Government ministries of education globally will wait and see until dramatically more proof exists before adoption.

Government ministries of education globally will wait and see until dramatically more proof exists before adoption. | ministers of education or secretaries or departments of education are pretty much globally very much going to wait and see until there's dramatically more proof which I I I'm not against.

ministers of education or secretaries or departments of education are pretty much globally very much going to wait and see until there's dramatically more proof which I I I'm not against.

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=X94eBT-VZnc",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "context": "on governments what we find is it's the same thing almost everywhere which is if if countries have a private model you absolutely can get take rate on the private side. The issue is ministers of education or secretaries or departments of education are pretty much globally very much going to wait and see until there's dramatically more proof which I I I'm not against.",
  "to_year": 2035,
  "verbatim": "ministers of education or secretaries or departments of education are pretty much globally very much going to wait and see until there's dramatically more proof which I I I'm not against.",
  "conv_cues": "pretty much globally very much going to wait",
  "direction": "NOT_HAPPEN",
  "from_year": 2026,
  "timeframe": "ongoing",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "OECD AI in education report shows wait-and-see policy posture (2025)",
      "notes": "OECD 2025 reports broadly confirm slow institutional uptake. Looking for direct K-12 / higher-ed minister-of-education reports next.",
      "source": "OECD — AI adoption by small and medium-sized enterprises (Dec 2025)",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/12/ai-adoption-by-small-and-medium-sized-enterprises_9c48eae6/426399c1-en.pdf",
      "expected_date": "2025-12-31",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "OECD or UNESCO publishes 2025 report documenting that fewer than 5 of the top-30 OECD national education ministries have adopted comprehensive AI-tutoring frameworks, consistent with 'wait and see' posture."
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "First nation-scale AI tutoring rollout (~1M students) commissioned",
      "notes": "Direct test of 'wait and see' breaking. Specific watch: Singapore MOE, UAE Ministry of Education, Texas Education Agency.",
      "source": "Anticipated — national education ministry press releases, public procurement records",
      "status": "pending",
  
... (truncated)