← Cockpit
CMQ_029predictionSemis/MemoryDRAM-mandate

DRAM manufacturers must expand production aggressively — 'NVIDIA will buy all you can make'.

Predictor: Jensen Huang

Prior probability
90.0%
Current probability
74.1%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
in_progress
Window
2026-01-01 – 2027-12-31
Edges in / out
1 / 0
Tickers exposed
28

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

From episode "The Global Architecture of Machine Intelligence: Exhaustive Synthesis of AI Compute, Memory & Quantum Predictions (2023-2026)"
expand production aggressively; the company will buy all you can make

Resolution evidence

Status: in_progress

Samsung executives describe 'unprecedented supercycle'; Micron HBM4 36GB / 2.8 TB/s module in HVM; SK Hynix >50% NVIDIA HBM share.

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: fab_construction_3y

Linked via embedding similarity 0.590

Greenfield semiconductor fab construction within 3 years of announce

Base rate
58.0%
7/12 historical
Inside weight
0.444
TRF=0.79
Outside weight
0.556
pulling toward base rate
inside 87.7% → blend 74.1% -13.6pp)

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

7 prob_history rows
0%25%50%75%100%prior 90%2026-04-302026-04-302026-05-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 74.1%

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: 3 fired ✓ · 2 overdue ⏱ · 3 pending
  1. 2025-12-30hitSamsung announces 50%+ HBM capacity surge for 2026
    How: 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.
  2. 2026-01-08hitMicron 2026 HBM4 capacity reported sold-out via advance contracts
    How: Micron publicly confirms entire 2026 HBM4 capacity is sold-out via advance customer contracts at CES 2026 or quarterly earnings
    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-revolutionconf 99%
    Notes: HIT — Micron confirmed at CES 2026 that 2026 HBM4 capacity already 'sold out' via advance contracts.
  3. 2026-01-22hitThree-supplier 16-Hi HBM4 sample delivery to NVIDIA
    How: SK Hynix + Samsung + Micron all deliver 16-Hi HBM4 samples to NVIDIA for Rubin Ultra qualification
    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-eraconf 99%
    Notes: HIT — All three suppliers delivered 16-Hi HBM4 samples to NVIDIA in January 2026.
  4. 2026-01-01 → 2026-09-30overdueSK Hynix begins HBM4 mass production for NVIDIA Rubin
    How: SK Hynix publicly announces HBM4 mass production for NVIDIA, with NVIDIA confirming Rubin platform shipping with SK Hynix HBM4
    Source: 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.
  5. 2026-05-21overdueQ1 window check-in (25%)
  6. 2026-10-08pendingQ2 window check-in (50%)
  7. 2026-06-01 → 2027-06-30pendingCombined HBM industry quarterly revenue exceeds $20B
    How: TrendForce / Counterpoint / Bloomberg report combined SK Hynix + Samsung + Micron HBM revenue >=$20B in single quarter
    Source: https://introl.com/blog/ai-memory-supercycle-hbm-2026conf 80%
    Notes: Memory supercycle thesis: HBM revenue compounding 100%+ YoY through 2026-2027.
  8. 2027-02-25pendingQ3 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: 74%)

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_sweep2026-05-30T22:15:00Z74.1%-4.7pp
metadata_milestone_miss_sweep bayesian_v2 n=2 inside=0.877 blend=0.741 LLR=-0.639 κ=0.81 w_in=0.44 fab_construction_3y
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
}
intake_event_update2026-05-21T23:15:16Z78.8%+0.2pp
intake:7afeeb9a-f217-4dd2-b910-24ff14bdfc39 bayesian_v2 inside=0.931 blend=0.788 LLR=1.300 κ=0.81 w_in=0.44 fab_construction_3y
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
}
LBP2026-05-03T02:00:01Z78.6%+1.2pp
Network propagation: 77.4% → 78.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z77.4%+2.4pp
Network propagation: 75.0% → 77.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z75.0%-2.4pp
reference_class_assigned bayesian_v2 inside=0.900 blend=0.750 w_in=0.41 fab_construction_3y
LBP2026-04-30T02:18:57Z77.4%+2.4pp
Network propagation: 75.0% → 77.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z75.0%-15.0pp
reference_class_assigned bayesian_v2 inside=0.900 blend=0.750 w_in=0.41 fab_construction_3y

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
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.900+0.057

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

28 ticker(s) linked

Beneficiaries (24)

TSMAMBAARMCEVACRWVDOCNIRENMUNBISNVDASITMALABCSCODELLATEYYAVGONXPIQCOMINTCSIEGYLNVGYAMDANETMRVL

Prerequisites (1)

Predictions that must hit first
TypePredTitleDomainLag
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
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)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importSamsung executives describe 'unprecedented supercycle'; Micron HBM4 36GB / 2.8 TB/s module in HVM; SK Hynix >50% NVIDIA HBM share.

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.600manifoldWill my friend Aryan make ARML tb26%mentionspending2026-05-05
0.586gdeltda davidson initiates micron buy 160024095.htmlmentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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)