GPT-6 breakthroughs in science worth hundreds of billions to trillions
Predictor: Peter Diamandis · ep#247 "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247" · source
Prediction text
GPT-6 breakthroughs in science worth hundreds of billions to trillions | I think the breakthroughs that come out of, you know, GPT6 being used for science are going to be worth hundreds of billions and trillions of dollars.
Verbatim quote
I think the breakthroughs that come out of, you know, GPT6 being used for science are going to be worth hundreds of billions and trillions of dollars.
Predictor: Peter Diamandis
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
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 → 2027-06-30pendingGPT-6 (or successor) public availability or research previewHow: OpenAI announces GPT-6 or comparably-named successor model with public access, API, or research preview.Source: deep_research_enrichedconf 55%
- 2027-01-01 → 2027-06-30pendingFirst peer-reviewed scientific discovery primarily authored or driven by GPT-6-class modelHow: Nature/Science/Cell/PNAS publication where lead methodology cites a frontier LLM as primary discovery agent (drug, material, proof, etc.).Source: deep_research_enrichedconf 40%
- 2027-03-01 → 2027-06-30pendingPharma or materials company attributes >$1B value to AI-discovered candidateHow: 10-Q/10-K or press release attributes >=$1B in pipeline value, license fee, or M&A premium to an AI-discovered asset.Source: deep_research_enrichedconf 30%
- 2027-06-17pendingPublic valuation marker for AI-science breakthroughHow: Aggregate equity move or analyst valuation tied to a specific AI-driven scientific outcome reaches >=$100B (per Goldman/MS/JPM note or M&A activity).Source: deep_research_enrichedconf 25%
What if this resolves?
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Evidence chain
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 | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.600 | -0.095 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.600 | 0.050 | -0.082 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.600 | -0.067 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.600 | 0.050 | -0.044 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.043 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 248_033 Superhuman AI will make BCI-enhanced humans irrelevant compa — Dave Blundin | 36.7% | 0.600 | 0.050 | -0.046 |
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | +0.016 |
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 36.1% | 0.650 | 0.050 | -0.015 |
| prereq | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.920 | 0.050 | -0.005 |
| 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 | -0.001 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (10)
| 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_029 | Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI training. | Semis/Products | — |
| 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 | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| 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 | 244_019 | Peter's son won't need a driver's license in 2 years | Auto/Transport | — |
| prereq | 232_055 | We're exiting the industrial age permanently as recursive self-improvement unfolds. | AI | — |
| prereq | 242_031 | Most large companies' business models will be disrupted in 2-5 years | Markets/Stocks | — |
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| prereq | 248_033 | Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today. | AI | — |
Raw metadata
{
"nia": false,
"qty": "Hundreds of billions to trillions",
"url": "https://www.youtube.com/watch?v=5ak26W2YNRY",
"mode": "FORECAST",
"role": "Host",
"context": "the breakthroughs that come out of GPT6 being used for science are going to be worth hundreds of billions and trillions of dollars",
"to_year": 2028,
"verbatim": "I think the breakthroughs that come out of, you know, GPT6 being used for science are going to be worth hundreds of billions and trillions of dollars.",
"conv_cues": "going to be worth",
"direction": "NUMERIC_TARGET",
"from_year": 2026,
"timeframe": "Future",
"conv_level": "MEDIUM",
"milestones": [
{
"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",
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},
{
"kind": "prereq",
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"source_id": "SEM_014",
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},
{
"kind": "prereq",
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"status": "hit",
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},
{
"kind": "prereq",
"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
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},
{
"kind": "llm_pre_event",
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"source_id": null,
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"expected_date": "2027-01-30",
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"to": "2027-06-30",
"from": "2026-09-01"
},
"measurement_criterion": "OpenAI announces GPT-6 or comparably-named successor model with public access, API, or research preview."
},
{
"kind": "llm_pre_event",
"label": "First peer-reviewed scientific discovery primarily authored or driven by GPT-6-class model",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -2,
"source_id": null,
"confidence": 0.4,
"expected_date": "2027-04-01",
"research_origin": "training",
"expected_date_range": {
"to": "2027-06-30",
"from": "2027-01-01"
},
"measurement_criterion": "Nature/Science/Cell/PNAS publication where lead methodology cites a frontier LLM as primary discovery agent (drug, material, proof, etc.)."
},
{
"kind": "llm_post_event",
"label": "Pharma or materials company attributes >$1B value to AI-discovered candidate",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -1,
"source_id": null,
"confidence": 0.3,
"expected
... (truncated)