This was a real bummer for anyone interested in running local LLMs. Memory bandwidth is the limiting factor for performance in inference, and the Mac unified memory architecture is one of the relatively cheaper ways to get a lot of memory rather than buying a specialist AI GPU for $5-10k. I was planning to upgrade the memory a bit further than normal on my next MBP upgrade in order to experiment with AI, but now I’m questioning whether the pro chip will be fast enough to be useful.

The Mitsubishi Hyper heat can work down to -13F, The absolutely best resource I’ve found for heat pump research is the NEEP database which will you give you actual BTU outputs at various ambient temperature readings: https://ashp.neep.org/#!/product_list/
 Also worth considering a geothermal heat pump depending on your geography, as then you have a guarantee of efficiency all year round

https://archive.ph/8nNcQ

I am conflicted on this one. On one hand, yeah they’re just a platform, and realistically these kids would just go to another messaging service instead, but it also feels like they’re asleep at the wheel when it comes to investigating user reports of abuse.

It’s sort of an all social media thing, because I’ve reported posts selling drugs on FB marketplace too and they ignored them after review.

They quote one of the families in the article reporting a drug dealers account and Snapchat taking no action for months. I’d be willing to bet moderation is an afterthought and likely understaffed for the sheer volume of content on the app.

Compact business desktops like others have mentioned are great. Depending on your needs, I also like using older or used laptops. They’re still power efficient if you get a recent processor model, people sell them for fairly cheap used, and sometimes having an attached keyboard and display is more convenient than having to hook up a crash cart

Ring and Blink are designed differently and run different hardware. However, I would guess that some Blink devices have the same issue. I might be wrong but I think all 2.4 GHz Wi-Fi is vulnerable to deauth

https://daringfireball.net/2023/09/craptacular_is_more_like_it

I wonder what the takeaway was? They successfully designed processors with the m1 & bionic chips, so super curious what blocked them here. Are modems harder to design than processors? Maybe it’s the RF part?

Makes sense. I think you’d be fine with pretty much any modern(post DDR4) motherboard/CPU combo these days. I feel Linux hardware support is only really shakey if you’re using a SoC without upstream patches or if you’re using brand new hardware/laptops. With that being said if you’re running a lot of containers on one host have you looked into docker compose or kubernetes(k8s)? Maybe k8s is overkill for home use, but both offer support to restart containers if a health check fails. With k8s you also can spread out containers across multiple physical node, so you could just add a second RPI and “double” your resources.

For $350-500 you could easily get a used desktop and processor with 16-32 gb ddr4. But it sort of depends on your home lab goals and workloads. Do you need a lot of storage? Are you CPU bound or memory bound? Some people will suggest used Dell/HP servers, and they’ll look affordable, but keep in mind enterprise gear will eat power and is usually loud. Personally I’d go for a used AMD 5800 or 5900 processor and mobo, install your favorite Linux, and call it a day. AMD processors don’t have quick sync which makes them slightly worse for plex hosting but better for everything else.

Yet another company doing RTO layoffs to avoid paying severance

Yeah, makes sense, the people I saw online with “successful” results were primarily white men, which I would imagine would pop up pretty frequently in a training set. The bias also feeds into the echo chamber of AI hype too in my opinion

Yeah, my wife tried one of these services and got terrible results. They really do give better results to certain people’s faces depending on the training set

Yeah you’re good, I think it’s the sugar and corn syrup in soda that makes them not hydrating while seltzer still is

From the workers perspective, I know a lot of people are scared because tools like mid journey can replace, e.g. concept artists. Not sure why a studio would be scared

Great breakdown

I think the general consensus is Sorc is one of the weakest classes. For example, look at the unique items added in the latest patch - only the Sorc item has a downside to its unique aspect. The highest tier build I’ve seen for sorc right now I believe is blizzard and that requires the glacial offensive aspect(which is a random drop only vs codex aspect) to work, plus a few other utility aspects to keep your mana up. I had to grind a bit to get a random drop with the blizzard aspect though. Once I changed to that from lightning I had a lot less trouble, and can now solo ancestral dungeons at around my level 75 without getting wrecked. I think at level 100 and high tiers it gets harder because of squishiness since apparently a lot of elites will be able to one shot you without a barrier, but I’m not worried about that yet.

Ah, ok, good point. In my install, I did not opt to have them wire and install electric auxiliary heating strips for my unit, and the boiler & aqua coil is I believe being controlled by a control system that makes the unit think the boiler is a heating strip. 17 F is about the coldest it got in my climate last winter, so I guess that's a good starting point.
So it seems my Heat pump alone would run at 4.2 kW for 31,800 Btu. at 17F. My blended electric rate is about $.12/kwH, so about $.5/hr to run.

For my house, I believe the load calculation would be that I need about 48,000 Btu to effectively heat. Our boiler runs at 0.75 gal/hr max, and heating oil was $4.69/gallon last winter, so the boiler would still need to run at ~20-25% of capacity(assuming it's a linear curve) at 17F to reach that btu number based on 138,500btu/gal x 0.75gal/hr x 0.8(not so sure on efficiency) x 20% capacity = 16,620 btu, which I believe at 0.75gal/hr x 0.2 = 0.15gal/hr would be ~$0.72/hr. So that would give me a total cost of ~$1.2/hr for 48,420 btu.

Without a heat pump, I guess I would solely be burning oil, so that would need to be about 57-60% load, so 138,500btu/gal x 0.75gal/hr x 0.8 x .6=49,860btu, which I believe at 0.75gal/hr x 0.6 = 0.45gal/hr would be ~$2.1/hr.

It seems like based on my electric rates and the values from that heat pump, it should offset roughly half of my heating oil usage at the 4.2 kW electric consumption assuming the boiler has some sort of ability to modulate oil in take.