I'm finding this stuff, when given proper guidance, can reproduce experiments I've run incredibly fast. Weeks of typing done in minutes of talking to Claude Code.
In the working world, a lot of the time what matters is getting results, not writing 'perfect' code the way software engineers would like to.
concerns: - security bugs - business logic errors that seem correct but are wrong
as long as you have domain experts, I suspect these will gradually go away. hopefully LLMs can be trained not to do insecure things in code.