DRAM manufacturers must expand production aggressively — 'NVIDIA will buy all you can make'.
Predictor: Jensen Huang
Prediction text
DRAM manufacturers must expand production aggressively — 'NVIDIA will buy all you can make'. | expand production aggressively; the company will buy all you can make | HBM fab capex + quarterly HBM revenue
Key catalyst: HBM fab capex + quarterly HBM revenue
Watch events: HBM fab capex disclosures; Samsung/SKH/Micron quarterly HBM revenue; NVIDIA-reserved HBM capacity.
Verbatim quote
expand production aggressively; the company will buy all you can make
Resolution evidence
Samsung executives describe 'unprecedented supercycle'; Micron HBM4 36GB / 2.8 TB/s module in HVM; SK Hynix >50% NVIDIA HBM share.
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: fab_construction_3y
Greenfield semiconductor fab construction within 3 years of announce
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
- 2025-12-30hitSamsung announces 50%+ HBM capacity surge for 2026How: Samsung publicly commits to >=50% HBM production capacity expansion in 2026 (vs 2025 baseline)Source: https://www.trendforce.com/news/2025/12/30/news-samsung-reportedly-plans-50-hbm-capacity-surge-in-2026-spotlight-on-hbm4conf 99%Notes: HIT — Samsung committed to 50% HBM capacity surge to 250K wafers/month by end-2026.
- 2026-01-08hitMicron 2026 HBM4 capacity reported sold-out via advance contractsHow: Micron publicly confirms entire 2026 HBM4 capacity is sold-out via advance customer contracts at CES 2026 or quarterly earningsSource: https://markets.financialcontent.com/wral/article/tokenring-2026-1-8-the-hbm4-memory-war-sk-hynix-samsung-and-micron-clash-at-ces-2026-to-power-nvidias-rubin-revolutionconf 99%Notes: HIT — Micron confirmed at CES 2026 that 2026 HBM4 capacity already 'sold out' via advance contracts.
- 2026-01-22hitThree-supplier 16-Hi HBM4 sample delivery to NVIDIAHow: SK Hynix + Samsung + Micron all deliver 16-Hi HBM4 samples to NVIDIA for Rubin Ultra qualificationSource: https://markets.financialcontent.com/stocks/article/tokenring-2026-1-22-the-hbm4-arms-race-sk-hynix-samsung-and-micron-deliver-16-hi-samples-to-nvidia-to-power-the-100-trillion-parameter-eraconf 99%Notes: HIT — All three suppliers delivered 16-Hi HBM4 samples to NVIDIA in January 2026.
- 2026-01-01 → 2026-09-30overdueSK Hynix begins HBM4 mass production for NVIDIA RubinHow: SK Hynix publicly announces HBM4 mass production for NVIDIA, with NVIDIA confirming Rubin platform shipping with SK Hynix HBM4Source: https://www.tweaktown.com/news/109495/sk-hynix-samsung-and-micron-fighting-for-nvidia-supply-contracts-for-new-16-hi-hbm4-orders/index.htmlconf 95%Notes: SK Hynix M15X fab commercial production starts February 2026 at 10K wafers/month, ramping severalfold by year-end.
- 2026-05-21overdueQ1 window check-in (25%)
- 2026-10-08pendingQ2 window check-in (50%)
- 2026-06-01 → 2027-06-30pendingCombined HBM industry quarterly revenue exceeds $20BHow: TrendForce / Counterpoint / Bloomberg report combined SK Hynix + Samsung + Micron HBM revenue >=$20B in single quarterSource: https://introl.com/blog/ai-memory-supercycle-hbm-2026conf 80%Notes: Memory supercycle thesis: HBM revenue compounding 100%+ YoY through 2026-2027.
- 2027-02-25pendingQ3 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": 0.7943386939805607,
"kappa": 0.8077,
"base_rate": 0.58,
"predictor": "Jensen Huang",
"total_llr": -0.8109302162163288,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": 2.602224733682173,
"bayes_factor": "1.9:1 against",
"blend_reason": "blend 44% inside / 55% outside (TRF=0.794, base_rate=0.580 from fab_construction_3y)",
"inside_prior": 0.9310046225594594,
"kappa_source": "predictor_table",
"n_milestones": 2,
"blend_applied": true,
"contributions": [
{
"llr": -0.4054651081081644,
"kind": "llm_pre_event",
"kappa": 0.767315,
"label": "SK Hynix begins HBM4 mass production for NVIDIA Rubin",
"weight": 0.4,
"strength": "weak",
"confidence": 0.95,
"source_url": "https://www.tweaktown.com/news/109495/sk-hynix-samsung-and-micron-fighting-for-nvidia-supply-contracts-for-new-16-hi-hbm4-orders/index.html",
"adjusted_llr": -0.31111945942801617,
"expected_date": "2026-05-17",
"measurement_criterion": "SK Hynix publicly announces HBM4 mass production for NVIDIA, with NVIDIA confirming Rubin platform shipping with SK Hynix HBM4"
},
{
"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": "2026-05-21",
"measurement_criterion": null
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.4439629142136075,
"outside_weight": 0.5560370857863925,
"posterior_prob": 0.7410138029594387,
"posterior_logit": 1.9636111064351924,
"predictor_brier": 0.01276,
"inside_posterior": 0.8769232258952829,
"blended_posterior": 0.7410138029594387,
"reference_class_id": "fab_construction_3y",
"total_adjusted_llr": -0.6386136272469805,
"predictor_n_resolved": 8
}Raw metadata
{
"trf": 0.806626974816466,
"kappa": 0.8077,
"base_rate": 0.58,
"predictor": "Jensen Huang",
"total_llr": 1.6094379124341,
"bayesian_v2": true,
"prior_logit": 1.302281731809151,
"bayes_factor": "3.7:1 favoring",
"blend_reason": "blend 44% inside / 56% outside (TRF=0.807, base_rate=0.580 from fab_construction_3y)",
"inside_prior": 0.7862187443145036,
"kappa_source": "predictor_table",
"blend_applied": true,
"contributions": [
{
"llr": 1.6094379124341,
"kappa": 0.8077,
"label": "Aggressive capacity expansion now official policy across major memory players.",
"adjusted_llr": 1.299943001873023
}
],
"evidence_kind": "intake_event_update",
"inside_source": "history_v2",
"inside_weight": 0.4353611176284738,
"outside_weight": 0.5646388823715262,
"posterior_prob": 0.7883749751929954,
"evidence_origin": "daily_intake",
"llm_suggestions": [
{
"polarity": "corroborates",
"status_change": "unchanged",
"evidence_strength": "strong",
"delta_prob_suggestion": 0.06
}
],
"posterior_logit": 2.602224733682173,
"predictor_brier": 0.01276,
"evidence_doc_ids": [],
"inside_posterior": 0.9310046225594594,
"blended_posterior": 0.7883749751929954,
"reference_class_id": "fab_construction_3y",
"total_adjusted_llr": 1.299943001873023,
"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 | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.900 | +0.057 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (24)
Prerequisites (1)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2027-12-31 | [Capability 2027-12] [CMQ_029] HBM fab capex disclosures; Samsung/SKH/Micron quarterly HBM revenue; NVIDIA-reserved HBM capacity. [CMQ_040] Memory ASPs; gross margins; capex announcements. [AI_010] GitHub Octoverse annual report; | pending |
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | Samsung executives describe 'unprecedented supercycle'; Micron HBM4 36GB / 2.8 TB/s module in HVM; SK Hynix >50% NVIDIA HBM share. |
Linked documents (2)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.600 | manifold | Will my friend Aryan make ARML tb | 26% | mentions | pending | 2026-05-05 |
| 0.586 | gdelt | da davidson initiates micron buy 160024095.html | — | mentions | pending | 2026-04-30 |
Raw metadata
{
"nia": false,
"qty": "structural HBM shortage",
"mode": "FORECAST",
"role": "Cited-Executive",
"context": "Huang's direct mandate to Samsung, SK Hynix, Micron at MS TMT 2026 — ensures structural memory shortage into 2027+.",
"to_year": 2027,
"verbatim": "expand production aggressively; the company will buy all you can make",
"conv_cues": "buy all you can make; CEO mandate",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "2026-2027",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Samsung announces 50%+ HBM capacity surge for 2026",
"notes": "HIT — Samsung committed to 50% HBM capacity surge to 250K wafers/month by end-2026.",
"source": "https://www.trendforce.com/news/2025/12/30/news-samsung-reportedly-plans-50-hbm-capacity-surge-in-2026-spotlight-on-hbm4",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.99,
"source_url": "https://www.trendforce.com/news/2025/12/30/news-samsung-reportedly-plans-50-hbm-capacity-surge-in-2026-spotlight-on-hbm4",
"expected_date": "2025-12-31",
"observed_date": "2025-12-30",
"research_origin": "deep_research",
"measurement_criterion": "Samsung publicly commits to >=50% HBM production capacity expansion in 2026 (vs 2025 baseline)"
},
{
"kind": "llm_pre_event",
"label": "Micron 2026 HBM4 capacity reported sold-out via advance contracts",
"notes": "HIT — Micron confirmed at CES 2026 that 2026 HBM4 capacity already 'sold out' via advance contracts.",
"source": "https://markets.financialcontent.com/wral/article/tokenring-2026-1-8-the-hbm4-memory-war-sk-hynix-samsung-and-micron-clash-at-ces-2026-to-power-nvidias-rubin-revolution",
"status": "hit",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.99,
"source_url": "https://markets.financialcontent.com/wral/article/tokenring-2026-1-8-the-hbm4-memory-war-sk-hynix-samsung-and-micron-clash-at-ces-2026-to-power-nvidias-rubin-revolution",
"expected_date": "2026-01-08",
"observed_date": "2026-01-08",
"research_origin": "deep_research",
"measurement_criterion": "Micron publicly confirms entire 2026 HBM4 capacity is sold-out via advance customer contracts at CES 2026 or quarterly earnings"
},
{
"kind": "llm_pre_event",
"label": "Three-supplier 16-Hi HBM4 sample delivery to NVIDIA",
"notes": "HIT — All three suppliers delivered 16-Hi HBM4 samples to NVIDIA in January 2026.",
"source": "https://markets.financialcontent.com/stocks/article/tokenring-2026-1-22-the-hbm4-arms-race-sk-hynix-samsung-and-micron-deliver-16-hi-samples-to-nvidia-to-power-the-100-trillion-parameter-era",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.99,
"source_url": "https://markets.financialcontent.com/stocks/article/tokenring-2026-1-22-the-hbm4-arms-race-sk-hynix-samsung-and-micron-deliver-16-hi-samples-to-nvidia-to-power-the-100-trillion-parameter-era",
"expected_date": "2026-01-31",
"observed_date": "2026-01-22",
"research_origin": "deep_research",
"measurement_criterion": "SK Hynix + Samsung + Micron all deliver 16-Hi HBM4 samples to NVIDIA for Rubin Ultra qualification"
},
{
"kind": "llm_pre_event",
"label": "SK Hynix begins HBM4 mass production for NVIDIA Rubin",
"notes": "SK Hynix M15X fab commercial production starts February 2026 at 10K wafers/month, ramping severalfold by year-end.",
"source": "https://www.tweaktown.com/news/109495/sk-hynix-samsung-and-micron-fighting-for-nvidia-supply-contracts-for-new-16-hi-hbm4-orders/index.html",
"status": "overdue",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.tweaktown.com/news/109495/sk-hynix-samsung-and-micron-
... (truncated)