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Toby Ord argues AI planning should use broad timelines rather than a single date

Toby Ord argued that decision-makers should plan against a broad distribution of transformative-AI timelines rather than a single forecast year. He defined the relevant threshold as systems capable of takeover if misaligned, permanently displacing half of workers, or doubling technological progress, and placed his own median at 2038 with an 80% interval spanning roughly three to one hundred years.

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CURRENT ASSESSMENT · REVISION 1
TOWARD DOOM30confidence 72/100

Why it moved the index

The first-person essay adds a distinct planning mechanism for advanced-AI governance: policies and career strategies should hedge across both near and distant transformative-AI scenarios. Its broad distribution includes a meaningful near-term tail and explicitly uses misaligned takeover and mass permanent unemployment as decision-relevant thresholds. This records Ord's forecast and reasoning, not evidence that those outcomes occurred.

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Assessment history

  1. R1
    Toward 30 · confidence 72

    Historical Toby Ord backfill adds a distinct dated transformative-AI forecast and governance-planning argument.

    20 Aug 2026
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  1. DoomBench assesses “Toby Ord argues AI planning should use broad timelines rather than a single date” as evidence moving toward doom, with magnitude 30 and confidence 72 out of 100 in the governance and control category.

  2. The DoomBench assessment of “Toby Ord argues AI planning should use broad timelines rather than a single date” is based on reporting from Toby Ord and records the editorial rationale, source quality, attribution, and revision history.

  3. DoomBench summarizes “Toby Ord argues AI planning should use broad timelines rather than a single date” as follows: Toby Ord argued that decision-makers should plan against a broad distribution of transformative-AI timelines rather than...

    https://www.doombench.com/news/toby-ord-argues-ai-planning-should-use-broad-timelines-rather-than-a-single-date-2026-03-09