
Liang Wenfeng
WikipediaCuriosity and efficient engineering can open the frontier to more people.
How will AI change the world?
Across: his expressed Doom–Bloom outlook. Up: scale of transformation.
Doom–Bloom: 78 out of 100. Scale of transformation: 54 out of 100. Interpretation ranges: 75 to 100 horizontally, 50 to 75 vertically. These are interpretation coordinates, not event probabilities.
Not specified
There is not enough relevant evidence yet to estimate his view of catastrophic risk.
General AI
Of course, AGI remains an ambitious research destination, and I would not pretend to know an exact timeline.
Answer 1
Grouped by milestone, not spaced or ordered by inferred dates. AGI and superhuman AI retain his definitions.
A central assumption
Choices about what research to pursue, whether to publish it, how efficiently systems are built, and how affordably they are offered all influence who can use the technology and what they can build with it.
Answer 2
If this assumption turned out differently, how would his outlook change?
An unresolved question
Of course, AGI remains an ambitious research destination, and I would not pretend to know an exact timeline.
Answer 1
What would help him distinguish the plausible outcomes here?
What could change their mind
The discovery that would most change my view is strong evidence that today’s approaches cannot progress toward general intelligence without fundamentally different ideas.
Answer 5
What evidence would be enough, and in which direction would it move his view?
More details
Substantial benefits are expected, with important conditions or distribution limits.
77 / 100
Interpretation range 67 to 100 on the qualitative scale.
Reasoning, consideration of alternatives, and handling of uncertainty in his simulated answers. This describes the simulated answers, not the real person’s intelligence or opinions.
94 / 100
Interpretation range 86 to 100 on the qualitative scale.
Human choices can substantially redirect the AI trajectory.
71 / 100
Interpretation range 50 to 75 on the qualitative scale.
Restrict access to powerful AI.
Allow access subject to capability or use restrictions.
Simulated position: Favor broad or open access to powerful AI.
These interpretations keep his stated conditions. Benefits and harms can both be substantial. The ranges describe how we read his simulated answers, not statistical confidence intervals.
Simulated Assessment
Sources
Articles, interviews, and writings used to ground this simulated persona.

