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
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
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
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
GPU vendor product roadmap milestone (architecture / production / launch) hits within 1y of announced date
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
- 2026-02-21overdueQ1 window check-in (25%)
- 2026-04-13overdueQ2 window check-in (50%)
- 2026-06-03pendingQ3 window check-in (75%)
No downstream cascades — this prediction is a leaf in the dependency graph.
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
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": [
{
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"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": [],
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"total_adjusted_llr": 1.299943001873023,
"predictor_n_resolved": 8
}Raw metadata
{
"trf": 0.5510597859647332,
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"total_llr": 0.6931471805599453,
"bayesian_v2": true,
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"bayes_factor": "1.8:1 favoring",
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"kappa_source": "predictor_table",
"blend_applied": false,
"contributions": [
{
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"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",
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"outside_weight": 0,
"posterior_prob": 0.7312011999932659,
"evidence_origin": "daily_intake",
"llm_suggestions": [
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],
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"evidence_doc_ids": [
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],
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"reference_class_id": null,
"total_adjusted_llr": 0.5598549777382678,
"predictor_n_resolved": 8
}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": [
{
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"kind": "quartile_checkpoint",
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"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
},
{
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"kind": "quartile_checkpoint",
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"label": "Q2 window check-in (50%)",
"weight": 0.05,
"strength": "weak",
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"source_url": null,
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"expected_date": "2026-04-13",
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}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.6137692746187193,
"outside_weight": 0.38623072538128067,
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"blended_posterior": 0.5418244267989161,
"reference_class_id": null,
"total_adjusted_llr": -0.6549883356379287,
"predictor_n_resolved": 8
}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 | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.750 | -0.165 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.750 | -0.144 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.750 | -0.130 |
| killer | TK11 Autonomous Regulatory Block (Level 4 Halt) | 10.0% | 0.050 | 0.750 | -0.130 |
| killer | TK06 China-Taiwan Military Conflict | 8.0% | 0.050 | 0.750 | -0.116 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (24)
Adverse (4)
Prerequisites (5)
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | NVIDIA 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)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.678 | polymarket | Will a new Gemini flagship be released by May 22, 2026? | 10% | mentions | pending | 2026-04-30 |
| 0.598 | arxiv | Next-Generation Parallel Decoder for LPDR: Architectural Optimization and Class-Balanced GAN-Augmentation | — | mentions | pending | 2026-06-04 |
Raw metadata
{
"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