AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).
Predictor: Alex Wissner-Gross
Prediction text
AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas). | Physics journal AI-attributed publications
Key catalyst: Physics journal AI-attributed publications
Watch events: Physics journal citations of AI-originated proofs; Nobel Laureate / Fields Medalist endorsements
Resolution evidence
GPT-5.2 Pro launched Dec 2025 with enhanced reasoning; published results on gluon scattering amplitudes referenced in Wissner-Gross Feb 2026 dispatch.
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
- 2026-02-13hitOpenAI announces GPT-5.2 derives new theoretical physics resultHow: OpenAI publishes blog post 'GPT-5.2 derives a new result in theoretical physics' covering gluon scattering amplitude formula derivationSource: https://openai.com/index/new-result-theoretical-physics/ — OpenAI announcement Feb 13 2026conf 99%Notes: HIT — directly confirms Wissner-Gross's prediction. GPT-5.2 Pro derived gluon amplitude formula in 20 minutes.
- 2026-02-13hitPeer-reviewed arXiv preprint with IAS/Cambridge/Harvard/OpenAI authorsHow: arXiv preprint published with co-authors from Institute for Advanced Study, Vanderbilt, Cambridge, Harvard, OpenAI documenting the gluon resultSource: https://thequantuminsider.com/2026/02/13/ai-scientist-spots-what-physicists-missed-in-gluon-scattering/ — Quantum Insider coverage of arXiv preprintconf 99%
- 2026-06-01 → 2027-06-30pendingSecond AI-derived physics result published by different labHow: Second peer-reviewed physics paper credits AI as essential for original derivation, from a different lab (DeepMind, Anthropic, academic group)Source: arXiv physics, Nature, Scienceconf 65%
- 2026-06-01 → 2027-12-31pendingMajor physics journal accepts AI-derived result for publicationHow: Physical Review Letters, JHEP, or peer accepts paper with AI as essential research contributor (not just tool)Source: Journal websites, arXiv DOI trackingconf 70%
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
{
"source": "backfill_resolution_history.py",
"status": "partial",
"bayesian_v2": false,
"outcome_prob": 0.5,
"evidence_kind": "resolution_terminal",
"posterior_prob": 0.5,
"delta_to_outcome": -0.08818999999999999,
"inside_posterior": 0.58819,
"validation_notes": "GPT-5.2 Pro launched Dec 2025 with enhanced reasoning; published results on gluon scattering amplitudes referenced in Wissner-Gross Feb 2026 dispatch.",
"validation_status": "hit",
"pre_resolution_prob": 0.58819,
"resolution_evidence": "GPT-5.2 Pro launched Dec 2025 with enhanced reasoning; published results on gluon scattering amplitudes referenced in Wissner-Gross Feb 2026 dispatch.",
"does_not_update_current_prob": true
}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 |
|---|---|---|---|---|---|
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.650 | 0.050 | -0.104 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.650 | 0.050 | -0.103 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.650 | -0.086 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.650 | 0.050 | -0.061 |
| killer | TK06 China-Taiwan Military Conflict | 8.0% | 0.050 | 0.650 | +0.046 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | +0.052 |
| prereq | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.920 | 0.050 | +0.044 |
| 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 | +0.033 |
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 36.1% | 0.650 | 0.050 | +0.018 |
| prereq | 248_033 Superhuman AI will make BCI-enhanced humans irrelevant compa — Dave Blundin | 36.7% | 0.600 | 0.050 | -0.015 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| 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_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | 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 | — |
| 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) | — | — |
| killer | TK06 | China-Taiwan Military Conflict | — | — |
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 | — |
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | hit | thesis_timeline_v1.0_import | GPT-5.2 Pro launched Dec 2025 with enhanced reasoning; published results on gluon scattering amplitudes referenced in Wissner-Gross Feb 2026 dispatch. |
Linked documents (10)
Raw metadata
{
"nia": false,
"mode": "PREDICTION",
"role": "Guest-VC/Physicist",
"context": "Wissner-Gross cites GPT-5.2 Pro proving new formulas for complex gluon scattering amplitudes as evidence of autonomous physics research capability.",
"to_year": 2027,
"conv_cues": "gaining the capability; citing demonstrations",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "ongoing 2026",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "OpenAI announces GPT-5.2 derives new theoretical physics result",
"notes": "HIT — directly confirms Wissner-Gross's prediction. GPT-5.2 Pro derived gluon amplitude formula in 20 minutes.",
"source": "https://openai.com/index/new-result-theoretical-physics/ — OpenAI announcement Feb 13 2026",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.99,
"source_url": "https://openai.com/index/new-result-theoretical-physics/",
"expected_date": "2026-02-13",
"observed_date": "2026-02-13",
"research_origin": "deep_research",
"measurement_criterion": "OpenAI publishes blog post 'GPT-5.2 derives a new result in theoretical physics' covering gluon scattering amplitude formula derivation"
},
{
"kind": "llm_pre_event",
"label": "Peer-reviewed arXiv preprint with IAS/Cambridge/Harvard/OpenAI authors",
"source": "https://thequantuminsider.com/2026/02/13/ai-scientist-spots-what-physicists-missed-in-gluon-scattering/ — Quantum Insider coverage of arXiv preprint",
"status": "hit",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.99,
"source_url": "https://thequantuminsider.com/2026/02/13/ai-scientist-spots-what-physicists-missed-in-gluon-scattering/",
"expected_date": "2026-03-17",
"observed_date": "2026-02-13",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-04-30",
"from": "2026-02-01"
},
"measurement_criterion": "arXiv preprint published with co-authors from Institute for Advanced Study, Vanderbilt, Cambridge, Harvard, OpenAI documenting the gluon result"
},
{
"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": -4,
"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",
"weight": 0.5,
"ordinal": -3,
"source_id": "SEM_027",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
"status": "hit",
"weight": 0.5,
"ordinal": -2,
"source_id": "SEM_014",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
"status": "hit",
"weight": 0.5,
"ordinal": -1,
"source_id": "SEM_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "event",
"label": "AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).",
"status": "partial",
"weight": 1,
"ordinal": 0,
"source_id": "SEM_033",
"expected_date": "2026-05-01",
"observed_date": "2026-05-01"
... (truncated)