Some general advice for us non-experts on using ChatGPT and other AI assistants. (Note that the field is changing rapidly and will probably continue changing rapidly for at least several years…)
TIME spoke with five experts who use AI in their own work—from math to psychology to neuroscience—to distill advice on how to use these systems most effectively, without eroding critical thinking in the process. Brief summaries:
Experiment for fit
AI systems’ performance can be uneven and unpredictable. They can excel on complex tasks while struggling with simple ones. And the boundaries of what they are or aren’t good for are changing all the time…. To know which model is best for your needs, you need to spend at least a few hours playing with it.
Understand their strengths
AI systems perform better if you provide them with relevant information about yourself and whatever task you’re trying to complete. “I upload all my notes and documents, and it provides me with feedback that makes sense based on how I think, and on ideas I’ve had in the past,” says Anne-Laure Le Cunff, a neuroscientist at King’s College London….
Keep your brain in the loop
actively collaborate with the AI, rather than blindly relying on its outputs. She uses AI as a thinking and conversational partner to improve her work—asking it to point out any blind spots or biases in her thinking, or key points she might have missed—rather than having it create material from scratch….
Consider them imaginary friends
“All the evidence we have suggests [AI systems] work best when you treat them like people, even though they’re not people,” says Mollick. This looks like asking follow-up questions, pointing out when a system has made mistakes, and pushing back when you disagree with something. Every response gives the system more context, improving its response….
Set personal boundaries
“We’re going to have to figure out what we think is too intimate or too sacred for the AI,” says Mollick. “I think it’s an important human decision we get to make. I don’t know where that line’s gonna end up being.” His personal line: he does all his writing himself first, before consulting AI, and he never uses it to grade student papers….
1,350 words: https://time.com/7327299/using-ai-chat-gpt-tips/.
Good news from Fix the News:
Overfishing has been almost entirely stopped in the territorial waters of the United States. An unlikely alliance of fishermen and environmentalists has ended competitive fishing and aligned profits with conservation. NOAA reports 50 stocks rebuilt since 2000, with 94% of assessed stocks not subject to overfishing today. USA Today
And an image from my collection:

(This is from http://xkcd.com. New cartoon three times a week, and always mouse over it to see extra text. In this case: “And if you labeled your axes, I could tell you EXACTLY how much better.”)