Doom or Bloom
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Emily M. Bender

Emily M. Bender

@emilymbender on X

Question the hype, the evidence and who bears the costs.

Map your own worldview

How will AI change the world?

100500DoomBloom
ConcernHope
Simulated positionInterpretation range

Across: her expressed Doom–Bloom outlook. Up: scale of transformation.

Doom–Bloom: 27 out of 100. Scale of transformation: 43 out of 100. Interpretation ranges: 25 to 27 horizontally, 22 to 53 vertically. These are interpretation coordinates, not event probabilities.

Emily M. Bender’s estimated P(doom)

≈5%

0%100%

Inferred from her broader worldview and priorities. Approximate interpretation range: 0–29%. Applies to the outcome and conditions in her simulated answers; this is an inferred percentage.

Emily M. Bender’s milestone timeline

No milestone timing was established. Dates, “not sure,” “possibly never,” and dependencies can all appear here when expressed.

Grouped by milestone, not spaced or ordered by inferred dates. AGI and superhuman AI retain her definitions.

What her outlook hinges on

A central assumption

They result from who chooses the tools, who profits, and whether affected people can refuse.

Answer 2

If this assumption turned out differently, how would her outlook change?

What could change their mind

If, instead, we saw sustained evidence that these systems were improving services without degrading jobs, displacing accountability, or substituting screens for human relationships—and that the people affected actually had decision-making power—I would expect a less harmful future.

Answer 3

What evidence would be enough, and in which direction would it move her view?

More details

Expected upside

Limited or narrowly distributed gains are expected.

33 / 100

Little impactTransformative impact

Interpretation range 33 to 33 on the qualitative scale.

Expected harm

Severe or widespread harm is a material expected part of the future.

66 / 100

Little impactTransformative impact

Interpretation range 67 to 67 on the qualitative scale.

Demonstrated reasoning

Reasoning, consideration of alternatives, and handling of uncertainty in her simulated answers. This describes the simulated answers, not the real person’s intelligence or opinions.

94 / 100

Little demonstratedWell developed

Interpretation range 76 to 100 on the qualitative scale.

Human influence

Human choices can substantially redirect the AI trajectory.

85 / 100

Little influenceStrong influence

Interpretation range 75 to 100 on the qualitative scale.

Rules for using AI

Restrict the AI uses discussed until prior protections or permission are in place.

Simulated position: Allow the AI uses discussed with targeted accountability and protections.

Minimize restrictions on the AI uses discussed.

These interpretations keep her stated conditions. Benefits and harms can both be substantial. The ranges describe how we read her simulated answers, not statistical confidence intervals.

Simulated Assessment

Sources

Articles, interviews, and writings used to ground this simulated persona.

Where do you land?
Explore your own AI worldview in a few questions.