Jobs impact from AI will occur at some point

Jobs impact from AI will occur at some point | at some point there will be jobs impact from this stuff. We're seeing it in software and we're seeing it in certain customer service industries, not across the board. At some point that will happen

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

at some point there will be jobs impact from this stuff. We're seeing it in software and we're seeing it in certain customer service industries, not across the board. At some point that will happen

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=DpwmmXmzvfo",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "caveats": "not across the board",
  "context": "at some point there will be jobs impact from this stuff",
  "to_year": 2026,
  "verbatim": "at some point there will be jobs impact from this stuff. We're seeing it in software and we're seeing it in certain customer service industries, not across the board. At some point that will happen",
  "conv_cues": "will happen",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Gartner customer service automation forecast (2.24M displaced by 2029)",
      "source": "https://allwork.space/2025/11/ai-set-to-replace-millions-of-customer-service-jobs-by-2029-gartner-warns/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://allwork.space/2025/11/ai-set-to-replace-millions-of-customer-service-jobs-by-2029-gartner-warns/",
      "expected_date": "2025-11-30",
      "observed_date": "2025-11-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Gartner publishes forecast that 80% of customer service roles automatable by 2029, displacing 2.24M of 2.8M US jobs"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tech sector AI-attributed job losses cross 75K in H1 2025",
      "notes": "HIT — 77,999 confirmed in H1 2025 alone, validating Schmidt's 'we're seeing it in software' claim.",
      "source": "https://www.demandsage.com/ai-job-replacement-stats/ — 77,999 tech job losses H1 2025 from AI",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.demandsage.com/ai-job-replacement-stats/",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Layoffs.fyi or comparable tracker shows >=75,000 tech-sector job losses in H1 2025 directly attributed to AI/automation"
    },
    {
      "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": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "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": -3,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Jury selection begins April 27, 2026 for Musk v OpenAI trial",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "247_058",
      "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": -1,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "event",
      "label": "Jobs impact from AI will occur at some point",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "241_012",
      "expected_date": "2026-06-20",
      "observed_date": null
... (truncated)