Apple has worked very hard to make unified memory a feasible approach, and the benefits of that are pretty clear in apple silicon- that efficiency not only results in power and therefore thermal gains, but also in a significantly faster full loop per process: or a faster time to token. This is why even their single core mobile chips in the budget line Neo out perform PC processors with several times more threads and RAM[1]. Turns out, unified memory lets you have a whole lot more control over things like RAM bussing and core use for specific workflows.

Speculatively, a unified memory approach could also allow you to more easily integrate things like ReRAM to solve the current memory swapping bottleneck.

Let’s say a friend of mine works hardware at apple and works on exactly this… on device processing is the future I’m betting on.

[1] https://youtu.be/x26A28DoT-w?t=605

Excellent explanation of why, despite the hollowed out middle class, we see a surge of developer housing marketed to those who wish to retain the pretense of class status.

For now at least, we can still find the last few “dumb” models that simply function at appliances without all the bloatware, but that’s little solace. In another ten years, I suspect we may be left with little option but to refurbish old (proprietary!) appliances as best we can.

Maybe this is wishful thinking, but there ought to be a market opening for simple, durable, easily repairable appliances? Where is the competition?

Less federal aid means fewer students can afford our insanely expensive educational system. This will pull up the ladder on the younger generations.

We do not teach history or ethics, or much in general to our pipeline welders, but they make bank for their hard labor. Meanwhile our well educated school teachers are paid nearly nothing. Both are needed (although I would argue teachers more so). This is not fundamentally an issue of failing educational institutions (although they may well be lacking), but an issue of societal incentives. The welder is paid by the oil corporation; the teacher by a dwindling percentage of your tax dollars.

We are living in the information age yet we have a crisis of education. We desperately a solution that increases both educational access and quality for everyone regardless of their career path. We need more, better, cheaper education. We need more incentives for an educated populace. This does not achieve that: in fact it aggravates the issue.

> Deere will now be required to make diagnostic and repair tools available to equipment owners and independent repair shops, not only its own network of authorized dealers.

In practice, this means Deere will now operate similar to auto manufacturers. They will make their proprietary scanning equipment, software, and manuals available… for a few-thousand-dollar/ month subscription.

You have options as to where you can replace the physical components… but still need to pay a subscription fee in order to use your vehicle’s full feature set or get access to the data you collected but don’t actually own. Your vehicle’s firmware is still locked.

They will make their parts available… but not necessarily to a common standard (we could have used a common bolt size or hose line, or specced a commonly available alternator, but we decided not to), making it prohibitively costly for third party manufacturers to compete on aftermarket parts, and keeping genuine part costs high.

You can (legally) work on the machine yourself… but work done without a licensed mechanic will likely void your warranty, or prevent you from using necessary software features.

Your local mechanic can now repair your equipment… but in order to do that work they may have to invest in not only scanners and software, but an odd handful of unique task-specific or custom tools in order to complete the repair.

Don’t get me wrong, this is still a win. It’s high time that the FTC addressed Deere’s blatantly anti-competitive behavior. However, this isn’t a silver bullet that will save farmers from the rising tide of extractive capitalism, or isolate their tractors from nation state cyber threats.

https://www.gadgetreview.com/federal-surveillance-tech-becom...

https://arstechnica.com/science/2026/07/nuclear-regulatory-c...