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INF_017predictionEnergyColossus-Phase-2

xAI Colossus Phase 2 will consume approximately 1.5 gigawatts of power — city-scale demand for a single facility, making it among the first AI DCs to exceed 1 GW peak draw.

Predictor: Elon Musk

Prior probability
82.0%
Current probability
47.9%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
in_progress
Window
2026-01-01 – 2027-11-30
Edges in / out
4 / 0
Tickers exposed
0

Prediction text

xAI Colossus Phase 2 will consume approximately 1.5 gigawatts of power — city-scale demand for a single facility, making it among the first AI DCs to exceed 1 GW peak draw. | Colossus 2 ribbon-cutting

Key catalyst: Colossus 2 ribbon-cutting

Watch events: TVA interconnection; Memphis firm-power contracts; xAI disclosures

Resolution evidence

Status: in_progress

xAI Memphis / Colossus 1 at ~0.25 GW (200K H100s); Colossus 2 planning documents filed with TVA disclose ~1-1.5 GW target. Musk public statements consistent.

Predictor: Elon Musk

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0142
excellent
Hits / Misses
1 / 0
of 3 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Elon Musk 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 0.666

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

Base rate
50.0%
3/6 historical
Inside weight
0.433
TRF=0.81
Outside weight
0.567
pulling toward base rate
inside 45.2% → blend 47.9% 2.7pp)

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

5 prob_history rows
0%25%50%75%100%prior 82%2026-04-302026-05-032026-05-13
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 47.9%

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: 2 fired ✓ · 1 overdue ⏱ · 4 pending
  1. 2026-01-17hitxAI Colossus 2 hits 1 GW operational capacity
    How: xAI Colossus 2 confirmed operational at >=1 GW power draw; first gigawatt-scale AI training cluster
    Source: EONMSK + Interesting Engineering — 'xAI Activates Colossus 2: World's first Gigawatt-scale AI training cluster'conf 99%
  2. 2026-04-15hitColossus 2 expands to 1.5 GW operational capacity
    How: Musk announces upgrade to 1.5 GW operating capacity, adding ~250,000 GPUs (taking total to ~850,000)
    Source: AllAboutAI / SemiAnalysis — '1.5 GW upgrade by April 2026'conf 95%
    Notes: Per SemiAnalysis April 2026 reporting; matches exact INF_017 thesis number.
  3. 2026-05-05overdueQ1 window check-in (25%)
  4. 2026-09-06pendingQ2 window check-in (50%)
  5. 2026-06-01 → 2027-06-30pendingColossus complex reaches 2 GW with third Memphis building
    How: xAI Colossus complex (incl. third Memphis building) reaches 2 GW total capacity with 555,000+ GPUs operational
    Source: Introl — 'xAI Colossus Hits 2 GW: 555,000 GPUs, $18B, Largest AI Site January 2026'conf 85%
  6. 2026-12-31pendingFive US data centers each draw >1 GW peak by 2026 year-end
    How: By end of 2026, at least 5 US AI data centers (xAI, Stargate, Meta Hyperion, Google Iowa, Microsoft Wisconsin) each draw >1 GW peak power
    Source: INF_017 thesis context: 'By 2026, five US data centers projected to draw >1 GW each at peak'conf 65%
  7. 2027-01-08pendingQ3 window check-in (75%)
  8. 2027-06-30pendingSolaris turbine capacity for xAI exceeds 1.1 GW
    How: Solaris confirms >=1.1 GW operating turbine capacity dedicated to xAI by Q2 2027 with ~425 MW available for additional contracting
    Source: SemiAnalysis Colossus 2 deep-diveconf 70%

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: 48%)

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
metadata_milestone_miss_sweep2026-05-13T22:12:36Z47.9%-3.8pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.452 blend=0.479 LLR=-0.261 κ=0.64 w_in=0.43 energy_grid_rebuild_5y
Raw metadata
{
  "trf": 0.8095624358559674,
  "kappa": 0.6429,
  "base_rate": 0.5,
  "predictor": "Elon Musk",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.06684658929951415,
  "bayes_factor": "1.3:1 against",
  "blend_reason": "blend 43% inside / 56% outside (TRF=0.810, base_rate=0.500 from energy_grid_rebuild_5y)",
  "inside_prior": 0.5167054271513069,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": true,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.6429,
      "label": "Q1 window check-in (25%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.2606735180027389,
      "expected_date": "2026-05-05",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.4333062949008228,
  "outside_weight": 0.5666937050991772,
  "posterior_prob": 0.4790157262342566,
  "posterior_logit": -0.19382692870322477,
  "predictor_brier": 0.01,
  "inside_posterior": 0.4516944054652034,
  "blended_posterior": 0.4790157262342566,
  "reference_class_id": "energy_grid_rebuild_5y",
  "total_adjusted_llr": -0.2606735180027389,
  "predictor_n_resolved": 2
}
LBP2026-05-10T02:00:02Z51.7%-4.7pp
Network propagation: 56.4% → 51.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z56.4%-8.9pp
Network propagation: 65.2% → 56.4%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
legacy v12026-04-30T16:13:50Z65.2%+0.0pp
reference_class_assigned bayesian_v2 inside=0.820 blend=0.652 w_in=0.41 energy_grid_rebuild_5y
legacy v12026-04-30T01:56:50Z65.2%-16.8pp
reference_class_assigned bayesian_v2 inside=0.820 blend=0.652 w_in=0.41 energy_grid_rebuild_5y

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

No propagation data yet. Run inference/.venv/bin/python scripts/ops/run_loopy_belief_propagation.py on the droplet, or wait for the Sunday 02:00 UTC weekly cron.

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_COMPUTE_1GW_2027Compute: 1GW operational by Jun 2027compute_scale
correlateS_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_STARGATE_FAILUREStargate failure: <500MW by 2029compute_scale

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2027-12-31[Energy/Regulation 2027-12] [INF_017] TVA interconnection; Memphis firm-power contracts; xAI disclosurespending

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importxAI Memphis / Colossus 1 at ~0.25 GW (200K H100s); Colossus 2 planning documents filed with TVA disclose ~1-1.5 GW target. Musk public statements consistent.

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "1.5 GW",
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "By 2026, five US data centers are projected to draw >1 GW each at peak — each equivalent to a commercial nuclear reactor's continuous output.",
  "to_year": 2027,
  "conv_cues": "specific GW; announced facility",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "2026-2027",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "xAI Colossus 2 hits 1 GW operational capacity",
      "source": "EONMSK + Interesting Engineering — 'xAI Activates Colossus 2: World's first Gigawatt-scale AI training cluster'",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.eonmsk.com/2026/01/17/xai-activates-colossus-2-the-worlds-first-gigawatt-scale-ai-training-cluster/",
      "expected_date": "2026-01-31",
      "observed_date": "2026-01-17",
      "research_origin": "deep_research",
      "measurement_criterion": "xAI Colossus 2 confirmed operational at >=1 GW power draw; first gigawatt-scale AI training cluster"
    },
    {
      "kind": "llm_pre_event",
      "label": "Colossus 2 expands to 1.5 GW operational capacity",
      "notes": "Per SemiAnalysis April 2026 reporting; matches exact INF_017 thesis number.",
      "source": "AllAboutAI / SemiAnalysis — '1.5 GW upgrade by April 2026'",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://newsletter.semianalysis.com/p/xais-colossus-2-first-gigawatt-datacenter",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Musk announces upgrade to 1.5 GW operating capacity, adding ~250,000 GPUs (taking total to ~850,000)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2026-05-05",
      "observed_date": null,
      "miss_emitted_at": "2026-05-13T22:12:36.268347+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2026-09-06",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Colossus complex reaches 2 GW with third Memphis building",
      "source": "Introl — 'xAI Colossus Hits 2 GW: 555,000 GPUs, $18B, Largest AI Site January 2026'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://introl.com/blog/xai-colossus-2-gigawatt-expansion-555k-gpus-january-2026",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "xAI Colossus complex (incl. third Memphis building) reaches 2 GW total capacity with 555,000+ GPUs operational"
    },
    {
      "kind": "llm_post_event",
      "label": "Five US data centers each draw >1 GW peak by 2026 year-end",
      "source": "INF_017 thesis context: 'By 2026, five US data centers projected to draw >1 GW each at peak'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2026-12-31",
      "research_origin": "training",
      "measurement_criterion": "By end of 2026, at least 5 US AI data centers (xAI, Stargate, Meta Hyperion, Google Iowa, Microsoft Wisconsin) each draw >1 GW peak power"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
   
... (truncated)