Princeton CS brains will be a complete commodity two years from today post-ASI.

Princeton CS brains will be a complete commodity two years from today post-ASI. | look guys you understand your your big huge Princeton brain is the most valuable thing on the planet right now it's going to be a complete commodity two years from today post ASI

Watch events: ARC-AGI-2 scores; Frontier Math Tier 4 benchmark; SWE-bench Verified; Humanity's Last Exam; Neuralink human trial enrollment; first commercial BCI

look guys you understand your your big huge Princeton brain is the most valuable thing on the planet right now it's going to be a complete commodity two years from today post ASI

Beneficiaries (24)

Adverse (6)

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  "url": "https://www.youtube.com/watch?v=LVvleNtllPk",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "your big huge Princeton brain is the most valuable thing on the planet right now it's going to be a complete commodity two years from today post ASI",
  "to_year": 2028,
  "verbatim": "look guys you understand your your big huge Princeton brain is the most valuable thing on the planet right now it's going to be a complete commodity two years from today post ASI",
  "conv_cues": "is going to be",
  "direction": "HAPPEN",
  "from_year": 2028,
  "timeframe": "by 2028",
  "conv_level": "HIGH",
  "milestones": [
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      "label": "CS graduate unemployment 5.8% exceeds general rate by 2026",
      "source": "https://www.finalroundai.com/blog/software-engineering-job-market-2026",
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      "weight": 0.4,
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      "source_id": null,
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      "expected_date": "2026-04-01",
      "observed_date": "2026-04-01",
      "research_origin": "deep_research",
      "measurement_criterion": "Fresh CS graduate unemployment 5.8% vs 4.28% general rate"
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      "source": "https://www.cnn.com/2026/04/08/tech/ai-software-developer-jobs",
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      "expected_date": "2026-04-08",
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      "research_origin": "deep_research",
      "measurement_criterion": "CPS data shows software-dev employment age 22-25 down nearly 20% vs 2022"
    },
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      "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,
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      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
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    },
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      "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": "Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI ",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_029",
      "expected_date": "2026-04-29",
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    },
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      "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,
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      "source_id": "SEM_012",
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      "kind": "llm_pre_event",
      "label": "Top-CS-program new-grad starting-salary stagnates or falls vs 2024",
      "source": "University career center reports, NACE salary survey",
      "status": "pending",
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... (truncated)