I think this is one of the reasons we don't see huge productivity gains. Most F500 companies have pretty proprietary gnarly codebases which are going to be out-of-distribution. Context-engineering helps but you still don't get near the performance you get with in-distribution. It's probably not unsolvable but it's a pretty big problem ATM.
Sounds to me like that there is simply more React code to train the model on.
This sounds a bit like an oxymoron. More diversity will only help the ecosystem IMHO.
The deliberate irony is that contrary to the servicemen's belief that rock stars live a life of ease, the life of a musician can be grueling. You have to spend years mastering your instrument(s) and then win the record-deal lottery; after which your time is pretty much divided between being in the studio recording, on tour performing and promoting the album on a round-the-clock schedule, and with the rise of MTV shooting music videos. It's no wonder rock stars are prone to hedonism; they probably think they have to drink deeply of relaxation and pleasure while they have the opportunity, in order to reset and be ready for the next album, the next concert tour, the next press event...
They want you to be Jesus
They'll go down on one knee
But they'll want their money back
If you're alive at thirty-three
https://genius.com/U2-hold-me-thrill-me-kiss-me-kill-me-lyri...Any company that wants me to regurgitate toy problems that don’t have any relevance to the role is not one Im willing to bother working for.
I fee like if you’re “grinding” the goal is to memorize the solutions, which is kinda defeating the purpose anyway.
When I hire grads or juniors onto my team I will focus a lot more on leetcode style problems because a) they don't have much work experience so delving into real-world problems they have solved is typically not useful (exceptions there) and b) leetcode is usually closer to their recent experience which tends to be more academic in nature.
More senior roles typically have very different requirements. I don't need a staff or principal engineer to pass a leetcode test as it typically isn't relevant to that role. I respect their lived experience so I dive into real world problems they have solved, not just software but also people, culture, etc.
> "Hey, the federal portal says we owe $60,000 in penalties for not filing a tax return."
That doesn't sound like they're asking you to pay tax on your $0 income business. It sounds like you need to pay a fine for not filing a tax return.
What's a "normal" fine anyway? The point of having a fine being a large sum of money is to create incentive so you to do the thing they want you doing, which you didn't do.