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
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
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
Power constraints becoming acute: TSMC Arizona fab + Intel Ohio + Samsung Texas all ramping 2026-2028. Grid constraints real now.
Predictor: Dave Blundin
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
Greenfield semiconductor fab construction within 3 years of announce
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
Milestone chain
- 2026-02-15hitTSMC Arizona Fab 2 construction pulled forward to 2027How: TSMC publicly accelerates Arizona Fab 2 commercial production from 2028 to 2027Source: 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.
- 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 capacitySource: 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.
- 2026-04-01hit30-50% of planned 2026 data center capacity slips to 2028How: Industry analysts (Omdia, Synergy, Dell'Oro) confirm 30-50% slippage of 2026 datacenter projects to 2028 due to powerSource: 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.
- 2026-06-01 → 2027-12-31pendingFirst major hyperscaler delays >=1 GW data center build for grid reasonsHow: Public 10-K/10-Q disclosure or press release: AMZN/MSFT/GOOGL/META postpones >=1 GW build citing grid/transformer constraintsSource: Hyperscaler 10-K filings, energy pressconf 75%Notes: Concrete corporate-level signal that 'massive problem' has hit balance sheets.
- 2027-06-01 → 2028-06-30pendingUS grid ISO declares emergency power conservation due to AI demandHow: PJM / ERCOT / MISO / CAISO declares >=2 days of emergency conservation explicitly citing AI/data center loadSource: ISO operational notices, FERC filingsconf 55%Notes: Cascade event — 'massive problem' becomes consumer-visible grid stress.
What if this resolves?
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
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.650 | -0.096 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.650 | 0.050 | -0.083 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.650 | 0.050 | -0.082 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.650 | -0.066 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.650 | +0.054 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | +0.024 |
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | +0.020 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | +0.011 |
| prereq | 232_057 First person to arrive on moon/Mars will find bed made by Op — Dave Blundin | 34.8% | 0.600 | 0.050 | -0.007 |
| prereq | 242_023 World will have 10x more wealth around 2034-2036 — Dave Blundin | 34.2% | 0.600 | 0.050 | -0.001 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | 232_057 | First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration. | Robotics | — |
| prereq | 242_023 | World will have 10x more wealth around 2034-2036 | Macro/Economy | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 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 problems | pending |
Raw metadata
{
"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)