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This is just so, so bizarre. So I guess 15 year olds can access it after 12am (EDIT: ah, UK is banning it for those under 16, I see)? And they're going to force a bunch of companies to implement these features for everyone in this 2 year age window? What? It makes no sense... it's like someone's grandma came up with this policy in 2 mins without thinking it through.

have a talent for divination, magic and healing and I am finding my peeps in that domain.

I had a mental health crisis at 49 and was lucky, with help from my friends, that I wound up on my back foot rather than having a serious setback.

I’ve seen a lot of your posts on HN and you seem knowledgeable and give good advice, but c’mon, divination? magic? are you sure you’re all right now? I mean no disrespect, and I’m no shrink, but I’d guess you’re maybe not out of the woods yet. I’ve had a family member with issues, being somewhat detached from reality is never good.

You have some tough choices to make, that's for sure.. I have no experience with this so I might be talking rubbish. But you did say you have tattoo artist experience right? Why not try walking in to a tattoo place and offer your services? If you get the job, THEN you can start thinking about what to do about your dog. They might even be cool about it and let you keep the dog in the shop or just outside.

It makes most people depressed to do a job they don't like, frankly. Do it with a goal in mind - saving funds you might need for marketing your OS, cashing cheques so you can buy food, getting out of the tent.. etc. Accept it as a (hopefully) temporary situation, like a long layover between trips. I think you ought to be more realistic though.

I'm going to try to provide what I think is the most practical advice I could give, because I don't think you're being realistic. You are at the bottom of Maslow's hierarchy of needs right now. You need proper shelter, food etc. You need to get yourself above the second level ("safety needs") before spending time on highfalutin efforts like monetizing an OS or trying to get angel investors to swoop in and save you. I think you should try to get a job unrelated to IT (since the job market sucks), perhaps as a tattoo artist since you have experience in that? Get yourself and your dog out of the tent and safe first. Good luck to you.

I’m no ML expert so take what I say with a grain of salt.

Two resources that might be useful are AWS’ SageMaker documentation and the Machine Learning Engineering book by Andriy Burkov. This book doesn’t really go into detail on logging though. One way to evaluate a model is to run a SageMaker processing job that saves the performance metrics in a json file in S3 somewhere. More info on processing jobs: https://docs.aws.amazon.com/sagemaker/latest/dg/processing-j... . AWS has various services for logging which you can look into. This will mostly apply to orgs using AWS, but it might give a sense of how things can be done more generally.

I’ve been trying to contribute to a Linux kernel subsystem recently. I can program in C, but that’s not really the barrier. Most patches are pretty tiny changes to the C code, I think. At the moment I’m finding that I don’t understand enough about the subsystem and hardware - that is the main obstacle to making meaningful changes. I’m not sure if there will eventually be AI agents that work on the Linux kernel without close supervision, but the “craft of coding” was probably never the most important thing.

Something I heard on a podcast recently re. AI is: do you think computer science, machine learning, embedded systems etc. will become more important to society in a world of advanced AI or less? I think it will become more important, but I suppose that doesn’t necessarily lead to more jobs.

I disagree. The majority of HN readers are Americans and a vocal and active subset don’t like seeing articles which are critical of their “great” nation.

“The top five purchasers of U.S. goods exports in 2022 were: Canada ($356.5 billion), Mexico ($324.3 billion), China ($150.4 billion), Japan ($80.2 billion), and the United Kingdom ($76.2 billion). U.S. goods exports to the European Union 27 were $350.8 billion.”

I’m no deal maker, but it could maybe help if the US avoided pissing off its largest customer - Canada:

“ The top five purchasers of U.S. goods exports in 2022 were: Canada ($356.5 billion), Mexico ($324.3 billion), China ($150.4 billion), Japan ($80.2 billion), and the United Kingdom ($76.2 billion). U.S. goods exports to the European Union 27 were $350.8 billion.”

https://ustr.gov/countries-regions

My father passed away in October and it’s still difficult. I’ve dealt with grief before - two very close family members passed. The hard truth is you will never fully recover. 7 years later, a memory will bring you to tears.

The only thing that relieves it somewhat is time, in my experience. Something else that I kind of think helped was trying to guess what my dad would want for me (living sensibly, taking care of myself etc.), and try my best to follow it (not perfectly or even very well, but I try). I hope you will recover from your grief as rapidly as possible. I don’t think my father would like the idea of me being crushed by grief, and I don’t suppose yours would either!