You seem to be a very novice programmer.

how do I setup my dev environment

? Google that? Use a devcontainer? I mean literally a question answered thousands of times.

where should I start

Setting up your dev environment. Then maybe create a few projects for you to test your package manager empirically?

do I invent my own pkg format or do I use pre built packages like deb or rpm?

Depends on what you want to do. I'm honestly not sure how to help you here? What kind of answer are you fishing for here?

So to sum it up:

• API breaks responses only for new data
• API does not provide any metadata, like versioning
• API doesn't host it's spec
• the problem isn't that the API mutates, but that it starts returning garbage for new data, but not historical.

You're out of luck. You can't prevent it. You can't foresee it, unless you know beforehand what you'll call the API with and you can pre-flight it and detect it earlier.

https://cdn.openai.com/pdf/2221c875-02dc-4789-800b-e7758f3722c1/o3-and-o4-mini-system-card.pdf

OpenAi May 2025: in their internal tests the newer model the higher hallucination rate.

Cutlet is the best bad name for a cat. The cat will know it's both your friend and a survival ration.

She wore an itsy bitsy tinni minni yellow polka dot bikini 🎵

Danish people rightly expect that immigrants should learn Danish within few years. Not like by law, but culturally.

PHP has got a lot of new features in the language that makes it a little bit like c# now, so it's not that bad anymore :P

Tbh I find Italian culinary traditions underwhelming. Like they just gave up 10 minutes in, no work at all because it's too hot.

To be fair, the further from coastline, the better the Italian cuisine - more herbs, more variety, more complex recipes (e.g Ligurian braised rabbit)

From another study with N=700:

We measured self-reported meat consumption, meat disgust (by self-report and Implicit Association Test),

IAT is phrenology of social studies. You can discard it as garbage. If a study is using IAT as methodology, it's garbage done to gain some publication points.

You can read more about IAT: https://econtent.hogrefe.com/doi/10.1027/1015-5759/a000778

Of the 40 participants, 28 reported an increase in meat disgust.

A study on a group of 40 is an anecdote at best, a waste of resources at worst.

Reporting on it in on a big news website should be a crime, as it's just a clickbait.

Uhhh, not exactly regular people. From what I've seen from the Rednote, at least my feed is wealthy upper-middle or upper class, while the Americans are from low to middle class.

I think this is the moment you're overreaching.

Alternatively what you're saying is that all gun manufacturers should go to jail for multiple counts of homicide.