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242_010predictionAIAI-scaling

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

Prior probability
60.0%
Current probability
49.5%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-01-01 – 2026-08-31
Edges in / out
10 / 5
Tickers exposed
37

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

From episode "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242"
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

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

4 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 49.5%

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: 7 fired ✓ · 3 pending
  1. 2026-04-15hitAletheia (Gemini Deep Think variant) achieves PhD-level research math results
    How: 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.
  2. 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%.
  3. 2026-04-30hitEdison Scientific Kosmos: AI scientist running on GPUs serves >50K researchers
    How: NVIDIA Nemotron-powered Edison Scientific Kosmos publicly reports >=50,000 researcher users running autonomous research tasks
    Source: https://blogs.nvidia.com/blog/sc25-new-science-systems-worldwide/conf 85%
    Notes: HIT for 'discover new math/physics' end of prediction.
  4. 2026-05-01 → 2026-08-31pendingCMR Surgical Versius validated on Cosmos-H simulation for clinical deployment
    How: CMR Surgical announces Versius surgical system validation/clinical deployment using NVIDIA Cosmos-H GPU simulation
    Source: 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.
  5. 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 problems
    Source: https://spectrum.ieee.org/ai-math-benchmarksconf 30%
    Notes: Cascade — strongest possible HIT for 'discover new math' clause.

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: 50%)

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
LBP2026-05-10T02:00:02Z49.5%-1.2pp
Network propagation: 50.7% → 49.5%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.7%-2.2pp
Network propagation: 52.9% → 50.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z52.9%-2.9pp
Network propagation: 55.8% → 52.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.8%-4.2pp
Network propagation: 60.0% → 55.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.600-0.088
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.6000.050-0.076
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.6000.050-0.075
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.600-0.060
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.050

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq247_023
AI will be able to do everything a white collar worker does Dave Blundin
40.8%0.7200.050-0.031
prereq242_031
Most large companies' business models will be disrupted in 2Peter Diamandis
36.1%0.6500.050-0.018
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050+0.013
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050-0.010
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.004

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq244_019Peter's son won't need a driver's license in 2 yearsAuto/Transport
prereq247_023AI will be able to do everything a white collar worker does imminentlyAI
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq242_031Most large companies' business models will be disrupted in 2-5 yearsMarkets/Stocks
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.615polymarketWill Valtteri Bottas be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.609polymarketWill Isack Hadjar be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.609polymarketWill Gabriel Bortoleto be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.604polymarketWill Max Verstappen be the 2026 F1 Drivers' Champion?6%mentionspending2025-12-08
0.604polymarketWill Lewis Hamilton be the 2026 F1 Drivers' Champion?2%mentionspending2025-12-08
0.602polymarketWill Williams be the 2026 F1 Constructors' Champion?1%mentionspending2025-12-08
0.602arxivEnhanced 3D Brain Tumor Segmentation Using Assorted Precision Trainingmentionspending2026-05-05
0.600polymarketWill Arvid Lindblad be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.599polymarketWill Charles Leclerc be the 2026 F1 Drivers' Champion?4%mentionspending2025-12-08
0.598polymarketWill Sergio Pérez be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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,
  "timeframe": "end of 2026",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Aletheia (Gemini Deep Think variant) achieves PhD-level research math results",
      "notes": "HIT toward 'discover new math' clause — single-model research-grade output achieved.",
      "source": "https://spectrum.ieee.org/ai-math-benchmarks",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://spectrum.ieee.org/ai-math-benchmarks",
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Google DeepMind announces Aletheia produces publishable PhD-level mathematics research result (e.g., arithmetic geometry)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Frontier model scores >=99% on AIME / HMMT (saturation of competition math)",
      "notes": "GPT-5.4 hit 100%, Claude Opus 4.6 99.8%.",
      "source": "https://benchlm.ai/math",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://benchlm.ai/math",
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Public benchmark (BenchLM, Vals AI) confirms top frontier model AIME score >=99%"
    },
    {
      "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",
      "weight": 0.5,
      "ordinal": -7,
      "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": -6,
      "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": -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",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://blogs.nvidia.com/blog/sc25-new-science-systems-worldwide/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "re
... (truncated)