Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ...

Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented energy supply chains, localized kinetic wars over resources, deep domestic political paralysis), physical friction is immense. Superforecasters' models correctly calculate collapsing physical supply chain acts as organic insurmountable governor on velocity of algorithmic supremacy. | Next major physical-supply-chain disruption event

Key catalyst: Next major physical-supply-chain disruption event

Watch events: Next major supply-chain disruption + AI scaling-law response

HBM shortage (CMQ_034), Taiwan geopolitical risk (ROB_012), copper/rare-earth bottlenecks empirically validate physical-friction thesis.

Beneficiaries (1)

{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-Other",
  "context": "Second Superforecaster Community entry. Critical epistemological framing for why SF xrisk numbers (0.38%) are below domain-expert numbers (3%). Couples with SEM_xxx (China-US gap), CMQ_034 (HBM structural shortage), ROB_012 (Taiwan GPU bottleneck).",
  "to_year": 2031,
  "conv_cues": "epistemological framing; SF-expert delta explanation",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2031",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "TSMC CoWoS advanced packaging fully booked through 2027",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://247wallst.com/technology-3/2026/04/29/ai-demand-is-surging-but-taiwan-semiconductor-is-controlling-the-supply/",
      "expected_date": "2026-09-30",
      "research_origin": "deep_research",
      "measurement_criterion": "TSMC earnings call or supply-chain reports confirm CoWoS capacity sold out into 2027 with allocation prioritization to top AI customers"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2027-01-07",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Major physical-supply-chain disruption removes >10% of global advanced-node fab inputs",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://carraglobe.com/semiconductor-supply-chain-disruption-2026/",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Industry reports document a discrete event (geopolitical, helium, neon, LNG, or shipping) that removes >=10% of input supply for sub-7nm logic for >=30 days"
    },
    {
      "kind": "llm_pre_event",
      "label": "Hyperscaler capex announcements explicitly cite power-grid constraints as binding",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.manufacturingdive.com/news/opinion-omdia-ai-semiconductor-chip-scarcity/817172/",
      "expected_date": "2027-07-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-07-01"
      },
      "measurement_criterion": "MSFT, GOOG, META, AMZN, or ORCL 10-K/earnings call language explicitly defers data-center build-out due to grid interconnection delays of >=2 years"
    },
    {
      "kind": "llm_post_event",
      "label": "US strategic stockpile or DPA action on chip-grade gases / rare earths",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2027-09-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "DOD/DOE invokes Defense Production Act or builds national stockpile for neon, helium, photoresists, or rare earths critical to leading-edge fabs"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2028-01-14",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "AGI-claiming lab announces deployment dela
... (truncated)