High-skilled mechanical labor will be one of the last things to go in automation

High-skilled mechanical labor will be one of the last things to go in automation | high-skilled mechanical labor is very important. Now, perhaps we will in the future or perhaps this will be one of the last things to go

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

high-skilled mechanical labor is very important. Now, perhaps we will in the future or perhaps this will be one of the last things to go

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=DpwmmXmzvfo",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "context": "perhaps this will be one of the last things to go",
  "to_year": 2030,
  "verbatim": "high-skilled mechanical labor is very important. Now, perhaps we will in the future or perhaps this will be one of the last things to go",
  "conv_cues": "perhaps",
  "direction": "NOT_HAPPEN",
  "from_year": 2030,
  "timeframe": "long-term future",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "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": -10,
      "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": -9,
      "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": -8,
      "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": -7,
      "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": -6,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla Optimus mass production begins in Q3 2026 (>=1,000 units shipped)",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2026-09-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Tesla earnings disclosure or production update confirms mass production with cumulative shipments >=1,000 units, including Gen 3 22-DoF dexterous hands deployed in factory tasks"
    },
    {
      "kind": "llm_pre_event",
      "label": "Humanoid robot autonomously completes high-skilled mechanical task (e.g., automotive engine assembly)",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2028-09-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2027-06-01"
      },
      "measurement_criterion": "Public demonstration or peer-validated benchmark showing a humanoid robot autonomously completing a task requiring high-skilled mechanical labor (e.g., engine timing, complex welding, IC fabrication maintenance) without teleoperation, with success rate >90% across 100+ trials"
    },
    {
      "kind": "llm_pre_event",
      "label": "First skilled-trade union acknowledges automation displacement risk in collective bargaining",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2028-09-30",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2030-06-30",
        "from": "2027-0
... (truncated)