in capital allocationHow: SEC, CFTC, or DOJ Antitrust opens public docket or files complaint where AI agent autonomy in capital deployment is the central regulatory issueSource: Inferred cascade from current SEC AI sweep precedentconf 40%
- 2027-06-01 → 2030-12-31pendingS&P 500 or major economic index includes AI-managed entity as constituentHow: S&P, Russell, MSCI adds to index a public company whose stated business model is operating as AI-managed (not AI-assisted) capital allocatorSource: Inferred far-cascadeconf 20%
What if this resolves?
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
Raw metadata
{
"trf": 0.9334781832443457,
"kappa": 0.8611,
"base_rate": null,
"predictor": "Alex Wissner-Gross",
"total_llr": -0.6931471805599453,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": -1.0966112934160825,
"bayes_factor": "1.8:1 against",
"blend_reason": "no reference_class linked",
"inside_prior": 0.2503753742650363,
"kappa_source": "predictor_table",
"n_milestones": 1,
"blend_applied": false,
"contributions": [
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"kind": "prereq",
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"weight": 0.5,
"strength": "moderate",
"confidence": null,
"source_url": null,
"adjusted_llr": -0.5968690371801688,
"expected_date": "2026-06-25",
"measurement_criterion": null
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.34656527172895796,
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"posterior_prob": 0.15531869092705172,
"posterior_logit": -1.6934803305962514,
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"reference_class_id": null,
"total_adjusted_llr": -0.5968690371801688,
"predictor_n_resolved": 13
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.300 | +0.120 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.300 | +0.115 |
| prereq | SEM_014 Nvidia's Arizona-based TSMC factory successfully fabricated — Jensen Huang | 86.1% | 0.300 | 0.050 | +0.108 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.300 | +0.107 |
| prereq | SEM_011 Nvidia became the world's first $5 trillion company (late 20 — Jensen Huang | 85.5% | 0.300 | 0.050 | +0.107 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 232_057 First person to arrive on moon/Mars will find bed made by Op — Dave Blundin | 34.8% | 0.600 | 0.050 | -0.194 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.193 |
| prereq | 242_023 World will have 10x more wealth around 2034-2036 — Dave Blundin | 34.2% | 0.600 | 0.050 | -0.188 |
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | -0.183 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.179 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (12)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| prereq | S_RECESSION_2028 | NBER recession declared 2028 | macro_recession | — |
| correlate | S_NO_RECESSION_5Y | No NBER recession through 2031 | macro_recession | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | 232_057 | First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration. | Robotics | — |
| prereq | 242_023 | World will have 10x more wealth around 2034-2036 | Macro/Economy | — |
Linked documents (10)
Raw metadata
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"url": "https://www.youtube.com/watch?v=wMLcIWLlcWg",
"mode": "PREDICTION",
"role": "Host",
"context": "a stealth way for AI to become a manager of the entire economy",
"verbatim": "a sort of a stealth way for AI to become a manager of the entire economy and not just picking off mom and pop businesses on the margins",
"conv_cues": "become",
"direction": "HAPPEN",
"timeframe": "unspecified future",
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{
"kind": "llm_pre_event",
"label": "AI-managed enterprise agent crosses verified $1B in autonomous purchasing/procurement decisions in single year",
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"status": "pending",
"weight": 0.4,
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"source_url": "https://onereach.ai/blog/agentic-ai-adoption-rates-roi-market-trends/",
"expected_date": "2027-05-02",
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{
"kind": "llm_pre_event",
"label": "Public AI-managed investment fund (BlackRock Aladdin Auto, JPMorgan IndexGPT, or new entrant) crosses $100B AUM",
"source": "BlackRock Aladdin AI roadmap; JPMorgan IndexGPT 2024 launch",
"status": "pending",
"weight": 0.4,
"ordinal": -2,
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... (truncated)