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I thought this would be another AI hate article, but it made some great points.

One thing that AI has helped me with is finding pesky bugs. I mainly work on numerical simulations. At one point I was stuck for almost a week trying to figure out why my simulation was acting so strange. Finally I pulled up chatgpt, put some of my files into the context and wrote a prompt explaining the strange behavior and what I thought might be happening. In a few seconds it figured out that I had improperly scaled one of my equations. It came down to a couple missing parentheses, and once I fixed it the simulation ran perfectly.

This has happened a few times where AI was easily able to see something I was overlooking. Am I a 10x developer now that I use AI? No... but when used well, AI can have a hugely positive impact on what I am able to get done.





This is my experience. Code generation is OK if uneven, but debugging can be a big boost.

It’s a rubber duck that’s pretty educated and talks back.


Indeed. As a (mostly) hobbyist programmer LLMs have been a godsend for those late night coding sessions when the brain fog is thick.

Yep same experience here saved me an infinite amount of time so to me that puts me somewhere between 10x and infinity ha



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