← Cockpit
246_036predictionAIAI-timing

Terafab will deliver 1 terawatt/year AI compute, 50x current global output of 20 gigawatt.

Predictor: Peter Diamandis · ep#246 "SpaceX Goes Public, Claude's Mythos Release, and the US Data Center Delay | EP #246" · source

Prior probability
65.0%
Current probability
46.4%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2028-09-30
Edges in / out
7 / 0
Tickers exposed
36

Prediction text

Terafab will deliver 1 terawatt/year AI compute, 50x current global output of 20 gigawatt. | terapab is 1 terowatt per year of AI compute. 50 times the current global output of 20 gawatt.

Verbatim quote

From episode "SpaceX Goes Public, Claude's Mythos Release, and the US Data Center Delay | EP #246"
terapab is 1 terowatt per year of AI compute. 50 times the current global output of 20 gawatt.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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: energy_grid_rebuild_5y

Linked via embedding similarity 0.627

Major grid expansion (>50GW) within 5y of announce

Base rate
50.0%
3/6 historical
Inside weight
Outside weight
no pull
inside 46.4% → blend 46.4% 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

4 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-05-022026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 46.4%

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: 4 overdue ⏱ · 4 pending
  1. 2026-03-21overdueMusk publicly announces Terafab project (Tesla + xAI + SpaceX + Intel)
    How: Elon Musk publicly announces Terafab joint venture targeting 1 TW/yr AI compute (50x current 20 GW)
    Source: https://en.wikipedia.org/wiki/Terafab — announced March 21 2026conf 99%
  2. 2026-04-07overdueIntel formally joins Terafab as manufacturing partner
    How: Intel publicly confirms Terafab partnership and contribution of foundry expertise
    Source: https://www.cio.com/article/4155419/intel-bets-on-terafab-to-help-it-reassert-itself-in-the-ai-chip-race.htmlconf 97%
  3. 2026-04-09overdueBernstein / external analysts publish capex feasibility critique (~$5T to hit 1 TW)
    How: Bernstein Research publicly estimates ~$5T capex required for full 1 TW Terafab target
    Source: https://markets.financialcontent.com/stocks/article/marketminute-2026-4-9-the-18a-renaissance-intel-and-musks-terafab-project-redefines-global-ai-computeconf 85%
  4. 2026-04-23overdueTesla picks Intel 14A process for Austin Terafab pilot AI5 chip
    How: Tesla / Intel public confirmation that AI5 chip uses Intel 14A node at Austin Terafab
    Source: https://www.technology.org/2026/04/23/tesla-picks-intels-14a-process-for-musks-austin-terafab-project/conf 95%
  5. 2026-09-20pendingQ1 window check-in (25%)
  6. 2026-09-01 → 2027-06-30pendingAustin Terafab pilot fab achieves first wafer-out (small-batch AI5 production)
    How: Tesla announces first AI5 chip wafer-out from Austin Terafab pilot fab
    Source: https://en.wikipedia.org/wiki/Terafab — small-batch AI5 production planned 2026conf 50%
  7. 2027-02-10pendingQ2 window check-in (50%)
  8. 2027-07-03pendingQ3 window check-in (75%)
  9. 2027-06-01 → 2028-12-31pendingTerafab reaches initial 100K wafer-starts/month capacity milestone
    How: Terafab publicly confirms 100K wpm capacity online (initial target)
    Source: https://markets.financialcontent.com/stocks/article/marketminute-2026-4-9-the-18a-renaissance-intel-and-musks-terafab-project-redefines-global-ai-computeconf 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
LBP2026-05-03T02:00:01Z46.4%+1.7pp
Network propagation: 44.7% → 46.4%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z44.7%-9.9pp
metadata_milestone_miss_sweep bayesian_v2 n=4 inside=0.331 blend=0.447 LLR=-1.324 κ=0.87 w_in=0.30 energy_grid_rebuild_5y
Raw metadata
{
  "trf": 0.9966948243434199,
  "kappa": 0.8684,
  "base_rate": 0.5,
  "predictor": "Peter Diamandis",
  "total_llr": -1.6218604324326575,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.6190392084062236,
  "bayes_factor": "3.8:1 against",
  "blend_reason": "blend 30% inside / 69% outside (TRF=0.997, base_rate=0.500 from energy_grid_rebuild_5y)",
  "inside_prior": 0.65,
  "kappa_source": "predictor_table",
  "n_milestones": 4,
  "blend_applied": true,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.8597159999999999,
      "label": "Musk publicly announces Terafab project (Tesla + xAI + SpaceX + Intel)",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.99,
      "source_url": null,
      "adjusted_llr": -0.3485848408823186,
      "expected_date": "2026-03-21",
      "measurement_criterion": "Elon Musk publicly announces Terafab joint venture targeting 1 TW/yr AI compute (50x current 20 GW)"
    },
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.8423479999999999,
      "label": "Intel formally joins Terafab as manufacturing partner",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.97,
      "source_url": null,
      "adjusted_llr": -0.341542722884696,
      "expected_date": "2026-04-07",
      "measurement_criterion": "Intel publicly confirms Terafab partnership and contribution of foundry expertise"
    },
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.7381399999999999,
      "label": "Bernstein / external analysts publish capex feasibility critique (~$5T to hit 1 TW)",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.85,
      "source_url": null,
      "adjusted_llr": -0.2992900148989604,
      "expected_date": "2026-04-09",
      "measurement_criterion": "Bernstein Research publicly estimates ~$5T capex required for full 1 TW Terafab target"
    },
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.8249799999999999,
      "label": "Tesla picks Intel 14A process for Austin Terafab pilot AI5 chip",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.95,
      "source_url": null,
      "adjusted_llr": -0.33450060488707345,
      "expected_date": "2026-04-23",
      "measurement_criterion": "Tesla / Intel public confirmation that AI5 chip uses Intel 14A node at Austin Terafab"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.302313622959606,
  "outside_weight": 0.697686377040394,
  "posterior_prob": 0.4469270526509776,
  "posterior_logit": -0.7048789751468246,
  "predictor_brier": 0.02669,
  "inside_posterior": 0.3307313852994179,
  "blended_posterior": 0.4469270526509776,
  "reference_class_id": "energy_grid_rebuild_5y",
  "total_adjusted_llr": -1.3239181835530482,
  "predictor_n_resolved": 14
}
legacy v12026-04-30T16:13:50Z54.6%+0.0pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.546 w_in=0.30 energy_grid_rebuild_5y
legacy v12026-04-30T01:56:50Z54.6%-10.4pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.546 w_in=0.30 energy_grid_rebuild_5y

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
prereqS_COMPUTE_10GW_2028
Compute: 10GW total by Dec 2028
40.0%0.6500.050-0.174
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.126
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.650+0.114
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.650+0.096
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.650+0.066

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

36 ticker(s) linked

Beneficiaries (23)

APLDNVDAARMBBAITSMCEVAAISOUNCRWVSITMGTLBGOOGLMETAMRVLMSFTORCLIBMAMZNAVGOBABAAMDSFTBYQCOM

Adverse (6)

ACNCHGGCTSHIBMINFYWNS

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_COMPUTE_10GW_2028Compute: 10GW total by Dec 2028compute_scale
correlateS_GRID_50GW_202750GW dedicated AI/data center grid by Dec 2027energy_grid_expansion
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (7)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.645github_releasetensorflow/tensorflow v2.17.0mentionspending2024-07-11
0.641github_releasetensorflow/tensorflow v2.17.0-rc1mentionspending2024-07-02
0.641github_releasetensorflow/tensorflow v2.17.0-rc0mentionspending2024-06-18
0.607github_releasetensorflow/tensorflow v2.21.0mentionspending2026-03-06
0.576edgar_8kTERAWULF INC. (WULF) (CIK 0001083301)mentionspending2026-05-08
0.573edgar_8kArista Networks, Inc. (ANET) (CIK 0001596532)mentionspending2026-06-02
0.557edgar_8kTrane Technologies plc (TT) (CIK 0001466258)mentionspending2026-06-05

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "1TW/year (50x current)",
  "url": "https://www.youtube.com/watch?v=cFI-SqnvQK8",
  "mode": "FORECAST",
  "role": "Host",
  "context": "terapab is 1 terowatt per year of AI compute. 50 times the current global output of 20 gawatt. Uh, pretty amazing, surpassing all the fabs on Earth.",
  "verbatim": "terapab is 1 terowatt per year of AI compute. 50 times the current global output of 20 gawatt.",
  "direction": "NUMERIC_TARGET",
  "timeframe": "Terafab buildout",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Musk publicly announces Terafab project (Tesla + xAI + SpaceX + Intel)",
      "source": "https://en.wikipedia.org/wiki/Terafab — announced March 21 2026",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.99,
      "expected_date": "2026-03-21",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Elon Musk publicly announces Terafab joint venture targeting 1 TW/yr AI compute (50x current 20 GW)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Intel formally joins Terafab as manufacturing partner",
      "source": "https://www.cio.com/article/4155419/intel-bets-on-terafab-to-help-it-reassert-itself-in-the-ai-chip-race.html",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.97,
      "expected_date": "2026-04-07",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Intel publicly confirms Terafab partnership and contribution of foundry expertise"
    },
    {
      "kind": "llm_pre_event",
      "label": "Bernstein / external analysts publish capex feasibility critique (~$5T to hit 1 TW)",
      "source": "https://markets.financialcontent.com/stocks/article/marketminute-2026-4-9-the-18a-renaissance-intel-and-musks-terafab-project-redefines-global-ai-compute",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.85,
      "expected_date": "2026-04-09",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Bernstein Research publicly estimates ~$5T capex required for full 1 TW Terafab target"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla picks Intel 14A process for Austin Terafab pilot AI5 chip",
      "source": "https://www.technology.org/2026/04/23/tesla-picks-intels-14a-process-for-musks-austin-terafab-project/",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.95,
      "expected_date": "2026-04-23",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Tesla / Intel public confirmation that AI5 chip uses Intel 14A node at Austin Terafab"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2026-09-20",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Austin Terafab pilot fab achieves first wafer-out (small-batch AI5 production)",
      "source": "https://en.wikipedia.org/wiki/Terafab — small-batch AI5 production planned 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2027-01-30",
      "research_origin": "deep_research",
      "expect
... (truncated)