• 1 Post
  • 85 Comments
Joined 2 months ago
cake
Cake day: May 11th, 2024

help-circle
  • The tax situation for U.S. territories is complex and varies between them. Here’s a brief overview:

    Puerto Rico and U.S. Virgin Islands:

    Residents generally do not pay federal income tax on local income. They do pay federal payroll taxes (Social Security and Medicare). They have their own tax systems.

    Guam and Northern Mariana Islands:

    Have a “mirror” tax system that parallels the U.S. federal tax system. Residents pay taxes to the territorial government instead of to the U.S. federal government.

    American Samoa:

    Has its own tax system. Residents generally do not pay federal income taxes.

    However, there are exceptions:

    Federal employees in these territories generally pay federal income tax. Residents with income sources from the U.S. mainland may need to pay federal taxes on that income. Some residents may need to file U.S. tax returns under certain circumstances.

    It’s important to note that while residents of these territories may not pay federal income taxes in many cases, they also don’t have full representation in Congress and can’t vote in U.S. presidential elections (though they may participate in primary elections).



  • Hackworth@lemmy.worldtoLemmy Shitpost@lemmy.worldMildred
    link
    fedilink
    English
    arrow-up
    9
    arrow-down
    1
    ·
    11 hours ago

    Mildreds out here, tryin ta take ‘Mildred’ back, and y’all throwin shade like people ain’t have to live with dumbass fuckin names like Mildred. Leave Mildreds alone! They’ve got enough to deal with. Wait, they chose Mildred, like as an adult? In the present? Pfft.















  • Sure, thanks for your interest. It’s an incomplete picture, but we can think of LLMs as an abstraction of all the meaningful connections within a dataset to a higher dimensional space - one that can be explored. That alone is an insane accomplishment that is changing some of the pillars of data analysis and knowledge work. But that’s just the contribution of the “Attention is All You Need” paper. Many implementations of modern generative AI combine LLM inference in agentic networks, with GANs, and with rules-based processing. Extracting connections is just one part of one part of a modern AI implementation.

    The emergent properties of GPT4 are enough to point toward this exponential curve continuing. Theory of mind (and therefore deception) as well as relational spatial awareness (usually illustrated with stacking problems) developed solely from increasing the parameter count describing the neural network. These were unexpected capabilities. As a result, there is an almost literal arms race on the hardware side to see what other emergent properties exist at higher model sizes. With some poetic license, we’re rending function from form so quickly and effectively that it’s seen by some as freeing and others as a sacrilege.

    Some of the most interesting work on why these capabilities emerge and how we might gain some insight (and control) from exploring the mechanisms is being done by Anthropic and by users at Hugging Face. They discovered that when specific neurons in Claude’s net are stimulated, everything it responds with will in some way become about the Golden Gate Bridge, for instance. This sort of probing is perhaps a better route to progress than blindly chasing more size (despite its recent success). But only time will tell. Certainly, Google and MS have had a lot of unforced errors fumbling over themselves to stay in what they think is the race.



  • FetLife is a relatively respected kink social media platform. It’s not about hooking up (though that certainly happens, just like on any online platform - hell, I knew people that later married that met in EQ). From my limited experience there, it’s mostly about making everyone feel less ostracized. Of course, they have to have very explicit rules about consent, or that turns into a predator’s playground - but again, that’s true of any social media platform.