4. Once Spotify wrests power from the labels, they start the enshitification process themselves.

I'm not telling you this. I'm basically saying that with Alexa/Alexa+ and with Google's Gemini vs Goole Now(?) I've seen many posts like this. Where someone complains about the AI version, but then there are other posts that come in and claim how much better it is. Even for things like Claude Code you get people complaining about how many mistakes it makes, and then people coming in and saying that it's because they are "doing it wrong". Either "Claude has improved by 10x in the last 6 months. It's so amazing! If you used it a year or so ago it doesn't even compare!" or "You aren't using the most expensive tier of Claude which increases context and thinking abilities that are hobbled in the cheaper versions!"

I never really see a comparison on the same level and it sounds like people talking past each other or some people having legitimate complaints and then others coming in to shill for a product.

I'm not in anyway implying that "You should totally try this out now that they fixed everything" or anything of the sort. I even stated that I don't use any of these tools, and I was commenting as something more akin to an "outsider."

Aren't hallucinations part of GenAI? I would assume that "AI" voice recognition doesn't have that baked in, but I'm not working in either of those spaces so maybe I'm missing the details. So many things are being looped into the "AI" umbrella that would have just been called machine learning or pattern recognition a decade ago (e.g. "facial recognition" vs "AI" at a time when "AI" also means chatbots like ChatGPT).

You could have tried Alexa+ at the start when it was shitty compared to plain Alexa, and maybe it's better now. But equally none of the people that comment that it is "amazing" in its current iteration qualify their statements with their experiences comparing and contrasting the old version vs. the new version making them seem either unqualified to make statements based on how much "better" it is than the old version or at worse they are shills (paid or not). The best take is that they are comparing (e.g.) day-one Alexa+ vs. the current Alexa+ without a comparison to the original Alexa.

... which is to say that it really feels like there are no clear conclusions that could be drawn from all of this.

It's "if I pin the dep, I know that someone won't compromise the package repo and the next time I install 2.6.3 I can be sure that the same package is getting downloaded and installed."

This specific risk isn't just not having things version pinned. It's not having a hash of the package to check against to make sure you're getting the same package every time.