Physical ones are definitely rare beasts. Hypervisors make having support for it a lot more generally useful, though. You can still run into weird edge case limitations(certain PCIe devices, under some circumstances, really don't like being detached from the host and popped onto a VM); but the hypervisor will definitely be able to tell guests stories of dynamic reconfiguration that the hardware isn't electrically or mechanically capable of supporting; and being able to add or remove CPUs or RAM without rebooting is nice.

It could certainly just be a numbers game; tons of ICE vehicles out there; or whether there's an issue with accumulated cultural assumptions and engineering priorities.

I can at least imagine that there's a difference in mindset between "this is a 12v lead acid starter battery; it'll put out a solid few tens of amps for the starter motor assuming it is working correctly; but its energy density is kind of trash and we mostly prefer not to dump additional systems onto it, especially when that exposes them to the slightly gross output of the alternator" and "This battery has been designed to fully provide for all energy requirements of a vehicle; if you displease it it will probably kill you and then burn vigorously for a day or two. A foundational assumption of all systems that need energy is that they'll be connected back to it in one way or another because there aren't other energy sources here."

Not like electric vehicle designers couldn't/don't make mistakes, and certainly some of their mistakes burn with the really exciting commitment of a large light metal fire; but the engineering culture around an ICE vehicle seems much more likely to produce a string of individually reasonable, collectively dangerous, "c'mon, it's just one little 12v system" requests that get bolted onto a fairly antique battery without too much broader thought; while analogous feature demands in a fully electric vehicle will either be judged high energy enough to potentially get brought into the high voltage wiring(which, barring gross negligence across the design is treated like it can and will kill you) or totaled in to some low voltage system budget that will be handled by a DC-DC converter designed with actual care because going from 600v to 12v isn't something you do as casually as just slapping another 12v requirement in parallel with the other stuff on the 12v battery and calling it good.

This sounds like it was written by someone who actually knows what they are doing, so I assume that they know better than I; but I am surprised to hear that it is impersonating a system dll; since (in all comparatively recent windows versions) system components are signed. Absolutely tons of fuckery you can do to them and around them; but if dpapi.dll doesn't have a signature that checks out the mechanisms that try to keep OSes up and running on marginal hardware subject to random power loss will likely eventually object and attempt a repair, even if there isn't any more paranoid EDR tooling in place.

Is the on-disk copy of dpapi.dll untouched and only the in-memory instance tampered with?

I just can't believe that It was the guys with their finger on GPU allocations, not just the expendable PC OEM they were trying to throw under the bus, the whole time. Whoever could have guessed?

Trump sucks but occasionally his hamfisted ire is aimed at reasonable targets. The H1B system has been pretty terrible for workers for a long time. Employers use H1Bs to overwork and underpay migrant workers, using the serious disruption of losing visa status as a bargaining chip, while depressing the wages of permanent residents.

I don't have much faith that Trump will actually execute this move as advertised without corruptly benefiting himself or some wealthy donor, but on its face I support it.

The available information isn't terribly specific; but on the surface it doesn't sound any deeper into application internals than it already does.

You can certainly go deeper into etw trace hell; but Task Manager knows how much CPU time you are eating, your memory consumption metrics, your network traffic, and has a (currently less granular) look at your consumption of GPU time. It also having a view of consumed NPU time seems totally analogous for a new flavor of coprocessor. Only one that might involve gory poking at the application(though I'd assume would be more logically pulled from the GPU driver) would be distinguishing "GPU Neural Engine" from GPU utilization generally.

They don't need to be.

The thousand-men armies scanning books get the books by buying them by the pallet load. It's stuff that nobody really wants, like old technical books that are out of date, self-published books, etc.

If the book was actually valuable you wouldn't expect the seller to sell it for dirt cheap.

If you are treating Windows devices as much like chromebooks as possible (autopilot deploy into S-mode; fairly draconian setup) you can get away with not too much IT; but at that point you really have to ask yourself why you are using Windows devices.

Most of the things you actually need windows for don't play all that well with that level of lockdown; and between chromebooks being cheap and defaulting to that level of lockdown without additional effort and the low end Apple stuff being nicer than wintel hardware that costs the same it's a bit tricky to make a strong case for running Windows systems as 'edgebooks'. You can; but it's not a super compelling option.

That's exactly why it's sort of disappointing to see him promoted away from actually doing stuff; and showing off a one of the less interesting "do Doom in a technically weird way" demos around.

Plenty of c-suite are just "meh, nothing of value was lost" when the suit fully engulfs the human; either they never seem to have done anything of interest or were popped directly out of some viscous spawning pool at McKinsey or whatever; but Russinovich was really good for nasty NT crevices work, so it seems a real shame for him to be vague CTO of cloud stuff. I don't begrudge him the money the promotion presumably involved; but going from actually interesting things to sending copilot to double booked meetings is kind of grim.

It would be interesting to know what the numbers look like in terms of schools that are actually doing something at least modestly Apple-specific vs. ones basically reusing chromebook-focused plans on Apple hardware.

Anything you hand out is going to be 'a platform' and normalize it for the students(not necessarily a point in its favor; people tend to resent the deliberate limitations of hardware that IT has been told to at least try to make less useful for porn and cheating); but there is a potential difference in versatility and vendor flexibility between people actually adopting some macOS stuff and people concluding that chromebooks have been getting more expensive at an alarming clip, without feeling any less cheap, so Apple is now genuinely competitive even if you are just going to slap managed chrome on there and reuse your existing, chromebook focused, IT and curriculum stuff.

I suspect that Microsoft, not unreasonably, thinks that the value of their AI slop will be enhanced if they can use an existing property to get people to classify particularly grating AI slop so that they can tune their copilot-related stuff to produce less grating or less obvious slop in the future.

Maybe someone in the org actually cares about linkedin's reputation as a hellscape for aura-farming lunatics; but I'd be shocked if the incentive that MS is actually motivated by is anything but the chance to get a dataset of text ranked by how unpleasantly bot-like it is to try to make their bots less visible.

Looks like Microsoft is trying to convince people to classify more and less distasteful bot slop for them so they can tune copilot outputs in the future.

The winning move is not to play.

Once the supply of customers flush enough to buy under more standard arrangements is saturated you are basically left between ignoring the demand for growth forever or deciding between handling...subprime...customers yourself or keeping the arrangement at arm's length.

This 'restricted mode' that Apple is vigorously denying will be used for lease enforcement suggests that the metaphorical arm is not that long and that Apple seems to be doing more than merely being willing to sell devices to whatever resellers; but it's not a huge surprise that they'd want the risk related to the debt and any shaking down handled by someone who isn't them.

It's entirely possible that they didn't actually care that much. It seems at least as plausible that the sort of people who would risk this sort of legal exposure over a non-issue were more motivated by an excuse to throw weight around and talk like a mob boss than actual concern. Nice to be able to put a hobby project on the company card.

I find it difficult to believe that 'influencers' are a good sign at a society level; but I'm a little puzzled by the degree of hostility to what is basically a degree for self-employed PR/marketing people.

As much as I'm not happy about it, PR and marketing are absolutely entire fields; and I'd assume that people doing those things whose client is themselves would also benefit from a dash of entertainment related law; contracts and accounting related to dealing with sponsor agreements; and the same sort of low-to-intermediate business stuff that routinely trips up musicians, artists, athletes, etc. who suddenly have some worthwhile amount of money/valuable copyrights/etc. but are either wholly dependent on 'agents' of variable quality and honesty or just end up getting screwed.