← Cockpit
AUT_016predictionAIRubin-Alpamayo-Mercedes-2026

NVIDIA Rubin platform in full production by 2026 — slashes computational cost of generating AI tokens to 1/10 of previous architectures. Autonomous reasoning model 'Alpamayo' shifts self-driving technology from fragile rule-based coding to verifiable l...

Predictor: Jensen Huang

Prior probability
75.0%
Current probability
81.0%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
in_progress
Window
2026-01-01 – 2026-09-30
Edges in / out
5 / 0
Tickers exposed
34

Prediction text

NVIDIA Rubin platform in full production by 2026 — slashes computational cost of generating AI tokens to 1/10 of previous architectures. Autonomous reasoning model 'Alpamayo' shifts self-driving technology from fragile rule-based coding to verifiable logical reasoning; debuts in Mercedes-Benz vehicles in early 2026 — beginning widespread commercially viable physical autonomy. | First Rubin-powered datacenter operational; Mercedes Alpamayo customer delivery

Key catalyst: First Rubin-powered datacenter operational; Mercedes Alpamayo customer delivery

Watch events: Rubin first commercial shipments; Mercedes Alpamayo-equipped vehicles launch

Resolution evidence

Status: in_progress

NVIDIA Rubin announced for 2026 production per multiple CES/GTC announcements; Alpamayo autonomous reasoning model unveiled CES 2026; Mercedes-Benz NVIDIA partnership active.

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: gpu_roadmap_on_time_1y

Linked via embedding similarity 0.542

GPU vendor product roadmap milestone (architecture / production / launch) hits within 1y of announced date

Base rate
7/10 historical
Inside weight
Outside weight
no pull
inside 81.0% → blend 81.0% 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

9 prob_history rows
0%25%50%75%100%prior 75%2026-04-302026-05-032026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 81.0%

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 overdue ⏱ · 1 pending
  1. 2026-02-21overdueQ1 window check-in (25%)
  2. 2026-04-13overdueQ2 window check-in (50%)
  3. 2026-06-03pendingQ3 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: 81%)

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
LBP2026-05-24T02:00:02Z81.0%-8.0pp
Network propagation: 89.0% → 81.0%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
intake_event_update2026-05-21T23:15:16Z89.0%+20.1pp
intake:7afeeb9a-f217-4dd2-b910-24ff14bdfc39 bayesian_v2 inside=0.890 blend=0.890 LLR=1.300 κ=0.81 no_blend
Raw metadata
{
  "trf": 0.481731855298543,
  "kappa": 0.8077,
  "base_rate": null,
  "predictor": "Jensen Huang",
  "total_llr": 1.6094379124341,
  "bayesian_v2": true,
  "prior_logit": 0.7955395310377169,
  "bayes_factor": "3.7:1 favoring",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.6890195359519011,
  "kappa_source": "predictor_table",
  "blend_applied": false,
  "contributions": [
    {
      "llr": 1.6094379124341,
      "kappa": 0.8077,
      "label": "Rubin in production already; full production ramp pacing for 2026 confirmed.",
      "adjusted_llr": 1.299943001873023
    }
  ],
  "evidence_kind": "intake_event_update",
  "inside_source": "history_v2",
  "inside_weight": 1,
  "outside_weight": 0,
  "posterior_prob": 0.8904633289447634,
  "evidence_origin": "daily_intake",
  "llm_suggestions": [
    {
      "polarity": "corroborates",
      "status_change": "unchanged",
      "evidence_strength": "strong",
      "delta_prob_suggestion": 0.06
    }
  ],
  "posterior_logit": 2.09548253291074,
  "predictor_brier": 0.01276,
  "evidence_doc_ids": [],
  "inside_posterior": 0.8904633289447634,
  "blended_posterior": 0.8904633289447634,
  "reference_class_id": null,
  "total_adjusted_llr": 1.299943001873023,
  "predictor_n_resolved": 8
}
LBP2026-05-17T02:00:01Z68.9%-1.4pp
Network propagation: 70.3% → 68.9%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z70.3%-2.8pp
Network propagation: 73.1% → 70.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
intake_event_update2026-05-03T02:40:54Z73.1%+12.3pp
intake:515b84c4-6b29-4d57-8dd6-d41dac0675ec bayesian_v2 inside=0.731 blend=0.731 LLR=0.560 κ=0.81 no_blend
Raw metadata
{
  "trf": 0.5510597859647332,
  "kappa": 0.8077,
  "base_rate": null,
  "predictor": "Jensen Huang",
  "total_llr": 0.6931471805599453,
  "bayesian_v2": true,
  "prior_logit": 0.4408705391506048,
  "bayes_factor": "1.8:1 favoring",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.6084664432394541,
  "kappa_source": "predictor_table",
  "blend_applied": false,
  "contributions": [
    {
      "llr": 0.6931471805599453,
      "kappa": 0.8077,
      "label": "NVIDIA and two memory suppliers are now publicly describing production or mass-product-sale status for Rubin-platform co",
      "adjusted_llr": 0.5598549777382678
    }
  ],
  "evidence_kind": "intake_event_update",
  "inside_source": "history_v2",
  "inside_weight": 1,
  "outside_weight": 0,
  "posterior_prob": 0.7312011999932659,
  "evidence_origin": "daily_intake",
  "llm_suggestions": [
    {
      "polarity": "corroborates",
      "status_change": "accelerated",
      "evidence_strength": "moderate",
      "delta_prob_suggestion": 0.14
    }
  ],
  "posterior_logit": 1.000725516888872,
  "predictor_brier": 0.01276,
  "evidence_doc_ids": [
    "1936"
  ],
  "inside_posterior": 0.7312011999932659,
  "blended_posterior": 0.7312011999932659,
  "reference_class_id": null,
  "total_adjusted_llr": 0.5598549777382678,
  "predictor_n_resolved": 8
}
LBP2026-05-03T02:00:01Z60.8%+6.7pp
Network propagation: 54.2% → 60.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z54.2%-15.3pp
metadata_milestone_miss_sweep bayesian_v2 n=2 inside=0.542 blend=0.542 LLR=-0.655 κ=0.81 no_blend
Raw metadata
{
  "trf": 0.5517581791161151,
  "kappa": 0.8077,
  "base_rate": null,
  "predictor": "Jensen Huang",
  "total_llr": -0.8109302162163288,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.8226778905477975,
  "bayes_factor": "1.9:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.694804486087236,
  "kappa_source": "predictor_table",
  "n_milestones": 2,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.8077,
      "label": "Q1 window check-in (25%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.32749416781896434,
      "expected_date": "2026-02-21",
      "measurement_criterion": null
    },
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.8077,
      "label": "Q2 window check-in (50%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.32749416781896434,
      "expected_date": "2026-04-13",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.6137692746187193,
  "outside_weight": 0.38623072538128067,
  "posterior_prob": 0.5418244267989161,
  "posterior_logit": 0.1676895549098688,
  "predictor_brier": 0.01276,
  "inside_posterior": 0.5418244267989161,
  "blended_posterior": 0.5418244267989161,
  "reference_class_id": null,
  "total_adjusted_llr": -0.6549883356379287,
  "predictor_n_resolved": 8
}
LBP2026-04-30T16:39:51Z69.5%-2.0pp
Network propagation: 71.4% → 69.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z71.4%-3.6pp
Network propagation: 75.0% → 71.4%
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
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.750-0.165
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.750-0.144
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.750-0.130
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.750-0.130
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.750-0.116

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

34 ticker(s) linked

Beneficiaries (24)

NBISALABTSMDOCNARMAIIRENAMBASITMCEVANVDACRWVINTCAMDANETAVGOCSCODELLGOOGLLNVGYMRVLNXPIQCOMSIEGY

Adverse (4)

TRVPGRUBERALL

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importNVIDIA Rubin announced for 2026 production per multiple CES/GTC announcements; Alpamayo autonomous reasoning model unveiled CES 2026; Mercedes-Benz NVIDIA partnership active.

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.678polymarketWill a new Gemini flagship be released by May 22, 2026?10%mentionspending2026-04-30
0.598arxivNext-Generation Parallel Decoder for LPDR: Architectural Optimization and Class-Balanced GAN-Augmentationmentionspending2026-06-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "1/10 token cost; Mercedes 2026",
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Specific Rubin + Alpamayo + Mercedes framing distinct from CMQ_028 ($3-5T NVIDIA revenue), SEM_010 ($100T→$500T GDP), ROB_007 ($50T Physical AI), 240_001 ($1T bookings 2027). Specific product + car OEM milestone.",
  "to_year": 2026,
  "conv_cues": "CEO FIRST_PERSON; specific product / OEM launch",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2026-02-21",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,
      "expected_date": "2026-04-13",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2026-06-03",
      "observed_date": null
    },
    {
      "kind": "event",
      "label": "NVIDIA Rubin platform in full production by 2026 — slashes computational cost of generating AI tokens to 1/10 of previous architectures. Aut",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "AUT_016",
      "expected_date": "2026-07-24",
      "observed_date": null
    }
  ],
  "repeat_eps": 1,
  "affiliation": "NVIDIA",
  "attribution": "FIRST_PERSON",
  "granularity": "YEAR",
  "source_refs": "53, 54, 55, 56",
  "target_date": "2026-06-15T00:00:00",
  "display_date": "2026-07-24",
  "episode_date": "2026-04-22T00:00:00",
  "key_catalyst": "First Rubin-powered datacenter operational; Mercedes Alpamayo customer delivery",
  "parse_method": "YEAR endpoint",
  "domain_bucket": "AI",
  "episode_title": "Strategic Forecasts and Predictive Frameworks in Artificial Intelligence (2023-2026): Autonomy, AV, eVTOL, Surveillance, Bio-sensing",
  "fault_line_id": "F003, F006, F007",
  "flag_repeated": false,
  "in_5yr_window": true,
  "source_report": "AI Predictions Autonomy AV eVTOL Surveillance.md (2026-04-22)",
  "appears_in_eps": "AUT-RPT",
  "futurist_phase": "Phase 1 (2026)",
  "is_macro_claim": false,
  "total_mentions": 1,
  "priority_weight": 5,
  "ps_cluster_tags": [
    "C2",
    "C3",
    "C5",
    "C9"
  ],
  "report_evidence": "Anchor section: Jensen Huang — Physical Autonomy.",
  "active_end_month": "2026-12",
  "recent_statement": "Huang CES 2026 keynote.",
  "watch_events_raw": "Rubin first commercial shipments; Mercedes Alpamayo-equipped vehicles launch",
  "months_from_today": 2,
  "probability_layer": "Higher (in-flight)",
  "active_start_month": "2026-01",
  "december_dispersal": {
    "reason": "december_dispersal: domain=AI → 09/2026",
    "new_date": "2026-09-30",
    "old_date": "2026-12-31",
    "applied_at": "2026-04-30T16:28:34.304992+00:00"
  },
  "flag_nia_bracketed": false,
  "track_record_grade": "A",
  "track_record_notes": "Huang hardware-roadmap announcements highly reliable.",
  "contradicting_notes": "Rubin volume production ramp timing; 1/10 token cost realization depends on software stack maturity.",
  "flag_near_term_2027": false,
  "flag_high_conviction": true,
  "milestones_phase2_at": "2026-05-01T18:14:45.234921+00:00",
  "milestones_derived_at": "2026-05-02T03:08:50.526916+00:00",
  "reference_class_match": {
    "top_n": [
      {
        "id": "agi_breakthrough_5y",
        "cosine": 0.5416
      }
    ],
    "margin": 0.5