Nvidia's next 'Rubin' product cycle is the most critical factor for semi industry in coming year — further integrates logic + HBM.
Predictor: Joseph Moore
Prediction text
Nvidia's next 'Rubin' product cycle is the most critical factor for semi industry in coming year — further integrates logic + HBM. | Rubin Q3-Q4 2026 sampling milestones
Key catalyst: Rubin Q3-Q4 2026 sampling milestones
Watch events: Rubin sampling milestones Q3-Q4 2026; HBM4 integration disclosures; CoWoS-L capacity expansion
Resolution evidence
Nvidia Rubin R100/R200 roadmap: late 2026 sampling, early 2027 volume. HBM4 + co-packaged optics advertised. Jen-Hsun CES 2026 keynote reaffirmed schedule.
Predictor: Joseph Moore
Calibration plot (stated vs observed)
Evidence about this node from Joseph Moore 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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-01-15hitRubin GPU enters production / HBM4 sample securedHow: NVIDIA confirms Rubin GPU has entered production and secured HBM4 samples from Samsung, SK Hynix, and MicronSource: https://wccftech.com/nvidia-next-gen-rubin-gpus-enter-production-hbm4-samples-all-major-manufacturers/conf 99%Notes: HIT — Rubin in production, HBM4 sourced from all 3 majors. Logic+HBM integration confirmed via base-die strategy.
- 2026-03-20hitVera Rubin NVL144 launch announcement at GTC 2026How: NVIDIA announces Vera Rubin NVL144 at GTC 2026 with H2 2026 shipment timelineSource: https://introl.com/blog/nvidia-rubin-full-production-ces-2026-ai-infrastructureconf 90%
- 2026-10-01 → 2026-12-31pendingRubin R100 begins customer sampling Q4 2026How: NVIDIA confirms Rubin R100 customer sampling milestone reached in Q4 2026 ahead of Q1 2027 mass productionSource: https://en.wikipedia.org/wiki/Rubin_(microarchitecture)conf 85%
- 2026-09-01 → 2027-03-31pendingHBM4 mass production crosses 50K wafers/monthHow: Samsung/SK Hynix/Micron HBM4 combined mass-production capacity exceeds 50K wafers/monthSource: https://newsletter.semianalysis.com/p/scaling-the-memory-wall-the-rise-and-roadmap-of-hbmconf 65%
- 2027-03-01 → 2027-09-30pendingRubin Ultra NVL576 product unveilHow: NVIDIA announces Rubin Ultra NVL576 platform with 576-GPU rack and HBM4eSource: https://www.tomshardware.com/pc-components/gpus/nvidia-announces-rubin-gpus-in-2026-rubin-ultra-in-2027-feynam-afterconf 75%
- 2027-04-01 → 2027-12-31pendingRubin contributes ≥30% of NVIDIA Data Center revenueHow: NVIDIA quarterly results disclose Rubin family contributing ≥30% of Data Center segment revenueSource: NVIDIA 10-Q filings, earnings transcriptsconf 55%Notes: Cascade — validates Moore's 'most critical factor' framing if Rubin actually moves the revenue needle.
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": 0.7477019298305644,
"kappa": 0.5833,
"base_rate": null,
"predictor": "Joseph Moore",
"total_llr": -0.6931471805599453,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": 0.9143597114424217,
"bayes_factor": "1.5:1 against",
"blend_reason": "no reference_class linked",
"inside_prior": 0.7138914654695732,
"kappa_source": "predictor_table",
"n_milestones": 1,
"blend_applied": false,
"contributions": [
{
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"kind": "prereq",
"kappa": 0.5833,
"label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
"weight": 0.5,
"strength": "moderate",
"confidence": null,
"source_url": null,
"adjusted_llr": -0.4043127504206161,
"expected_date": "2026-06-25",
"measurement_criterion": null
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.4766086491186049,
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"posterior_prob": 0.6248174831636709,
"posterior_logit": 0.5100469610218056,
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"reference_class_id": null,
"total_adjusted_llr": -0.4043127504206161,
"predictor_n_resolved": 1
}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 | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.850 | +0.129 |
| prereq | SEM_014 Nvidia's Arizona-based TSMC factory successfully fabricated — Jensen Huang | 86.1% | 0.850 | 0.050 | +0.107 |
| prereq | SEM_011 Nvidia became the world's first $5 trillion company (late 20 — Jensen Huang | 85.5% | 0.850 | 0.050 | +0.104 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.850 | 0.050 | -0.038 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.850 | 0.050 | -0.037 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 23.5% | 0.650 | 0.050 | +0.211 |
| prereq | 231_029 Millisecond real-time dispute resolution will replace curren — Dave Blundin | 48.5% | 0.600 | 0.050 | -0.072 |
| prereq | 232_050 Discovery of new physics will soon unlock atom-by-atom const — Dave Blundin | 48.5% | 0.600 | 0.050 | -0.072 |
| prereq | 248_033 Superhuman AI will make BCI-enhanced humans irrelevant compa — Dave Blundin | 36.7% | 0.600 | 0.050 | +0.046 |
| prereq | 231_039 Elon will build out his own chip fabs due to his attack-cons — Peter Diamandis | 47.2% | 0.650 | 0.050 | -0.026 |
Ticker exposure
Beneficiaries (24)
Adverse (2)
Prerequisites (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| prereq | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 231_039 | Elon will build out his own chip fabs due to his attack-constraints approach. | AI | — |
| prereq | 242_031 | Most large companies' business models will be disrupted in 2-5 years | Markets/Stocks | — |
| prereq | 248_033 | Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today. | AI | — |
| prereq | 231_029 | Millisecond real-time dispute resolution will replace current court systems. | Other | — |
| prereq | 232_050 | Discovery of new physics will soon unlock atom-by-atom construction for building compute off-Earth. | AI | — |
Linked documents (10)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.600 | manifold | 2026 FIFA World Cup Mega-Market: Semi-Finals | — | mentions | pending | 2026-05-17 |
| 0.599 | polymarket | LoL: Bilibili Gaming vs T1 (BO5) - Mid-Season Invitational Playoffs | 45% | mentions | pending | 2026-07-01 |
| 0.598 | polymarket | Valorant: Leviatán Esports vs MIBR (BO3) - VCT Americas Stage 1 Group Alpha | 50% | mentions | pending | 2026-04-27 |
| 0.596 | polymarket | LoL: JD Gaming vs Bilibili Gaming (BO5) - LPL Playoffs | 24% | mentions | pending | 2026-06-03 |
| 0.594 | polymarket | Valorant: MIBR vs Leviatán Esports - Map 1 Winner | 27% | mentions | pending | 2026-05-15 |
| 0.591 | fda | FDA ANDA209829: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — ZYDUS PHARMS | — | mentions | pending | 2026-06-05 |
| 0.588 | polymarket | Valorant: MIBR vs Leviatán Esports (BO3) - VCT Americas Stage 1 Playoffs | 26% | mentions | pending | 2026-05-15 |
| 0.583 | fda | FDA NDA210251: BIKTARVY (BICTEGRAVIR SODIUM) — GILEAD SCIENCES INC | — | mentions | pending | 2026-05-21 |
| 0.582 | polymarket | Valorant: UCAM Esports Club vs Pixel Lumina (BO3) - VCL EMEA: Stage 3 Group C | 100% | mentions | pending | 2026-06-18 |
| 0.580 | polymarket | Counter-Strike: NEW VISION vs XI Esport (BO3) - ESEA Advanced Europe Playoffs | 0% | mentions | pending | 2026-06-09 |
Raw metadata
{
"nia": false,
"qty": "Rubin launch",
"mode": "FORECAST",
"role": "Cited-Analyst",
"context": "Moore isolates Rubin cycle (successor to Blackwell) as cementing Nvidia pricing power via integrated logic+HBM architecture.",
"to_year": 2027,
"conv_cues": "most critical factor",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "2026-2027",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Rubin GPU enters production / HBM4 sample secured",
"notes": "HIT — Rubin in production, HBM4 sourced from all 3 majors. Logic+HBM integration confirmed via base-die strategy.",
"source": "https://wccftech.com/nvidia-next-gen-rubin-gpus-enter-production-hbm4-samples-all-major-manufacturers/",
"status": "hit",
"weight": 0.4,
"ordinal": -9,
"source_id": null,
"confidence": 0.99,
"source_url": "https://wccftech.com/nvidia-next-gen-rubin-gpus-enter-production-hbm4-samples-all-major-manufacturers/",
"expected_date": "2026-01-15",
"observed_date": "2026-01-15",
"hit_emitted_at": "2026-06-08T22:11:23.030711+00:00",
"research_origin": "deep_research",
"measurement_criterion": "NVIDIA confirms Rubin GPU has entered production and secured HBM4 samples from Samsung, SK Hynix, and Micron"
},
{
"kind": "llm_pre_event",
"label": "Vera Rubin NVL144 launch announcement at GTC 2026",
"source": "https://introl.com/blog/nvidia-rubin-full-production-ces-2026-ai-infrastructure",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.9,
"source_url": "https://introl.com/blog/nvidia-rubin-full-production-ces-2026-ai-infrastructure",
"expected_date": "2026-03-31",
"observed_date": "2026-03-20",
"hit_emitted_at": "2026-06-08T22:11:23.030711+00:00",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-04-30",
"from": "2026-03-01"
},
"measurement_criterion": "NVIDIA announces Vera Rubin NVL144 at GTC 2026 with H2 2026 shipment timeline"
},
{
"kind": "prereq",
"label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "SEM_011",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29",
"hit_emitted_at": "2026-06-08T22:11:23.030711+00:00"
},
{
"kind": "prereq",
"label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
"status": "hit",
"weight": 0.5,
"ordinal": -6,
"source_id": "SEM_014",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29",
"hit_emitted_at": "2026-06-08T22:11:23.030711+00:00"
},
{
"kind": "prereq",
"label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
"status": "hit",
"weight": 0.5,
"ordinal": -5,
"source_id": "SEM_027",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29",
"hit_emitted_at": "2026-06-08T22:11:23.030711+00:00"
},
{
"kind": "prereq",
"label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
"status": "overdue",
"weight": 0.5,
"ordinal": -4,
"source_id": "SEM_015",
"expected_date": "2026-06-25",
"observed_date": null,
"miss_emitted_at": "2026-07-03T22:12:25.328464+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "llm_pre_event",
"label": "Rubin R100 begins customer sampling Q4 2026",
"source": "https://en.wikipedia.org/wiki/
... (truncated)