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240_029predictionAIAI-scaling

ASML will produce only 700-1000 EUV machines per year, bottlenecking fab buildout

Predictor: Dave Blundin · ep#240 "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse" · source

Prior probability
55.0%
Current probability
46.1%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-01-01 – 2026-10-31
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

ASML will produce only 700-1000 EUV machines per year, bottlenecking fab buildout | They make 700 of these things a year. And you say, 'Well, how many do you think you could make next year?' And they're like, 'Well, if we really move, we might go from 700 to a,000.'

Verbatim quote

From episode "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse"
They make 700 of these things a year. And you say, 'Well, how many do you think you could make next year?' And they're like, 'Well, if we really move, we might go from 700 to a,000.'

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: fab_construction_3y

Linked via embedding similarity 0.600

Greenfield semiconductor fab construction within 3 years of announce

Base rate
58.0%
7/12 historical
Inside weight
Outside weight
no pull
inside 46.1% → blend 46.1% 0.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

6 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-04-302026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 46.1%

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: 5 fired ✓ · 2 pending
  1. 2026-04-15hitASML confirms 2026 EUV production target of ~60 machines (not 700-1000 as quoted by Blundin)
    How: ASML publicly confirms via Q1/Q2 earnings, capital markets day, or annual report that 2026 EUV (NXE+EXE) shipment target is approximately 60 systems (range 50-65), NOT 700-1000
    Source: https://itdaily.com/news/business/asml-wil-60-euv-machines-produceren/conf 90%
  2. 2026-05-01 → 2026-10-31pendingFoundry capacity expansion announcements cite EUV bottleneck as constraint
    How: TSMC / Samsung / Intel publicly cite EUV machine availability (vs other constraints) as gating factor for fab buildout pace; verified via earnings calls or company statements
    Source: https://www.enverus.com/blog/scarce-machines-infinite-demand-asml-and-the-limits-of-the-ai-buildout-report/conf 60%
  3. 2026-05-01 → 2026-12-31pendingASML High-NA EUV (EXE:5200/5400) shipments commence to leading-edge fabs
    How: ASML EXE-series High-NA EUV systems shipped to TSMC / Samsung / Intel for production use, confirmed via ASML earnings call or customer announcement
    Source: https://www.tomshardware.com/tech-industry/semiconductors/asml-projects-usd71-billion-in-revenue-by-2030-as-demand-for-euv-lithography-machines-intensifies-due-to-ai-boom-china-sales-lag-behind-while-company-cashes-in-on-high-end-twinscan-systemsconf 65%
  4. 2026-10-15 → 2027-01-31pendingASML 2027 production guidance set (target ~80 machines)
    How: ASML capital markets day or Q4 2026 earnings release sets 2027 EUV shipment guidance at approximately 80 systems
    Source: https://www.alphapilot.tech/discover/asml-raises-2026-outlook-as-ai-supercycle-drives-record-lithography-demandconf 70%
  5. 2026-09-01 → 2027-12-31pendingCascade: ASML announces 2030 capacity expansion plan exceeding 100 EUV machines/year
    How: ASML capital markets day or strategic update commits to >100 EUV systems/year capacity by 2030, with capex plans to support; verified via ASML investor relations
    Source: https://www.smbom.com/news/13733conf 50%

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: 46%)

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
LBP2026-05-10T02:00:02Z46.1%-1.8pp
Network propagation: 47.9% → 46.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.9%-3.4pp
Network propagation: 51.2% → 47.9%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z51.2%-5.2pp
Network propagation: 56.4% → 51.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z56.4%+4.5pp
reference_class_assigned bayesian_v2 inside=0.550 blend=0.564 w_in=0.53 fab_construction_3y
LBP2026-04-30T02:18:57Z51.9%-4.5pp
Network propagation: 56.4% → 51.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z56.4%+1.4pp
reference_class_assigned bayesian_v2 inside=0.550 blend=0.564 w_in=0.53 fab_construction_3y

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%0.0500.550-0.086
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.5500.050-0.076
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.5500.050-0.075
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.550-0.061
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5500.050-0.040

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%0.7200.050-0.055
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050-0.041
prereq242_031
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36.1%0.6500.050-0.040
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.026
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050-0.011

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

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "700-1000 ASML machines/year",
  "url": "https://www.youtube.com/watch?v=uOGHXAfvK8w",
  "mode": "CITED_PREDICTION",
  "role": "Host",
  "caveats": "Represented as ASML's own statement",
  "context": "They make 700 of these things a year. And you say, \"Well, how many do you think you could make next year?\" And they're like, \"Well, if we really move, we might go from 700 to a,000.\"",
  "to_year": 2027,
  "cited_by": "Dave Blundin",
  "verbatim": "They make 700 of these things a year. And you say, 'Well, how many do you think you could make next year?' And they're like, 'Well, if we really move, we might go from 700 to a,000.'",
  "conv_cues": "if we really move; might",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "Next year",
  "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": -7,
      "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": -6,
      "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": -5,
      "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": -4,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "ASML confirms 2026 EUV production target of ~60 machines (not 700-1000 as quoted by Blundin)",
      "source": "https://itdaily.com/news/business/asml-wil-60-euv-machines-produceren/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.9,
      "expected_date": "2026-06-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-07-31",
        "from": "2026-04-30"
      },
      "measurement_criterion": "ASML publicly confirms via Q1/Q2 earnings, capital markets day, or annual report that 2026 EUV (NXE+EXE) shipment target is approximately 60 systems (range 50-65), NOT 700-1000"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Foundry capacity expansion announcements cite EUV bottleneck as constraint",
      "source": "https://www.enverus.com/blog/scarce-machines-infinite-demand-asml-and-the-limits-of-the-ai-buildout-report/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -1,
      "source_id": null,
      "confidence": 0.6,
      "expected_date": "2026-07-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-10-31",
        "from": "2026-05-01"
      },
      "measurement_criterion": "TSMC / Samsung / Int
... (truncated)