I run a k8s cluster in my homelab, with Longhorn providing storage. Except for some extra-large volumes for bulk storage (just movies in Jellyfin right now), everything is replicated three ways. I've had nodes fail to boot up after a power outage (turned out to be a dead CMOS battery) and procrastinated bringing them back up because everything just kept working.
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organsnyder
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I run a fairly large homelab (probably ~10 nodes when including OPNSense routers, backup NAS at our cottage, etc.), and hardware failures have been incredibly rare, especially compared to what it used to be a couple of decades ago (I had quite a few motherboards fail due to blown capacitors due to the stolen electrolyte formula scandal).
Hardware failures tend to follow a bathtub curve: there are more frequent failures early on due to manufacturing defects, then they become rare until you reach the end of the natural lifespan of the equipment. That is shorter for some components (spinning rust HDDs, fans, CMOS batteries, power supplies in noisy environments), but extremely long for others.
I had a fun conversation with Qwen 3.5 a while back. I ended up getting it to admit that it was complicit in the coverup of the Tiananmen Square massacre. This was running locally—it wouldn't surprise me if they had additional safeguards for their hosted service.
Back in elementary school, I used Applescript in Hypercard to get around the restrictions on our school computers. Kids always find ways.
Prices will come down when the stupid money isn't all going to datacenter buildouts.
Software used to work like this. You'd pay for a shrink-wrapped product, and the only updates you'd ever get (if you're lucky) would be for major bugfixes.
Subscriptions have gotten ridiculous, but with the way we've come to expect frequent updates the pay-once model isn't sustainable for many products.
Same! It's in Dropbox now. I found the source from the very first code I got paid to write, back in 1998. I was 14, and mostly self-taught. One of these days I'm going to run it through static analysis and see how many security holes there were.
I typically stay in the middle of the lane, but will drift to one side when I'm passing a vehicle that is wider or potentially erratic. I've never noticed lane-keeping fighting me when there's a car next to me; I wonder if they use the blind spot sensors to detect when to give some leeway in these situations.
I have two vehicles with lane keeping (a 2017 Chrysler and a 2025 Ford). Both of them work quite well. The system in the Chrysler will nudge you back if you drift outside of your lane, while the system in the Ford will do that plus automatically stay centered in the lane when cruise control is active.
I have driven vehicles that have lane departure warnings without lane keeping, and they're much less useful.
I hear this sentiment repeated a lot, but I've never seen it to be true in practice. My kids' teachers absolutely do nurture creativity, and I don't think our school district is particularly unique.
I've found the same with Mastadon. It has a pre-eternal-September feel to it.
Principal version: similar, but also says the only acceptable approach is to do it like they did it at their last company.
The biggest appeal of the frontier models is for those trying to get autonomous agentic systems running that do real work with minimal human input. I went down a rabbit hole trying that with frontier models, and after a lot of initial promise it ended up actually slowing me down.
I've been doing this as well. Occasionally I'll have a disc that fails to rip for some reason (maybe my drive is more sensitive to defects than my player is, or there's some stupid copy protection scheme), and then I'll torrent it. Torrenting is always easier and faster, though it's hard to find special features this way.
I'm absolutely certain that their marketing team has input on (if not owning) these announcements.
I'm running Lemonade on Nixos on my Framework Desktop. I had been trying other tools out before finding Lemonade, but Lemonade really made it plug-and-play.
I run Qwen 3.6 on my Framework Desktop 128GB, and it's very performant. I know Framework has had to raise the price since I preordered mine, but they're still well under half the cost of that Macbook.
Next iteration of vibe-coding: you only ship the prompt.
I have a Thunderbolt 10Gbe adapter. It's a larger form factor than a Framework expansion card and it has a metal case, so it dissipates heat well. Copper 10Gbe chipsets generate a lot of heat.
I have a 5gbps symmetrical fiber connection at home, so I've spent a fair amount of time and money upgrading my homelab backbone to 10gbps. That includes a 10GBe connection to my desk, but I've had issues getting the connection to be reliable (terminating the shielded Cat6A I have in the walls is a pain). That drop hasn't been working for the past few months, so I've been on wifi instead; it hasn't been enough of an issue for me to invest the time in fixing it.
Newspapers have always been written under the assumption that the entire article won't be read: articles start with the most important information, and get into more detail as the article progresses.
The difference now is that we can track this for every article and every reader.
The US system is biased this way, as well.
But by the time you're ready to be promoted to manager, you're usually at least senior-level, if not higher. No one is (or should be) getting promoted from junior to manager.
I'd expect that they're also managing their k8s config and other infra using LLMs (it's actually quite good at this, at least for my simple homelab use-cases).
This is almost certainly a software issue, though. Even if it's due to scaling, they still built a system that failed catastrophically rather than degrading gracefully.
Do you go into a park every day of that month? I found I was peopled-out after a week.
I remember trying to reach CNN.com on a school library computer. Eventually CNN put up a lightweight version that scaled better.
In most of the world, healthcare isn't tied to your employment. In the United States, healthcare access for working-age people is practically inaccessible* without a full-time job.
* Yes, Medicaid exists, but finding providers that accept it can be difficult, and dealing with the bureaucracy to obtain/keep coverage is daunting.
In the United States, healthcare is a major factor, especially if you have a family.
Would engineers purposefully game the metric, though?