AI-driven demand has triggered an 'unprecedented supercycle' for dominant global memory suppliers (Samsung, SK Hynix, Micron).

AI-driven demand has triggered an 'unprecedented supercycle' for dominant global memory suppliers (Samsung, SK Hynix, Micron). | unprecedented supercycle | Memory ASP + gross margin trajectory

Key catalyst: Memory ASP + gross margin trajectory

Watch events: Memory ASPs; gross margins; capex announcements.

unprecedented supercycle

Memory ASPs +50-100% YoY for HBM; DRAM spot prices 2x; all three memory vendors posting record revenue/margins.

No propagation data yet. Run inference/.venv/bin/python scripts/ops/run_loopy_belief_propagation.py on the droplet, or wait for the Sunday 02:00 UTC weekly cron.

{
  "nia": false,
  "qty": "memory supercycle",
  "mode": "THESIS",
  "role": "Cited-Executive",
  "context": "Samsung leadership framing echoed by SKH and Micron; implies multi-year sustained ASP + volume growth.",
  "to_year": 2027,
  "verbatim": "unprecedented supercycle",
  "conv_cues": "unprecedented; CEO-level framing",
  "direction": "HAPPEN",
  "from_year": 2025,
  "timeframe": "2025-2027",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -8,
      "source_id": null,
      "expected_date": "2025-08-02",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "llm_pre_event",
      "label": "HBM4 mass production launches at SK Hynix and Samsung",
      "source": "TrendForce — 'SK Hynix and Samsung accelerated HBM4 production schedules, mass production forward to February 2026 to meet NVIDIA Rubin'",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.trendforce.com/news/2026/01/05/news-sk-hynix-2026-outlook-hbm3e-remains-mainstream-hbm4-dual-strategy-amid-triple-market-headwinds/",
      "expected_date": "2026-02-28",
      "observed_date": "2026-02-28",
      "research_origin": "deep_research",
      "measurement_criterion": "Both SK Hynix and Samsung publicly announce HBM4 mass production start, with NVIDIA Rubin platform shipments commencing"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2026-03-03",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "llm_pre_event",
      "label": "Server DRAM Q1 2026 contract pricing up 60-70% QoQ",
      "source": "TrendForce/financialcontent — 'Samsung and SK Hynix raising server DRAM prices 60-70% for Q1 2026 vs Q4 2025'",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://markets.financialcontent.com/wral/article/tokenring-2025-12-26-ai-driven-dram-shortage-intensifies-as-sk-hynix-and-samsung-pivot-to-hbm4-production",
      "expected_date": "2026-03-31",
      "observed_date": "2026-03-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Samsung and SK Hynix server DRAM Q1 2026 contract prices show 60-70% increase vs Q4 2025 levels"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2026-10-02",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "DRAM contract ASP rises >=33% YoY",
      "source": "Bank of America via TrendForce/financialcontent — '2026 supercycle similar to 1990s boom — DRAM revenue +51% YoY, ASP +33%'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.8,
      "source_url": "https://markets.financialcontent.com/wral/article/tokenring-2026-1-2-the-hbm-scramble-samsung-and-sk-hynix-pivot-to-bespoke-silicon-for-the-2026-ai-supercycle",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "DRAMeXchange/TrendForce data show 2026 full-year DRAM ASP up >=33% YoY (Bank of America forecast benchmark)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Samsung HBM capacity expansion ~50% completes",
      "source": "Korea Herald + DCD — 'Samsung is looking to expand its production capacity by around 
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