Course corrections in organizations will accelerate from decades to years to months to weeks to minutes over the next couple of years.

Course corrections in organizations will accelerate from decades to years to months to weeks to minutes over the next couple of years. | now, in the age of AGI, the the course corrections are going to be, you know, it'll go from decades to years to months to weeks to minutes >> all over the next couple of years.

now, in the age of AGI, the the course corrections are going to be, you know, it'll go from decades to years to months to weeks to minutes >> all over the next couple of years.

Beneficiaries (24)

Adverse (6)

{
  "nia": false,
  "qty": "decades → minutes",
  "url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "in the age of AGI, the the course corrections are going to be... from decades to years to months to weeks to minutes all over the next couple of years.",
  "to_year": 2028,
  "verbatim": "now, in the age of AGI, the the course corrections are going to be, you know, it'll go from decades to years to months to weeks to minutes >> all over the next couple of years.",
  "conv_cues": "going to be",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "next couple of years",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Accenture Pulse of Change reports 82% of C-suite expects higher change in 2026",
      "source": "https://www.cio.com/article/4154263/10-ways-to-accelerate-digital-transformation-2.html — Accenture Pulse of Change 2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://www.cio.com/article/4154263/10-ways-to-accelerate-digital-transformation-2.html",
      "expected_date": "2026-01-31",
      "observed_date": "2026-01-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Accenture Pulse of Change report or comparable C-suite survey shows >=80% of executives expect higher rate of change vs prior year"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "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": -5,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Median enterprise reports planning-cycle compression from quarterly to monthly",
      "source": "https://www.deloitte.com/us/en/insights/topics/technology-management/tech-trends/2026/agentic-ai-strategy.html — Deloitte agentic AI strategy 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://www.deloitte.com/us/en/insights/topics/technology-management/tech-trends/2026/agentic-ai-strategy.html",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_cr
... (truncated)