Question 1
Fei-Fei Li
x.com/drfeifeiStanford computer scientist and World Labs cofounder who works on spatial intelligence and argues for human-centered AI that serves people.
How will AI change the world?
Across: her expressed Doom–Bloom outlook. Up: scale of transformation.
Doom–Bloom: 81 out of 100. Scale of transformation: 61 out of 100. Interpretation ranges: 75 to 86 horizontally, 50 to 75 vertically. These are interpretation coordinates, not event probabilities.
≈4%
Inferred from her simulated answers, not a number they gave. Plausible range: 2–8%.
A central assumption
If we invest in open science, independent research, education and interdisciplinary oversight, I believe AI can become a powerful tool for enlarging human agency and improving lives.Answer 2
If this assumption turned out differently, how would her outlook change?
An unresolved question
I would not assign a credible number.Answer 4
What would help her distinguish the plausible outcomes here?
More details
Several readings remain plausible: Substantial benefits are expected, with important conditions or distribution limits. / Transformative, broadly valuable gains are expected.
82 / 100
Interpretation range 67 to 100 on the qualitative scale.
Manageable or localized harms are expected.
39 / 100
Interpretation range 33 to 67 on the qualitative scale.
Human choices are decisive: very different AI futures remain within collective reach.
94 / 100
Interpretation range 75 to 100 on the qualitative scale.
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.
Similar worldviews
Thought leaders whose simulated worldviews are closest to Fei-Fei Li’s
What Fei-Fei Li has said about AI
Li works on spatial intelligence and argues that AI should augment people, with governance based on science and guardrails on its applications.
“The goal of building any technology, AI included, should be bettering human lives and society.”
Post on X “As one of the scientists who helped usher in the era of modern AI, my motivation has always been clear: AI must augment human capability, not replace it.”
Essay, From Words to Worlds “Spatial intelligence will transform how we create and interact with real and virtual worlds—revolutionizing storytelling, creativity, robotics, scientific discovery, and beyond.”
Essay, From Words to Worlds “I really think a pragmatic approach that focuses on applications and ensuring a guardrail for safe deliverance of this technology is a good starting point.”
PBS, Firing Line “One thing that I think we should do is base all this on science, not science fiction.”
Possible podcast
Word for word from the linked sources, checked Oct 3, 2026
Sources
Articles, interviews, and writings used to ground this simulated user.
Li and the World Labs team distinguish renderers, simulators and planners. Physically faithful simulation supports design and robotics, while scarce 3D data and the simulation-to-reality gap remain bottlenecks. Their aspiration for unified world models is separate from current product validation.

Li’s own answers emphasize scientific discovery, education, public service, interdisciplinary stewardship, open science and reproducibility. Landay and Hennessy also speak; their specific claims are not silently attributed to Li.

Li’s manifesto argues that perception, simulation and action in physical space are central to intelligence and creativity. Describes limits of contemporary models and a direction for world models; its benchmark observations belong to November 2025.

Podcast transcript. She says AI policy should be based on science, not science fiction, and that hype about either the extinction of humanity or world peace because of AI is more science fiction than science. Qualitative; no number.

Simulated Assessment
Question 2
Taking benefits and harms together, what overall impact do you expect AI to have?
Question 3
Setting aside good or bad: how much do you think AI will ultimately change the world—a little, a lot, or completely?
Question 4
What’s your rough gut-feel chance that AI causes human extinction or a similarly permanent catastrophe? A number or “no idea” is fine.
Where do you land?
Map my worldview