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231_038predictionAIAI-scaling

TSMC fabs will come online in 5-6-7 years; Elon won't wait that long.

Predictor: Dave Blundin · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source

Prior probability
60.0%
Current probability
44.0%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2031-01-01 – 2033-08-31
Edges in / out
21 / 5
Tickers exposed
37

Prediction text

TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. | those fabs, you know, that that's a commitment to spend that amount over like four or five years. They'll be online in five, six, seven years. It's like so far into the future. Yan's not going to wait for that.

Verbatim quote

From episode "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231"
those fabs, you know, that that's a commitment to spend that amount over like four or five years. They'll be online in five, six, seven years. It's like so far into the future. Yan's not going to wait for that.

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 0.683

Greenfield semiconductor fab construction within 3 years of announce

Base rate
58.0%
7/12 historical
Inside weight
Outside weight
no pull
inside 44.0% → blend 44.0% 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

7 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-04-302026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 44.0%

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 ✓ · 1 pending

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: 44%)

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
LBP2026-05-17T02:00:01Z44.0%-1.3pp
Network propagation: 45.3% → 44.0%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z45.3%-2.3pp
Network propagation: 47.6% → 45.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.6%-4.2pp
Network propagation: 51.7% → 47.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z51.7%-6.9pp
Network propagation: 58.6% → 51.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z58.6%+6.7pp
reference_class_assigned bayesian_v2 inside=0.600 blend=0.586 w_in=0.30 fab_construction_3y
LBP2026-04-30T02:18:57Z51.9%-6.7pp
Network propagation: 58.6% → 51.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z58.6%-1.4pp
reference_class_assigned bayesian_v2 inside=0.600 blend=0.586 w_in=0.30 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
prereq230_007
Lobsters (agentic AIs) will ultimately gain first-class physAlex Wissner-Gross
39.3%0.6000.050-0.178
prereq247_052
AI enters government in 2-4 years will allow thoughtful UBI Dave Blundin
41.8%0.6000.050-0.164
prereq238_070
Small language models will be where most algorithmic breakthAlex Wissner-Gross
41.9%0.6000.050-0.163
prereq235_001
Anthropic will be first company to hit $1 trillion in revenuDave Blundin
45.8%0.6000.050-0.142
prereq247_020
Jobs will go up, not down by 2030 post-AI adjustmentDave Blundin
49.6%0.6000.050-0.122

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%0.6000.050-0.108
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050-0.054
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.047
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.037
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.033

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (21)

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
prereqSEM_003Fierce zero-sum scramble will saturate every available long-term power contract and voltage transformer through rest of decade.Energy/Compute
prereqSEM_013Every nation needs to build advanced chip manufacturing capability — sovereign semiconductor production is existential.Policy/Semis
prereqSEM_004Capital should rotate FROM software developers TO data-center compute, power infrastructure, semi supply chains, and repurposed Bitcoin mining facilities.Investing
prereqSEM_001Compute clusters will scale from $10B → $100B → $1T by end of decade; 'another zero every six months' on boardroom projections.AI/Compute
prereq231_041Radical massive job destruction is imminent; new creation will lag, causing devastation for a few years.Labor/Jobs
prereq247_020Jobs will go up, not down by 2030 post-AI adjustmentLabor/Jobs
prereq238_062Industrial-revolution-scale disruption will unfold over 2-4 years (not 20-40)Labor/Jobs
prereq235_001Anthropic will be first company to hit $1 trillion in revenue by 2029-2030.AI
prereq247_052AI enters government in 2-4 years will allow thoughtful UBI programs laterMacro/Economy
prereq238_070Small language models will be where most algorithmic breakthroughs come from (crowdsourced)AI
prereq230_007Lobsters (agentic AIs) will ultimately gain first-class physical embodiment as robots.Robotics
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
SimSourceTitleMarket probPolarityReviewedPublished
0.671polymarketWill Elon Musk post 300-319 tweets from April 28 to May 5, 2026?0%mentionspending2026-04-25
0.670polymarketWill Elon Musk post 300-319 tweets from April 24 to May 1, 2026?0%mentionspending2026-04-21
0.670polymarketWill Elon Musk post 500+ tweets from May 15 to May 22, 2026?0%mentionspending2026-05-12
0.670polymarketWill Elon Musk post <40 tweets from April 30 to May 2, 2026?6%mentionspending2026-04-27
0.669polymarketWill Elon Musk post 320-339 tweets from April 28 to May 5, 2026?0%mentionspending2026-04-25
0.669polymarketWill Elon Musk post 60-79 tweets from April 28 to May 5, 2026?0%mentionspending2026-04-25
0.668polymarketWill Elon Musk post 400-419 tweets from April 28 to May 5, 2026?0%mentionspending2026-04-25
0.668polymarketWill Elon Musk post 320-339 tweets from April 24 to May 1, 2026?0%mentionspending2026-04-21
0.668polymarketWill Elon Musk post 500+ tweets from May 8 to May 15, 2026?0%mentionspending2026-05-05
0.667polymarketWill Elon Musk post 360-379 tweets from April 28 to May 5, 2026?0%mentionspending2026-04-25

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$100B for 4+ US fabs",
  "url": "https://www.youtube.com/watch?v=HklyjXKYFng",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "those fabs, you know, that that's a commitment to spend that amount over like four or five years. They'll be online in five, six, seven years. It's like so far into the future. Yan's not going to wait for that.",
  "to_year": 2033,
  "verbatim": "those fabs, you know, that that's a commitment to spend that amount over like four or five years. They'll be online in five, six, seven years. It's like so far into the future. Yan's not going to wait for that.",
  "conv_cues": "they'll be online",
  "direction": "HAPPEN",
  "from_year": 2031,
  "timeframe": "5-7 years",
  "conv_level": "HIGH",
  "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": -6,
      "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": -5,
      "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": -4,
      "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": -3,
      "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": -2,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Lobsters (agentic AIs) will ultimately gain first-class physical embodiment as robots.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -1,
      "source_id": "230_007",
      "expected_date": "2030-06-20",
      "observed_date": null
    },
    {
      "kind": "event",
      "label": "TSMC fabs will come online in 5-6-7 years; Elon won't wait that long.",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "231_038",
      "expected_date": "2032-12-02",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "Dragonfly nuclear-powered octicopter arrives at Titan in 2034.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 1,
      "source_id": "246_016",
      "expected_date": "2034-09-16",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "World will have 10x more wealth around 2034-2036",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 2,
      "source_id": "242_023",
      "expected_date": "2036-03-23",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 3,
      "source_id": "240_036",
      "expected_date": "2040-07-06",
      "observed_date": null
    },
 
... (truncated)