Next 3-year timeline: massive job loss, total confusion, and rampant unregulated AI consumerism.

Next 3-year timeline: massive job loss, total confusion, and rampant unregulated AI consumerism. | 10 years from now after we've solved all physics, we've solved all math, you know, we have global abundance, all of this is going to look silly 10 years from now. But in the three-year timeline, massive job loss, total confusion, and massive rampant AI sales consumerism that has no regulation around it right now.

Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates

10 years from now after we've solved all physics, we've solved all math, you know, we have global abundance, all of this is going to look silly 10 years from now. But in the three-year timeline, massive job loss, total confusion, and massive rampant AI sales consumerism that has no regulation around it right now.

Beneficiaries (24)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=T8X6kp-pcKs",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "10 years from now after we've solved all physics, we've solved all math, you know, we have global abundance, all of this is going to look silly 10 years from now. But in the three-year timeline, massive job loss, total confusion, and massive rampant AI sales consumerism that has no regulation around it right now. It's going to be an absolute cluster.",
  "to_year": 2029,
  "verbatim": "10 years from now after we've solved all physics, we've solved all math, you know, we have global abundance, all of this is going to look silly 10 years from now. But in the three-year timeline, massive job loss, total confusion, and massive rampant AI sales consumerism that has no regulation around it right now.",
  "conv_cues": "going to be",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "next 3 years (by 2029)",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Tech sector unemployment rate exceeds 5%",
      "notes": "HIT — tech unemployment already at 5.8% in early 2026 per Tech Insider reporting.",
      "source": "https://tech-insider.org/tech-layoffs-2026-ai-workforce-impact/ — tech unemployment 5.8% early 2026, highest since dot-com bust",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://tech-insider.org/tech-layoffs-2026-ai-workforce-impact/",
      "expected_date": "2026-03-31",
      "observed_date": "2026-02-28",
      "research_origin": "deep_research",
      "measurement_criterion": "BLS or Janco Associates tech-sector unemployment rate crosses 5% on a monthly reading"
    },
    {
      "kind": "llm_pre_event",
      "label": "Goldman Sachs reports AI cutting ≥15,000 US jobs/month",
      "source": "https://fortune.com/2026/04/06/ai-tech-displacement-effect-gen-z-16000-jobs-per-month/ — Goldman: AI cutting 16,000 US jobs/month",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://fortune.com/2026/04/06/ai-tech-displacement-effect-gen-z-16000-jobs-per-month/",
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-06",
      "research_origin": "deep_research",
      "measurement_criterion": "Goldman Sachs research note quantifies AI-driven displacement at ≥15,000 US jobs per month"
    },
    {
      "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 t
... (truncated)