Yeah, they kinda suck and they are brutal to go into cold. Having to grind a bunch of leetcode problems is a burden, particularly if you currently have a job and god forbid a family.
I would still take them over the puzzle questions that used to be popular, or the personality test nonsense that dominates most fields. At least Leetcode problems are reasonably reflective of programming skill. I’ll also take them over vague open ended questions - ain’t nothing more fun than trying to ramble my way into whatever answer the interviewer is secretly looking for.
Personally, when the day comes when I’m In Charge, I plan on experimenting with more day to day type evaluations. I think there’s potential for things like performing a mock code review or having someone plan out a sprint based on a very detailed design document. “Here’s an icky piece of code, tell me what it does and what you would do to improve it” seems to have fallen out of style, though it’s not clear to me why.
That said, like it or not it’s how the game is played and not changing anytime soon. Get on the Grind75 train, or don’t and keep failing tech screens.
This is already said, but it cannot be too emphasized: This is not your fault. This is entirely on them. Three months is far too short to evaluate someone even if they were secretly unhappy with your performance. It might be worth talking to an employment lawyer, but likely you’ll have to take this on the chin. In the immortal words of the great Captain Picard: “It is possible to commit no mistakes and still lose. That is not a weakness; that is life.”
As everyone has said, you can expect to get questions about it, and I would definitely have a prepared, rehearsed statement. Some recruiters and hiring managers make a big deal about these sort of things, some won’t even care. Again: this is not your fault and do not be apologetic about it.
Five weeks is not a lot of time to get a new software job, even in a hot market. This is the unfortunate reality and I would start making contingency plans. If living in NYC remains a goal, then this is a setback but a far smaller one than it may seem right now. You don’t have a mortgage or a family hanging over your head. Moving back to NYC will be in play, likely sooner than you think.
Spending time on career development is a good idea. Something with a firm outcome like AWS Solutions Architect is also good. I have the associate certification which I started working on while at Amazon. It hasn’t really done much for me, but I’m not seeking positions where it would hold much weight.