Automation will typically augment work rather than replace it

Automation will typically augment work rather than replace it | The reality that we've seen historically is that automation typically doesn't replace work, but it augments work.

The reality that we've seen historically is that automation typically doesn't replace work, but it augments work.

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=Mh9yC4j0_rI",
  "mode": "THESIS",
  "role": "Guest-CEO",
  "caveats": "'Typically'",
  "context": "The reality that we've seen historically is that automation typically doesn't replace work, but it augments work.",
  "verbatim": "The reality that we've seen historically is that automation typically doesn't replace work, but it augments work.",
  "conv_cues": "typically",
  "direction": "HAPPEN",
  "timeframe": "Ongoing",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Dallas Fed: AI simultaneously aiding AND replacing workers (wage data)",
      "notes": "HIT — Dallas Fed Feb 2026 analysis confirms BOTH augmentation and replacement happening, partial nuance to Khosrowshahi's strong augment-only claim.",
      "source": "https://www.dallasfed.org/research/economics/2026/0224",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.dallasfed.org/research/economics/2026/0224",
      "expected_date": "2026-02-24",
      "observed_date": "2026-02-24",
      "research_origin": "deep_research",
      "measurement_criterion": "Dallas Fed or equivalent research institution publishes wage-data analysis showing AI both augments and substitutes labor by occupation"
    },
    {
      "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": "BCG: 'AI Will Reshape More Jobs Than It Replaces' published",
      "source": "https://www.bcg.com/publications/2026/ai-will-reshape-more-jobs-than-it-replaces",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.bcg.com/publications/2026/ai-will-reshape-more-jobs-than-it-replaces",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "BCG or equivalent top-tier consultancy publishes study concluding AI primarily reshapes (not replaces) jobs"
    },
    {
      "kind": "llm_pre_event",
      "label": "Goldman Sachs: AI subtracts 16K jobs/month, +0.1pp unemployment",
      "source": "https://www.goldmansachs.com/insights/articles/the-jobs-ai-is-likely-to-boost-and-those-it-may-disrupt",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -3,
      "sourc
... (truncated)