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231_034predictionEnergyAI-scaling

Power constraint won't be a big problem until chip fabs come online and it suddenly becomes massive.

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
65.0%
Current probability
53.6%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2028-06-01 – 2028-06-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

Power constraint won't be a big problem until chip fabs come online and it suddenly becomes massive. | the power constraint is going to be not a real big problem until suddenly it's a massive problem. And it's exactly when the new chip fabs come online, right? We we have to expand our our ability to make chips by thousands of times on on Earth.

Verbatim quote

From episode "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231"
the power constraint is going to be not a real big problem until suddenly it's a massive problem. And it's exactly when the new chip fabs come online, right? We we have to expand our our ability to make chips by thousands of times on on Earth.

Resolution evidence

Status: in_progress

Power constraints becoming acute: TSMC Arizona fab + Intel Ohio + Samsung Texas all ramping 2026-2028. Grid constraints real now.

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 0.602

Greenfield semiconductor fab construction within 3 years of announce

Base rate
58.0%
7/12 historical
Inside weight
Outside weight
no pull
inside 53.6% → blend 53.6% 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 65%2026-04-302026-04-302026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 53.6%

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. 2026-02-15hitTSMC Arizona Fab 2 construction pulled forward to 2027
    How: TSMC publicly accelerates Arizona Fab 2 commercial production from 2028 to 2027
    Source: Tech Insider: TSMC $165B Arizona GigaFabconf 92%
    Notes: HIT — Fab 2 pulled forward to 2027. This is the trigger event Blundin warns will collide with grid capacity.
  2. 2026-03-01hitUS interconnection queue surpasses 2,100 GW (exceeds total grid capacity)
    How: FERC / DOE / LBNL queue data confirms >=2,000 GW pending grid interconnection, exceeding installed capacity
    Source: EnkiAI: AI Data Center Grid Strain — Power Halts Growth in 2026conf 92%
    Notes: HIT — 2,100 GW interconnection queue confirms structural power bottleneck arrived as predicted.
  3. 2026-04-01hit30-50% of planned 2026 data center capacity slips to 2028
    How: Industry analysts (Omdia, Synergy, Dell'Oro) confirm 30-50% slippage of 2026 datacenter projects to 2028 due to power
    Source: Manufacturing Dive: AI chips stuck in 2026; EnkiAI 2026 Crisisconf 88%
    Notes: HIT — Omdia and EnkiAI confirm 30-50% slippage. Power has overtaken chips as primary AI bottleneck.
  4. 2026-06-01 → 2027-12-31pendingFirst major hyperscaler delays >=1 GW data center build for grid reasons
    How: Public 10-K/10-Q disclosure or press release: AMZN/MSFT/GOOGL/META postpones >=1 GW build citing grid/transformer constraints
    Source: Hyperscaler 10-K filings, energy pressconf 75%
    Notes: Concrete corporate-level signal that 'massive problem' has hit balance sheets.
  5. 2027-06-01 → 2028-06-30pendingUS grid ISO declares emergency power conservation due to AI demand
    How: PJM / ERCOT / MISO / CAISO declares >=2 days of emergency conservation explicitly citing AI/data center load
    Source: ISO operational notices, FERC filingsconf 55%
    Notes: Cascade event — 'massive problem' becomes consumer-visible grid stress.

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: 54%)

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
LBP2026-05-10T02:00:02Z53.6%-1.3pp
Network propagation: 54.9% → 53.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z54.9%-2.3pp
Network propagation: 57.2% → 54.9%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z57.2%-3.0pp
Network propagation: 60.1% → 57.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z60.1%+2.2pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.601 w_in=0.30 fab_construction_3y
LBP2026-04-30T02:18:57Z58.0%-2.2pp
Network propagation: 60.1% → 58.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z60.1%-4.9pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.601 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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.650-0.096
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.6500.050-0.083
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.6500.050-0.082
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.650-0.066
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.054

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050+0.024
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050+0.020
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050+0.011
prereq232_057
First person to arrive on moon/Mars will find bed made by OpDave Blundin
34.8%0.6000.050-0.007
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050-0.001

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
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
prereq232_057First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration.Robotics
prereq242_023World will have 10x more wealth around 2034-2036Macro/Economy

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2031-03-31[Energy/Regulation 2031-03] ly less than 100% efficiency by physics [231_034] Power constraint won't be a big problem until chip fabs come online and it sudde [241_059] Government will continue unleashing capital to solve AI power problemspending

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "thousands of times chip capacity",
  "url": "https://www.youtube.com/watch?v=HklyjXKYFng",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "the power constraint is going to be not a real big problem until suddenly it's a massive problem. And it's exactly when the new chip fabs come online, right? We we have to expand our our ability to make chips by thousands of times on on Earth.",
  "to_year": 2030,
  "verbatim": "the power constraint is going to be not a real big problem until suddenly it's a massive problem. And it's exactly when the new chip fabs come online, right? We we have to expand our our ability to make chips by thousands of times on on Earth.",
  "conv_cues": "going to be",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "TSMC Arizona Fab 2 construction pulled forward to 2027",
      "notes": "HIT — Fab 2 pulled forward to 2027. This is the trigger event Blundin warns will collide with grid capacity.",
      "source": "Tech Insider: TSMC $165B Arizona GigaFab",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://tech-insider.org/tsmc-arizona-165-billion-expansion-gigafab-2026/",
      "expected_date": "2026-02-28",
      "observed_date": "2026-02-15",
      "research_origin": "deep_research",
      "measurement_criterion": "TSMC publicly accelerates Arizona Fab 2 commercial production from 2028 to 2027"
    },
    {
      "kind": "llm_pre_event",
      "label": "US interconnection queue surpasses 2,100 GW (exceeds total grid capacity)",
      "notes": "HIT — 2,100 GW interconnection queue confirms structural power bottleneck arrived as predicted.",
      "source": "EnkiAI: AI Data Center Grid Strain — Power Halts Growth in 2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://enkiai.com/data-center/ai-data-center-grid-strain-power-halts-growth-in-2026/",
      "expected_date": "2026-03-31",
      "observed_date": "2026-03-01",
      "research_origin": "deep_research",
      "measurement_criterion": "FERC / DOE / LBNL queue data confirms >=2,000 GW pending grid interconnection, exceeding installed capacity"
    },
    {
      "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": "30-50% of planned 2026 data center capacity slips to 2028",
      "notes": "HIT — Omdia and EnkiAI confirm 30-50% slip
... (truncated)