What? Like their computer keyboard autocompletes with Grok? Or something else?

Guess Europe should do something about that then.

(Disrupt the money flow out of Russia.)

Actually, power draw timing is a huge issue, destroying electrical substations huge, with AI data centers.

https://arxiv.org/abs/2508.14318

Large Artificial Intelligence (AI) training workloads spanning several tens of thousands of GPUs present unique power management challenges. These arise due to the high variability in power consumption during the training. Given the synchronous nature of these jobs, during every iteration there is a computation-heavy phase, where each GPU works on the local data, and a communication-heavy phase where all the GPUs synchronize on the data. Because compute-heavy phases require much more power than communication phases, large power swings occur. The amplitude of these power swings is ever increasing with the increase in the size of training jobs. An even bigger challenge arises from the frequency spectrum of these power swings which, if harmonized with critical frequencies of utilities, can cause physical damage to the power grid infrastructure. Therefore, to continue scaling AI training workloads safely, we need to stabilize the power of such workloads. This paper introduces the challenge with production data and explores innovative solutions across the stack: software, GPU hardware, and datacenter infrastructure. We present the pros and cons of each of these approaches and finally present a multi-pronged approach to solving the challenge. The proposed solutions are rigorously tested using a combination of real hardware and Microsoft’s in-house cloud power simulator, providing critical insights into the efficacy of these interventions under real-world conditions.

By Esha Choukse, Brijesh Warrier, Scot Heath, Luz Belmont, April Zhao, Hassan Ali Khan, Brian Harry, Matthew Kappel, Russell J. Hewett, Kushal Datta, Yu Pei, Caroline Lichtenberger, John Siegler, David Lukofsky, Zaid Kahn, Gurpreet Sahota, Andy Sullivan, Charles Frederick, Hien Thai, Rebecca Naughton, Daniel Jurnove, Justin Harp, Reid Carper, Nithish Mahalingam, Srini Varkala, Alok Gautam Kumbhare, Satyajit Desai, Venkatesh Ramamurthy, Praneeth Gottumukkala, Girish Bhatia, Kelsey Wildstone, Laurentiu Olariu, Ileana Incorvaia, Alex Wetmore, Prabhat Ram, Melur Raghuraman, Mohammed Ayna, Mike Kendrick, Ricardo Bianchini, Aaron Hurst, Reza Zamani, Xin Li, Michael Petrov, Gene Oden, Rory Carmichael, Tom Li, Apoorv Gupta, Pratikkumar Patel, Nilesh Dattani, Lawrence Marwong, Rob Nertney, Hirofumi Kobayashi, Jeff Liott, Miro Enev, Divya Ramakrishnan, Ian Buck, Jonah Alben

Batteries don’t have to be lithium based. (Power density is not an issue for a building.)

Sometimes it is just a really intense garden.

I was mostly assuming based on my own experience, as a human. Humans love gathering around large fires. As you asked let’s dive into it.

Here is a bit list of festivals in Germany. This will be my starting place for most of it.

Easter - already discussed too much.

Biikebrennen (mostly a regional thing.)

If one includes fireworks… Well, check out the list of festivals above and word search. There are many.

The Tollwood Winterfestival has fire acts (in the photos at the bottom of the page). While these are very small fires, they look pretty cool.

At this point I asked an AI and it listed three additional. Yes it is shameful that I got impatient. Feel free to stop reading. I did my own reason from the names and provided the links.

Walpurgisnacht, Johannisnacht (Wikipedia does not mention fires, but here are photos from “More Than Beer and Schnitzel.com” ), and Martinsfeuer link goes to a random youtube video with a fire (There were enough bonfire related images in my search for Martinsfeuer that either that word means “bonfire” or there are a number of bonfires during that festival).

What about all of the other German celebrations where they burn a relatively small amount of wood mass?

Haven’t thought about that movie since I left the theater. Lots of meme potential there… Nicely done.

I avoided DS9 for decades thinking it would have to suck. It didn’t. I highly suggest a first play through of only Dominion War episodes. Then the characters grow on you. You wonder why anyone tolerates the mean Kai. So then you watch it in order.

Bid on the replicator! Then so many problems can be solved!

In what way is it relevant? (I read the opening paragraphs, and do not see the connection.)

exact same thing every time

I imaging it is this, combined with memory saving. So each scoop of ice cream is the same scoop (3 scoops in that bowl are the same three scoops.) Maybe even more extreme with the “scoop” being a “replicate this 1 mL of ice cream and apply a scoop shape, where that shape is ‘round’”.

My evidence is that some recipes are simply not in the replicators storage of galaxy class ships. This indicates that it takes both storage and effort to get a recipe into the machine.

I am disappointed. A few servers have been moved via train and stayed online. Codeberg should do better.

There are more options than the two you mentioned. Listing a few as more people should remember them. I did get a bit off topic…

1. Use huge company to provide service.
2. Provide service oneself (, likely with Open Source. )
3. Use small or medium company to provide service (, likely with Open Source. )
4. Use huge company for things huge company is great with, but keep “crown jewels” of company on internal self provided systems.
5. Use a small or medium company to provide a service, and another series of small or medium companies to check on the first company.
6. Use a huge company based in a country that is very serious about laws and putting CEOs in prison for wrongful acts.
7. Do not do the thing. (Included for completeness.)
8. Do the thing not on a computer. (Violation of privacy could result in violation of more serious laws.)
9. Use an older technology on a computer.
10. Use the huge company to provide service, but ensure the data includes insane things.

business with a contract

I always wonder at this and have cautioned my managers repeatedly. Yes, we have a contract, but they have a literal army of lawyers and we have less (one lawyer one retainer for hourly work or a small grouping focused on taxes and employment law). As if our ownership won’t bend over backwards to avoid suing a large company like Google, AWS, Microsoft, or Oracle. (Maybe OpenAI and Anthropic are sue-able by a $100 million corp?)

As proof I offer the lawsuits between businesses that have proceeded far enough the general public has heard about them. Not a specific one, just all of them.

The best part of Ubuntu was improving Debian. In the beginning, Debian was a bit ugly and difficult. Ubuntu was competition, and perhaps resources (IDK) directly or indirectly. Debian is much easier to use than it was when Ubuntu was new.

Ubuntu is taking the RedHat approach (over complicating so that one must buy the support).

The way things are going, they will turn old data centers into “detainment facilities”.

Edit: I should explain first that I do not think you can change your employees or manager. A technical solution will never fix a management problem. Perhaps your manager is getting enough heat to be open to better management controls. You should be in “sanity protecting” mode.

Original: While the posts include a lot of fiction, but “overemployed” crowd have some good advice. Start applying elsewhere, downshift your effort at $job_one, and move to collecting a check.

Or ramp up and take your manager’s job or get fired trying. Gather data and allies in the C-suit, and stage a coup. Or unionize (or post pro-union flies in the bathroom).

Gotta keep the power hungry replicator out of the reach of the lazy.

All but one of the sources are from the same website. An internet search for the earth’s parasol finds lots of proposed projects.

Does this Youtuber discuss real things? Do they have a good reputation?