By end of 2026, a full GPU will be able to do brain surgery or discover new math/physics
Predictor: Dave Blundin · ep#242 "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242" · source
Prediction text
By end of 2026, a full GPU will be able to do brain surgery or discover new math/physics | driving a self-driving car uses up basically a full GPU. And by the end of this year, a full GPU can also do brain surgery, or it can discover new math or new physics
Watch events: Neuralink human trial enrollment; first commercial BCI
Verbatim quote
driving a self-driving car uses up basically a full GPU. And by the end of this year, a full GPU can also do brain surgery, or it can discover new math or new physics
Predictor: Dave Blundin
Calibration plot (stated vs observed)
Evidence about this node from Dave Blundin 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
- 2026-04-15hitAletheia (Gemini Deep Think variant) achieves PhD-level research math resultsHow: Google DeepMind announces Aletheia produces publishable PhD-level mathematics research result (e.g., arithmetic geometry)Source: https://spectrum.ieee.org/ai-math-benchmarksconf 85%Notes: HIT toward 'discover new math' clause — single-model research-grade output achieved.
- 2026-04-15hitFrontier model scores >=99% on AIME / HMMT (saturation of competition math)How: Public benchmark (BenchLM, Vals AI) confirms top frontier model AIME score >=99%Source: https://benchlm.ai/mathconf 99%Notes: GPT-5.4 hit 100%, Claude Opus 4.6 99.8%.
- 2026-04-30hitEdison Scientific Kosmos: AI scientist running on GPUs serves >50K researchersHow: NVIDIA Nemotron-powered Edison Scientific Kosmos publicly reports >=50,000 researcher users running autonomous research tasksSource: https://blogs.nvidia.com/blog/sc25-new-science-systems-worldwide/conf 85%Notes: HIT for 'discover new math/physics' end of prediction.
- 2026-05-01 → 2026-08-31pendingCMR Surgical Versius validated on Cosmos-H simulation for clinical deploymentHow: CMR Surgical announces Versius surgical system validation/clinical deployment using NVIDIA Cosmos-H GPU simulationSource: https://www.therobotreport.com/nvidia-collaborates-global-robotics-leaders-make-physical-ai-reality/conf 60%Notes: Maps to 'brain surgery' clause — closest analog is GPU-validated robotic surgery.
- 2026-05-01 → 2026-08-31pendingFrontier model solves first-Proof-Challenge math problem (5-page proof)How: AI model produces verified, peer-reviewed proof of one of the 11 mathematicians' First Proof Challenge problemsSource: https://spectrum.ieee.org/ai-math-benchmarksconf 30%Notes: Cascade — strongest possible HIT for 'discover new math' clause.
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 | -0.088 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.600 | 0.050 | -0.076 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.600 | 0.050 | -0.075 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.600 | -0.060 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.050 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 247_023 AI will be able to do everything a white collar worker does — Dave Blundin | 40.8% | 0.720 | 0.050 | -0.031 |
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 36.1% | 0.650 | 0.050 | -0.018 |
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | +0.013 |
| prereq | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.920 | 0.050 | -0.010 |
| 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 | -0.004 |
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_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 | 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 | 247_023 | AI will be able to do everything a white collar worker does imminently | AI | — |
| 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 | — |
Linked documents (10)
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=wMLcIWLlcWg",
"mode": "PREDICTION",
"role": "Host",
"context": "by the end of this year, a full GPU can also do brain surgery, or it can discover new math or new physics",
"to_year": 2026,
"verbatim": "driving a self-driving car uses up basically a full GPU. And by the end of this year, a full GPU can also do brain surgery, or it can discover new math or new physics",
"conv_cues": "by the end of this year",
"direction": "HAPPEN",
"from_year": 2026,
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"milestones": [
{
"kind": "llm_pre_event",
"label": "Aletheia (Gemini Deep Think variant) achieves PhD-level research math results",
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"source": "https://spectrum.ieee.org/ai-math-benchmarks",
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"source": "https://benchlm.ai/math",
"status": "hit",
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{
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{
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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",
"status": "hit",
"weight": 0.5,
"ordinal": -5,
"source_id": "SEM_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "llm_pre_event",
"label": "Edison Scientific Kosmos: AI scientist running on GPUs serves >50K researchers",
"notes": "HIT for 'discover new math/physics' end of prediction.",
"source": "https://blogs.nvidia.com/blog/sc25-new-science-systems-worldwide/",
"status": "hit",
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"source_url": "https://blogs.nvidia.com/blog/sc25-new-science-systems-worldwide/",
"expected_date": "2026-04-30",
"observed_date": "2026-04-30",
"re
... (truncated)