A bit off-topic, but I find this crazy. In basically every ecosystem now, you have to specifically go out of your way to turn on mandatory rotation.
It's been almost a decade since it's been explicitly advised against in every cybersec standard. Almost two since we've done the research to show how ill-advised mandatory rotations are.
I tried at my workplace to get them to stop mandatory rotation when that research came out. My request was shot down without any attempt at justification. I don't know if it's fear of liability or if the cyber insurers are requiring it, but by gum we're going to rotate passwords until the sun burns out.
You can start with a single Moon base but generally it isn't worth the mission control investment once you start to build out Mars.
For me, personally, I just don't see the point of putting that same effort into a machine. It won't learn or grow from the corrections I make in that PR, so why bother? I might as well have written it myself and saved the merge review headache.
Maybe one day it'll reach perfect parity of what I could've written myself, but today isn't that day.
To me the AI is a very smart tool, not a very dumb co-worker. When I use the tool, my goal is for _me_ to learn from _its_ mistakes, so I can get better at using the tool. Code I produce using an AI tool is my code. I don't produce it by directly writing it, but my techniques guide the tool through the generation process and I am responsible for the fitness and quality of the resulting code.
I accept that the tool doesn't learn like a human, just like I accept that my IDE or a screwdriver doesn't learn like a human. But I myself can improve the performance of the AI coding by developing my own skills through usage and then applying those skills.
There's no way "many developers" are paying $2,400 annually for the benefit of their employers.
There's no way companies are paying when they won't even fork out $700 a year for IntelliJ instead pushing us all onto VSCode.
There's no hard mandate to use Claude Code, but the value for us is clear to exec management and they are willing to foot the bill.
Working in this field must be absolute hell. Pages and pages with ramblings, no definitions, no formalizations. It is always "I put in this text and something happens, but I do not really know why. But I will dump all dialogues on the readers in excruciating detail."
This "thinking" part is overrated. z.ai has very good "thinking" but frequently not so good answers. The "thinking" is just another text generation step.
EDIT: Misanthropic people can get this comment down to -4, so people continue to believe in their pseudoscience. The linked publication would have been thrown into the dustbin in 2010. Only now, with all that printed money flowing into the scam, do people get away with it-