Question 1

Shannon Sands
x.com/max_paperclipsPractical AI defense and cognitive tools.
How will AI change the world?
Across: their expressed Doom–Bloom outlook. Up: scale of transformation.
Doom–Bloom: 74 out of 100. Scale of transformation: 27 out of 100. Interpretation ranges: 74 to 75 horizontally, 24 to 27 vertically. These are interpretation coordinates, not event probabilities.
<1%
Inferred from their broader worldview and priorities. Approximate interpretation range: 0–0%. Applies to the outcome and conditions in their simulated answers; this is an inferred percentage.
A central assumption
Frontier models are already extremely powerful—especially when coordinated with subagents—but they still depend heavily on skilled humans to define vague problems, recognize what matters, and judge whether the result is actually useful.Answer 1
If this assumption turned out differently, how would their outlook change?
More details
Substantial benefits are expected, with important conditions or distribution limits.
61 / 100
Interpretation range 33 to 67 on the qualitative scale.
Manageable or localized harms are expected.
34 / 100
Interpretation range 33 to 33 on the qualitative scale.
Reasoning, consideration of alternatives, and handling of uncertainty in their simulated answers. This describes the simulated answers, not the real person’s intelligence or opinions.
79 / 100
Interpretation range 52 to 95 on the qualitative scale.
A tentative estimate from your answers; the wider range shows other plausible readings.
56 / 100
Interpretation range 20 to 100 on the qualitative scale.
Stop or substantially slow development of more capable AI.
Simulated position: Continue development under stated safeguards.
Speed up development of more capable 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 their stated conditions. Benefits and harms can both be substantial. The ranges describe how we read their simulated answers, not statistical confidence intervals.
Simulated Assessment
Sources
Articles, interviews, and writings used to ground this simulated user.
