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242_011predictionAIAI-scaling

New non-lithography semiconductor techniques discovered within 1-2 years, manufactured at scale in 5-7 years

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
55.0%
Current probability
46.1%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2027-01-01 – 2033-09-30
Edges in / out
11 / 5
Tickers exposed
37

Prediction text

New non-lithography semiconductor techniques discovered within 1-2 years, manufactured at scale in 5-7 years | Something will get discovered in the next year or two using current LLM AI running on GPUs that will then dictate a very different non-lithography future. But it'll probably be five or six or seven years before those start getting manufactured at the same scale as lithography

Verbatim quote

From episode "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242"
Something will get discovered in the next year or two using current LLM AI running on GPUs that will then dictate a very different non-lithography future. But it'll probably be five or six or seven years before those start getting manufactured at the same scale as lithography

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 55%2026-04-302026-05-032026-05-10
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: 6 fired ✓ · 3 pending
  1. 2026-01-15hitTSMC 2nm GAA HVM begins (lithography frontier shifts from FinFET to GAA without High-NA EUV requirement)
    How: TSMC N2 enters HVM; TSMC publicly states High-NA EUV not required through 2029
    Source: deep_research_enrichedconf 95%
  2. 2026-06-01 → 2027-12-31pendingAlixLabs APS non-lithography pitch-splitting moves to commercial pilot at major foundry
    How: Public announcement of AlixLabs APS process integrated into commercial logic or DRAM production line
    Source: deep_research_enrichedconf 50%
  3. 2027-01-01 → 2028-06-30pendingDARPA, IBM Research, or Imec publish breakthrough non-lithography patterning technique reaching sub-5nm features at lab scale
    How: Peer-reviewed publication or DARPA program demonstrating non-lithography sub-5nm pattern at fabrication-relevant throughput
    Source: deep_research_enrichedconf 40%
  4. 2028-06-01 → 2028-12-31pendingTSMC roadmap milestone: A14 (1.4nm) node enters HVM by 2028 (final pre-non-litho frontier confirmed)
    How: TSMC A14 HVM ramp announced per current roadmap
    Source: deep_research_enrichedconf 70%
  5. 2030-06-01 → 2032-12-31pendingFirst non-lithography manufactured chip reaches commercial volume at 2nm-equivalent feature density
    How: Commercial chip product fabricated using non-lithography (DSA, nanoimprint, or AlixLabs-style etch) ships at scale
    Source: deep_research_enrichedconf 30%

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%-1.1pp
Network propagation: 47.2% → 46.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.2%-1.7pp
Network propagation: 48.9% → 47.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.9%-2.6pp
Network propagation: 51.5% → 48.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.5%-3.5pp
Network propagation: 55.0% → 51.5%
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%0.0500.550-0.086
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.5500.050-0.074
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%0.5500.050-0.039
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.039

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq230_024
Under a certain age (40-50) life expectancy is infinity due Dave Blundin
39.6%0.6000.050-0.096
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050-0.042
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.034
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.025
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.021

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (11)

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_029Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI training.Semis/Products
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
correlateS_AGI_SLOW_2031AGI slow: Schmidt/Hassabis 5-10 year pathagi_general_capability
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
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereq242_023World will have 10x more wealth around 2034-2036Macro/Economy
prereq230_024Under a certain age (40-50) life expectancy is infinity due to longevity escape velocity.Biotech/Longevity

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=wMLcIWLlcWg",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "Something will get discovered in the next year or two... But it'll probably be five or six or seven years before those start getting manufactured at the same scale as lithography",
  "to_year": 2033,
  "verbatim": "Something will get discovered in the next year or two using current LLM AI running on GPUs that will then dictate a very different non-lithography future. But it'll probably be five or six or seven years before those start getting manufactured at the same scale as lithography",
  "conv_cues": "will get discovered; probably",
  "direction": "HAPPEN",
  "from_year": 2027,
  "timeframe": "discovery in 1-2 years; scaled production in 5-7 years",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "TSMC 2nm GAA HVM begins (lithography frontier shifts from FinFET to GAA without High-NA EUV requirement)",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://markets.financialcontent.com/stocks/article/tokenring-2026-1-19-tsmc-enters-the-2nm-era-the-high-stakes-leap-to-gaa-transistors-and-the-battle-for-silicon-supremacy",
      "expected_date": "2026-01-15",
      "observed_date": "2026-01-15",
      "research_origin": "deep_research",
      "measurement_criterion": "TSMC N2 enters HVM; TSMC publicly states High-NA EUV not required through 2029"
    },
    {
      "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": "Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI ",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_029",
      "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": "AlixLabs APS non-lithography pitch-splitting moves to commercial pilot at major foundry",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://semiengineering.com/tsmc-tech-symposium-2026-by-the-numbers/",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Public announcement of Al
... (truncated)