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CMQ_025predictionAI/ComputeDC-replacement

The entire global installed base of data centers must be ripped out and replaced — legacy DCs unfit for AI factory workloads.

Predictor: Jensen Huang

Prior probability
78.0%
Current probability
49.1%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
in_progress
Window
2026-01-01 – 2032-12-31
Edges in / out
2 / 0
Tickers exposed
0

Prediction text

The entire global installed base of data centers must be ripped out and replaced — legacy DCs unfit for AI factory workloads. | Hyperscaler DC retirement + greenfield announcements

Key catalyst: Hyperscaler DC retirement + greenfield announcements

Watch events: Hyperscaler DC retirement announcements; liquid-cooling penetration rates.

Resolution evidence

Status: in_progress

Hyperscalers retiring >10-year-old DC capacity aggressively 2025-2026; liquid-cooling retrofits and high-density rack deployments accelerating.

Predictor: Jensen Huang

κ + Brier as of 2026-05-22
κ (discount)
0.808
Brier
0.0128
excellent
Hits / Misses
6 / 0
of 8 resolved
Hit rate
75.0%
Calibration plot (stated vs observed)

Evidence about this node from Jensen Huang 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

5 prob_history rows
0%25%50%75%100%prior 78%2026-04-302026-05-022026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 49.1%

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: 1 overdue ⏱ · 8 pending
  1. 2026-03-18overdueNvidia Kyber rack architecture announced (144 GPUs, 800VDC, vertically oriented trays)
    How: At GTC 2026, Nvidia formally announces Kyber rack architecture: 144 GPUs in vertically oriented compute trays, 800VDC power distribution replacing legacy 208VAC, designed for 150-300kW per rack — explicitly incompatible with legacy data center electrical infrastructure.
    Source: DCD — GTC: Nvidia's Jensen Huang, Ian Buck, and Charlie Boyle on the future of data center rack densityconf 95%
    Notes: HIT — direct technical proof that legacy DCs (208VAC racks) cannot support next-gen architectures, supporting the rip-and-replace thesis.
  2. 2026-06-01 → 2026-12-31pendingNvidia Vera Rubin NVL72 ships at 35x token throughput vs Hopper at equivalent power
    How: Nvidia begins shipping Vera Rubin NVL72 (72 Rubin GPUs + 36 Vera CPUs via NVLink) with documented 35x token-throughput improvement over Hopper at equivalent power; first hyperscaler customer publicly confirms deployment.
    Source: Tom's Hardware — Nvidia GTC 2026 keynote live blog — Vera Rubin GPUsconf 85%
    Notes: Hardware shipment is the trigger that forces hyperscalers to rebuild legacy DC capacity — economic obsolescence becomes physical.
  3. 2026-12-31pendingHyperscaler total capex hits $600B in 2026 (36% YoY), with explicit DC retirement disclosures
    How: Combined Big-5 hyperscaler (AMZN/MSFT/GOOG/META/ORCL) capital expenditure crosses $600B in 2026 (36%+ YoY growth), with at least 2 hyperscalers disclosing legacy DC retirement / decommission programs in 10-Ks.
    Source: Introl Blog — Hyperscaler CapEx Hits $600B in 2026; CreditSights — Hyperscaler Capex 2026 Estimatesconf 88%
    Notes: Capex magnitude + retirement disclosures together demonstrate Jensen's 'rip-out and replace' framing materializing in financials.
  4. 2027-05-02pendingQ1 window check-in (25%)
  5. 2026-09-01 → 2029-06-30pendingMajor hyperscaler (top-5) publicly announces decommissioning/retirement of >1GW pre-2024 DC capacity
    How: A top-5 hyperscaler (AWS, Azure, GCP, Meta, Oracle) publicly announces decommissioning or wholesale rebuild of >1GW of pre-2024 (Hopper-or-older era) data center capacity in a single press release or 10-K disclosure.
    Source: Anticipated — hyperscaler 10-K filings, earnings calls, press releasesconf 55%
    Notes: Direct test of the 'entire global installed base ripped out and replaced' clause at single-firm scale.
  6. 2028-08-30pendingQ2 window check-in (50%)
  7. 2027-06-01 → 2031-12-31pendingIndustry analyst firm reports legacy CPU-era DC stranded-asset writedowns >$50B aggregate
    How: A major industry analyst (Gartner, IDC, JLL, Synergy Research) publishes a report documenting cumulative stranded-asset writedowns or impairment charges on legacy CPU-era data center capacity exceeding $50B aggregate across the industry.
    Source: Anticipated — Gartner, IDC, Synergy Research, JLL Data Center Outlookconf 45%
    Notes: Cascade — financial confirmation that legacy DCs were structurally obsoleted, not merely supplemented.
  8. 2029-12-29pendingQ3 window check-in (75%)

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 49%)

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
LBP2026-05-10T02:00:02Z49.1%-1.1pp
Network propagation: 50.2% → 49.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.2%-2.2pp
Network propagation: 52.4% → 50.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z52.4%-7.6pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.524 blend=0.524 LLR=-0.311 κ=0.81 no_blend
Raw metadata
{
  "trf": 0.9522997749294145,
  "kappa": 0.8077,
  "base_rate": null,
  "predictor": "Jensen Huang",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.4084959905205715,
  "bayes_factor": "1.4:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.6007271908193117,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.767315,
      "label": "Nvidia Kyber rack architecture announced (144 GPUs, 800VDC, vertically oriented trays)",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.95,
      "source_url": "https://www.datacenterdynamics.com/en/analysis/nvidia-gtc-jensen-huang-data-center-rack-density/",
      "adjusted_llr": -0.31111945942801617,
      "expected_date": "2026-03-18",
      "measurement_criterion": "At GTC 2026, Nvidia formally announces Kyber rack architecture: 144 GPUs in vertically oriented compute trays, 800VDC power distribution replacing legacy 208VAC, designed for 150-300kW per rack — explicitly incompatible with legacy data center electrical infrastructure."
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.3333901575494098,
  "outside_weight": 0.6666098424505902,
  "posterior_prob": 0.5243249146906058,
  "posterior_logit": 0.09737653109255534,
  "predictor_brier": 0.01276,
  "inside_posterior": 0.5243249146906058,
  "blended_posterior": 0.5243249146906058,
  "reference_class_id": null,
  "total_adjusted_llr": -0.31111945942801617,
  "predictor_n_resolved": 8
}
LBP2026-04-30T16:39:51Z60.1%-6.7pp
Network propagation: 66.8% → 60.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z66.8%-11.2pp
Network propagation: 78.0% → 66.8%
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%0.0500.780+0.034

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importHyperscalers retiring >10-year-old DC capacity aggressively 2025-2026; liquid-cooling retrofits and high-density rack deployments accelerating.

Linked documents (8)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.610github_releasetensorflow/tensorflow v2.20.0mentionspending2025-08-13
0.607github_releasetensorflow/tensorflow v2.20.0-rc0mentionspending2025-07-28
0.598gdeltarticle f2a47492 8d06 57cd 8c0a 7492330da42b.htmlmentionspending2026-04-30
0.586gdeltarticle ddcab03b 2b7f 5303 8341 e1e8f4863883.htmlmentionspending2026-04-30
0.573gdeltarticle ca552487 4402 5a81 b6d9 dc82aa416d0a.htmlmentionspending2026-04-30
0.570github_releasetensorflow/tensorflow v2.17.1mentionspending2024-10-24
0.565github_releasetensorflow/tensorflow v2.16.2mentionspending2024-06-28
0.545edgar_8kGoDaddy Inc. (GDDY) (CIK 0001609711)mentionspending2026-06-05

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "full DC-fleet refresh",
  "mode": "FORECAST",
  "role": "Cited-Executive",
  "context": "Implies multi-trillion-dollar replacement cycle for ~500GW of global DC capacity.",
  "to_year": 2032,
  "conv_cues": "must be ripped out; CEO",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "this decade",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Nvidia Kyber rack architecture announced (144 GPUs, 800VDC, vertically oriented trays)",
      "notes": "HIT — direct technical proof that legacy DCs (208VAC racks) cannot support next-gen architectures, supporting the rip-and-replace thesis.",
      "source": "DCD — GTC: Nvidia's Jensen Huang, Ian Buck, and Charlie Boyle on the future of data center rack density",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.datacenterdynamics.com/en/analysis/nvidia-gtc-jensen-huang-data-center-rack-density/",
      "expected_date": "2026-03-18",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "At GTC 2026, Nvidia formally announces Kyber rack architecture: 144 GPUs in vertically oriented compute trays, 800VDC power distribution replacing legacy 208VAC, designed for 150-300kW per rack — explicitly incompatible with legacy data center electrical infrastructure."
    },
    {
      "kind": "llm_pre_event",
      "label": "Nvidia Vera Rubin NVL72 ships at 35x token throughput vs Hopper at equivalent power",
      "notes": "Hardware shipment is the trigger that forces hyperscalers to rebuild legacy DC capacity — economic obsolescence becomes physical.",
      "source": "Tom's Hardware — Nvidia GTC 2026 keynote live blog — Vera Rubin GPUs",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.tomshardware.com/news/live/nvidia-gtc-2026-keynote-live-blog-jensen-huang",
      "expected_date": "2026-09-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Nvidia begins shipping Vera Rubin NVL72 (72 Rubin GPUs + 36 Vera CPUs via NVLink) with documented 35x token-throughput improvement over Hopper at equivalent power; first hyperscaler customer publicly confirms deployment."
    },
    {
      "kind": "llm_pre_event",
      "label": "Hyperscaler total capex hits $600B in 2026 (36% YoY), with explicit DC retirement disclosures",
      "notes": "Capex magnitude + retirement disclosures together demonstrate Jensen's 'rip-out and replace' framing materializing in financials.",
      "source": "Introl Blog — Hyperscaler CapEx Hits $600B in 2026; CreditSights — Hyperscaler Capex 2026 Estimates",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.88,
      "source_url": "https://introl.com/blog/hyperscaler-capex-600b-2026-ai-infrastructure-debt-january-2026",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Combined Big-5 hyperscaler (AMZN/MSFT/GOOG/META/ORCL) capital expenditure crosses $600B in 2026 (36%+ YoY growth), with at least 2 hyperscalers disclosing legacy DC retirement / decommission programs in 10-Ks."
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2027-05-02",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Major hyperscaler (top-5) publicly announces decommissioning/retirement of >1GW pre-2024 DC capacity",
      "notes": "Direct test o
... (truncated)