I would never trust an AI to make a scientific conclusion, but they're very good at some things:
- Plotting with natural language: "Create a scatter plot of column A versus column B, log scale Y and use stars sized by column C." Every plotting library (except maybe ggplot2 / plotnind) sucks, and the boilerplate never gets less tedius.
- Literature search, e.g. "Have there been any peer reviewed papers where they applied X method to Y domain"
- Complex visualization, e.g. "Make a self contained HTML file with a 3D interactive visualization of this graph. Add ball and spring position optimization and let me move nodes"
- Trying random stuff that would normally be too time consuming to be worth it, eg "Here is a dataset. Try regression methods A, B, and C and report a table." In this case, usually it will screw up and overfit, but it's a good smoke test.
Note how in all of these, it's being used for tedious things that provide some value, but ultimately they are only providing information to make a decision on.
Granted, I would like to have a research assistant I could train, but if your company will not create a position then there is not much you can do.
AI in science is a lot different than AI in progamming in some ways. It seems pretty harmless in programming a lot of the times because it's used to speed up rote tasks like writing boilerplate. But in science, if it does give scientists a boost in discovery, I think it's likely to lead to an even more cavalier attitude about the power that such discoveries can have, and thus lead to much more abuse of power by the wealthy and malicious actors.
"If AI could carry out all non-physical research work, output in fields such as computer science and statistics could rise as much as 15-fold, while output in bench sciences such as chemistry and biology, which are held back by physical bottlenecks, would rise three- or fourfold. In our survey of researchers who actively use AI, about 40% expect AI models to carry out full research projects on their own by 2030."
Ok, so the creep wants us all unemployed. We can start porn companies like his wife.
They are very good research assistants.
I would never trust an AI to make a scientific conclusion, but they're very good at some things:
- Plotting with natural language: "Create a scatter plot of column A versus column B, log scale Y and use stars sized by column C." Every plotting library (except maybe ggplot2 / plotnind) sucks, and the boilerplate never gets less tedius.
- Literature search, e.g. "Have there been any peer reviewed papers where they applied X method to Y domain"
- Complex visualization, e.g. "Make a self contained HTML file with a 3D interactive visualization of this graph. Add ball and spring position optimization and let me move nodes"
- Trying random stuff that would normally be too time consuming to be worth it, eg "Here is a dataset. Try regression methods A, B, and C and report a table." In this case, usually it will screw up and overfit, but it's a good smoke test.
Note how in all of these, it's being used for tedious things that provide some value, but ultimately they are only providing information to make a decision on.
Granted, I would like to have a research assistant I could train, but if your company will not create a position then there is not much you can do.
AI in science is a lot different than AI in progamming in some ways. It seems pretty harmless in programming a lot of the times because it's used to speed up rote tasks like writing boilerplate. But in science, if it does give scientists a boost in discovery, I think it's likely to lead to an even more cavalier attitude about the power that such discoveries can have, and thus lead to much more abuse of power by the wealthy and malicious actors.
"If AI could carry out all non-physical research work, output in fields such as computer science and statistics could rise as much as 15-fold, while output in bench sciences such as chemistry and biology, which are held back by physical bottlenecks, would rise three- or fourfold. In our survey of researchers who actively use AI, about 40% expect AI models to carry out full research projects on their own by 2030."
Ok, so the creep wants us all unemployed. We can start porn companies like his wife.