Do AI voice recognition still use markov models for this?

The statement was "AI frenzy almost convinced me that sleep was the training of our neural network with all the prompts of the day."

Prompts are specific to LLMs. Most neural networks don't have prompts.

Additionally, prompts happen during LLM inference, not LLM training. There are many non-technical people who claim they have experience "training" LLMs, when they are just an end user who added a lot of tokens to the context window during inference.

I'm probably not going to hit the weekly limit, but it makes me nervous that the limit is weekly as opposed to every 36 hours or something. If I do hit the limit, that's it for the entire week—a long time to be without a tool I've grown accustomed to!

I feel like someone is going to reply that I'm too reliant on Claude or something. Maybe that's true, but I'd feel the same about the prospect of loosing ripgrep for a week, or whatever. Loosing it for a couple of days is more palatable.

Also, I find it notable they said this will affect "less than 5% of users". I'm used to these types of announcements claiming they'll affect less than 1%. Anthropic is saying that one out of every 20 users will hit the new limit.

samsung is the only smartphone manufacturer that still makes phones (though not many) with all the features I want: microSD slot, dual physical sim, side-mounted fingerprint reader, headphone jack, nfc, and regular (long-lasting) security updates

they also have service centers pretty much everywhere in the world, so I can always get my phone fixed (for a reasonable price, as a result of their ubiquity) if and when I inevitably break it

would I also prefer the option to unlock my bootloader? yes. if I'm honest with myself, is it a deal-breaker? sadly, no, I no longer use custom ROMs

As someone who roots single-purpose Android devices, this is one of those things that sucks big-time but makes total sense.

The only reason one would unlock a bootloader is to root the system partition. It is impossible to protect data on rooted phones and makes data exfiltration attacks significantly easier to do.

This is a huge problem for banking and music apps that absolutely rely on this capability. Samsung is, by far, the biggest seller of Android phones in the US. (I think Xiaomi is the biggest globally), so they are under much more pressure to clamp down on this.

That said, rooting Samsung devices has been a worthless pursuit for a long time. Doing so irreversibly (via eFuse) disables KNOX, which prevents DeX and Samsung Health from working. It also trips SafetyNet, which disables a whole suite of key apps (banking apps and Apple Music don't work; not sure about Spotify). There's a Magisk module that uses well-known device IDs to work around these, but these only work temporaily. Many people have also reported issues with the camera (a popular reason for buying Samsungs in the first place), and you no longer get OTA updates. I believe you also get degraded camera performance if you flash another ROM since the device module is closed-source and relies on One UI to work. This is before considering that stock ROMs have gotten really good over the years (especially Samsung's), and many of the reasons why we had to root have mostly gone away.

You can work around this by buying a Pixel for now, but I think we're a few years away from bootloader unlocking going away entirely.

That said, I stll root Android devices that will only serve a single-purpose, like my BOOX eBook readers that I use Firefox on. This lets me run AFWall so that I can block network traffic for everything except Firefox (and a few other apps). However, I won't be logging into my Google account on them, and they aren't ever going to run banking apps or anything like that.