Wherever I wander I wonder whether I’ll ever find a place to call home…

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Joined 7 months ago
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Cake day: December 31st, 2025

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  • Training data isn’t stored in the model. The model processes that data and uses it to adjust the weights and measures of its parameters (usually several to a hundred billion or more for commercial models), which are divided among several layers, hidden sizes, and attention heads. These weights and the architecture are what are hard-coded into the model during training.

    Inferencing is what happens when the model generates text from an input, and at this point the weights and measures are hard-coded so it doesn’t actually retain all that information it was trained on. The context window refers to how many tokens (words or phrases) it can store in its memory at a time.

    For every token that it processes, it runs a series of calculations on embedded vectors passes them through several layers in which they’re considered against the context of all the other tokens in the context window. This involves matrix multiplication and is very compute-heavy. Think like 1-4GB of RAM for every billion parameters, plus several more GB of RAM for the context window. There’s just no way it would be able to hold its entire training dataset in RAM at a time.

    You would need to integrate retrieval-augmented generation to fetch the relevant data into the context window before generating a response, but that’s not at all the same as containing all that knowledge in a stateful manner











  • So let’s recap…

    You gave NATO and all your allies the middle finger by cutting their budget, tariffing them, insulting them, attempting to bully them into complying with your will, and threatening to invade some of them…

    You seemingly forgot their contributions to America’s previous pointless wars in the Middle East by saying they “weren’t on the front lines”, when most of them had sent people who lost their lives…

    You end US funding for Ukraine’s defense because you didn’t think it was your problem, and you told Europe that it’s their job to foot the bill…

    You give the UN and NATO the middle finger with this farcical and extortionary “Board of Peace”…

    And now you launch a pointless invasion of Iran and complain that NATO, a defensive organization is “rejecting” you by not participating in it?

    Get fucked, old man!




  • I grew up with Windows 95 and later XP…

    I remember watching the slow downfall ever since Office 2004 (or maybe that was the last one I liked, can’t remember if it was that or 2000) when they changed from primarily using toolbars with submenus to hiding everything in different tabs.

    Like, I could find everything I needed to on the classic toolbars. The tabs, I never got used to…

    I’ve hated enshittification since before there was even a word for it.

    I strongly considered using Mate when I switched to Linux, but KDE is so sleek and I’m settling into it quite nicely. Plus, LibreOffice lets you choose your toolbar style, so I already have the classic version.

    All my life I thought I hated computers, until I finally tried Linux. Then I realized I just hate Windows (and Mac, I tried Mac and hated it too).

    I think I put off trying Linux for so long because I thought I was incompetent based on my experience with Windows, so I didn’t think I could learn Linux. I was wrong, and some of the beginner-friendly distros make it so easy.

    I wonder if Windows does that on purpose, like an abuser who gaslights their victims by telling them they couldn’t make it on their own, that they need them, when they’re the ones holding them back…


  • I’m so glad I bought my laptop when I did recently, with plenty of RAM and storage. Just in time before that stuff becomes impossible to find or impossibly unaffordable.

    This generation of hardware will probably be the plateau. The decline and fall is just around the bend. Maybe another generation of CPUs before those go for bust, too. They can rent out GPUs, RAM, and storage, but as far as I’m aware the CPU needs to be local on the device. At least, a CPU needs to be on the device…

    I don’t think it’s a coincidence that this trend is occuring just as NPUs are starting to hit the market. Those chips are too powerful to let the plebeians own and use without restriction, in the corpo’s view.

    Whether a better system replaces this one after it falls, or we enter an era where consumer hardware is a thing of the past, remains to be seen. Maybe when the AI bubble bursts, tech companies will have to liquidate their data centers and secondhand servers will become cheap. That would do wonders for the fediverse and the decentralized web…