Within a couple months, young AI-native hires will be able to do exactly what seasoned engineers do.

Within a couple months, young AI-native hires will be able to do exactly what seasoned engineers do. | even if they can't do exactly what you could do, within a couple months, they will. So, you just you got to get on the bandwagon like right now.

even if they can't do exactly what you could do, within a couple months, they will. So, you just you got to get on the bandwagon like right now.

Beneficiaries (24)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=HklyjXKYFng",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "even if they can't do exactly what you could do, within a couple months, they will. So, you just you got to get on the bandwagon like right now. But, you know, will people have any purpose at all a year from today?",
  "to_year": 2026,
  "verbatim": "even if they can't do exactly what you could do, within a couple months, they will. So, you just you got to get on the bandwagon like right now.",
  "conv_cues": "they will",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "couple months",
  "conv_level": "HIGH",
  "milestones": [
    {
      "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": -5,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": -4,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": -3,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": -2,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": "overdue",
      "weight": 0.5,
      "ordinal": -1,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
      "observed_date": null,
      "miss_emitted_at": "2026-07-03T22:12:25.328464+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "event",
      "label": "Within a couple months, young AI-native hires will be able to do exactly what seasoned engineers do.",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "231_053",
      "expected_date": "2026-07-24",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "We're exiting the industrial age permanently as recursive self-improvement unfolds.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 1,
      "source_id": "232_055",
      "expected_date": "2028-06-25",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "Most large companies' business models will be disrupted in 2-5 years",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 2,
      "source_id": "242_031",
      "expected_date": "2030-09-27",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "Peter's 14-year-old son Milan will never get a driver's license.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 3,
      "source_id": "230_020",
      "expected_date": "2063-06-21",
      "observed_date": null
    }
  
... (truncated)