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Cnetizens: The wisdom of the working people
Congratulations to the entire Pluribus team on their Emmy nominations!
I'm dead convinced that a significant portion of AI companies' revenue is spent paying off every major media outlet NOT to point out all the obvious problems with it + creating legions of bots and bullshit articles online to hype AI up
cause like. apart from the (potential) exception of writing code, there is not really anything useful that a Large Language Model can do.
it imitates patterns in the text that it takes in
that's fundamentally how it works
if a Large Language Model can produce text that looks like something a human created, that doesn't mean it can do a human's job, it means that the paperwork/plan/document it's being used to create no longer fucking means anything
Yes, haha funny, the AI is bamboozled by spelling, but seriously: I asked Google the same question 5 different times just now, and not only did I get 5 incorrect answers, I got 5 completely different incorrect answers.
The fact that they're different every time demonstrates just how much of an LLM's output is up to random chance. This is how LLMs imitate human language: each stage of constructing the text has built-in randomness, just like how human language has variation and flexibility.
This is my problem with using these things in the workplace. Like, imagine you're using an LLM to fill out a report of an accident that happened, or to write dietary recommendations for a patient, or to give feedback on a paper a student wrote...really anything you can think of.
Even if the LLM-generated text doesn't say anything technically flat-out wrong, the words and details are still randomized instead of being chosen by you for an actual reason.
Using an LLM for these tasks means it doesn't matter to you exactly what you write, what words you use, what details you include, or what meaning it has, just that it looks like you wrote something.
I’ll also point out that it’s also not good for writing code for the exact same reasons. Part of working on a codebase is working within established coding patterns and architectural decisions so that other people can easily navigate it. If every single module is written completely differently than, inevitably, when some human has to go in there and fix a bug it becomes much harder since every file is written completely different even if they handle the same problem-space. If one module is completely object oriented and uses class instantiation for everything and another that solves a similar problem is functional programming and relies entirely on pure functions then trying to figure out how they are supposed to work together is infinitely harder than just using one model.
I suspected this might be the case but truth be told I didn't know enough about coding to say either way.
Zan Zan’s masterclass: A-YAO and his 3 smiling modes
可利用 kě lì yònɡ - lit. available, usable (maybe, fawning)
可抹杀 kě mǒ shā - obliterating
蓝曦臣 - Lan Xi Chen

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The Gothic Pool of Landa, Burgos, Spain
photos by 1-anahimes 2-noecamr 3-antiwedding on ig
The rule could have heavy impacts towards trans people across society.
Last week, the Trump administration quietly released a sweeping new federal rule that would use funding threats to force institutions across the country to reject transgender people. The 400-page proposed regulation would codify the administration's anti-trans executive orders into binding federal policy, imposing a blanket prohibition on federal funds going toward "gender ideology"
The proposed rule, formally titled "Regulation for Federal Financial Assistance," rewrites the government-wide framework governing all federal grants across every agency. Among its most consequential provisions, it requires that before a federal grant recipient can receive money, the award must pass a "pre-issuance review" conducted by a political appointee—not a career expert or peer reviewer—to ensure it is "consistent with applicable law, Federal agency priorities, and the national interest." The regulation explicitly instructs these appointees to screen for "denial by the recipient of the sex binary in humans or the notion that sex is a chosen or mutable characteristic." [...] An institution that acknowledges transgender people exist—through its policies, its training, its healthcare, its bathroom access, its HR procedures, its name-change processes—could be deemed to "deny the sex binary" or to “support the notion that sex is mutable” and have its federal funding blocked.
Importantly, the gender ideology prohibition has no age limitation—hospitals could be targeted not just for providing care to minors but for providing gender-affirming care to adults, because prescribing hormone therapy to a transgender patient of any age could be deemed promoting the belief that "sex is a chosen or mutable characteristic."
THIS IS OPEN TO COMMENT UNTIL JULY 13, 2026
This is all very bad and horrible, but I want to be clear that it’s worse and more sweeping than just eliminating trans research.
This torches everything. And I do mean everything.
A very abbreviated list of its ramifications include (but are not limited to):
ending funding for ALL DEI related initiatives
allowing the government to terminate grants at any point for any reason
preventing researchers from publishing, going to conferences, and being part of academic societies
requiring that topics must support the president’s agenda.
What this means, and if anything I’m under selling it, is the death of science and research in America. It allows the government to restrict any topic they please at a whims notice, putting officials who have no background in the topic in charge of deciding funding continuity. It controls what gets researched and if/how researchers are allowed to share their discoveries. There are no books to burn if the government never allows them to be written. This is fascism plain and simple.
Please, if you only ever write one public comment, this is the one to do.
Bringing back this guide to writing an effective public comment. This gives you the basics you need to know, what you need to include, a basic outline you can follow, etc.
Public comments are not a vote, it is a chance for you to say "here is an issue with this law I think you need to address" and provide justification for legal challenges if it goes forward:
"Comments raise the bar that agencies have to meet when making a rule; “if an agency fails to adequately respond to significant, relevant comments in a final rule, members of the public may seek to challenge the rule in court on that basis and claim it could be struck down.ˮ"
But also, if possible, don't stop at writing a comment. Don't stop at calling your representatives. You should ideally be talking to people in your community about this and organizing resistance on-the-ground; there is a good chance people are already doing that even if you aren't hearing about it.
Some added 101-level context from someone (me) who’s worked in federal grantmaking for 20 years and is literally certified on this document - this is a document that governs all federal grantmaking. It’s been around for over a decade and is a mega-document that combine multiple previous smaller documents that have been around for ages. It is updated every few years and generally the updates are minor - a notable change in the previous update was raising the small procurement threshold from $10,000 to $15,000 for example. Deeply dry boring minutiae that no one outside of federal grantmakers need concern themselves with. It was also federal GUIDELINES, which means there was flexibility.
This year’s is different. They are now federal REQUIREMENTS, which means there’s no flexibility. As was said previously, the 400 pages are not singularly devoted to being absolute shitheads to trans people. Theres a lot of stuff in there, some of which is the standard dry boring grants stuff, some of which is the horrible ideological warfare outlined above.
This document is issued by the OMB, the Office of Management and Budget, which is currently lead by fucking Russell Vought, the principal architect of Project 2025. This is how they’re going to implement all the horrible shit in there that wasn’t covered by Executive Order. Russell Vought is actively coming for my job, my marriage, and my kid, and most of my friends lost their jobs last year because of him. He is the fucking arch villain behind the heinous shit the current regime is doing.
So yes, please comment. You don’t have to read all 400 pages before doing so, it’s dry and dense as fuck, but I thought this information might be helpful. Also, while there is a public comment period, this isn’t voted on by Congress. The OMB just fucking issues it. Pressuring your elected officials into publicly saying “hey what the fuck are you doing here” is good, though.
Please note the comment period is open through JULY 13th, not JUNE 13th. I saw a lot of relogs yesterday saying "last day!" and I just want to say it is very much not too late.
As of today, 7/8/26, we have five days for public commentary on this to go through. I am begging y'all: if you care about independent science in the country that produces the most global science funding in the world, please leave a comment.
Heated Rivalry studies
How long have you been on Tumblr?
Over 16 years (before 2010) (toddlers in the dawn of the ant colony)
16 to 14 years (2010-2012) (livejournal and Myspace refugees)
13 to 11 years (2013-2015) (you used to follow thebootydiaries)
10 to 8 years (2016-2018) (era of Russian bot conspiracy)
7 to 3.5 years (2019-2022) (post sex ban to Goncharov)
3.5 years or less (2023–2026) (Twitter refugee)
Rebagel for science pls.
Biggest fuck-up ever is that people have to pay to become doctors
Like unironically we should be subsidising at least 50% of their educations. What do you mean we have a shortage of doctors we should have surplus. What do you mean they’re being overworked they should be treated like royalty, they can fix human bodies
I don’t care if some of them are only doing it for the money. I don’t care if all of them are only doing it for the money. Intentions don’t matter to the stitches in my nana’s leg or the ten billion other lifesaving treatments we all get at a detriment to their finances and mental wellbeing. Entire cities are kept alive by just a couple thousand of them what are we DOINGGGGG
If we had more, maybe it would be easier to get the shitty ones fucking replaced. The board isn't going to do much to the only endocrinologist in the state who takes Medicaid, you know? But if there were more than, idk, maybe 5? Maybe then?

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Feed her only ashes.
happy pride month my friends <3
those were the days... Picture the scene: Monty Python's Flying Circus ran from 1969 to 1974. Nothing, I mean nothing, had been seen like this before on TV. To really appreciate their courage and brilliance you need to know something about these days when gay marriage was not even on the horizon and most people would lose their employment if they were outed at work. The first Pride Parade was in 1970 and it was only in 1973 that the American Psychiatric Association in their generosity declared that homosexuality was not a mental disorder. Being LGBTQ+ was gradually decriminalized in various parts of the UK and a bit later in the US starting slowly in the late '60's.
Meanwhile, Monty Python was winning over hearts and minds through the funny bone. Groundbreaking.
I think Graham Chapman, the 4th man to join the scene, being gay and being a member of Monty Python is worth noting. He had a partner, David Sherlock, and was publicly open with his homosexuality as early as 1972. I just think it makes a difference in how Monty Python treated queerness in sketches when one of their members, their good friends and collaborators, is himself gay.
Follow the money behind America's data center boom. Track 2,300+ projects, PAC spending, and the politicians who sign off on it.
Reasons for hope: Lots of amazing people did a ton of work to make this fantastic, fully interactive resource available - because no matter how bleak things seem, there are millions, and millions of people doing everything they can to protect both the world and their own communities.
You can use this to view and subscribe to updates, project statuses, and for at least some of them even whole dossiers. This is an amazing resource, I highly recommend checking it out
IDK about other places, but a ton of cities in Kentucky have preemptively banned data centers from being built
This is really the one issue that unites people on all sides of the political spectrum.
wwx's reaction to being alive again is so funny he is like: i did not sign up for this. i will use this chance to have all the fun i couldn't have in my past life since everyone already thinks im out of my mind. i am a court jester. i am the most traumatized person alive. i am a powerful, vengeful spirit summoned to take lives no please don't call my ex you guys this is so embarassing. i've been adopted by a bunch of teenagers.
3x18 - Distant Voices

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You'll doubtless want to turn this off in your Instagram...
Vie the NYT:
When Meta unveiled an artificial intelligence image generator called Muse Image on Tuesday, it came with a feature that let users create A.I. images based on people’s Instagram photos. Any adult with a public Instagram account was automatically opted in. Using the Meta AI app, the company’s stand-alone chatbot, other users could pull from “part or all of your published photos” to create new A.I. images, the company wrote in a blog post. “In addition, people may be able to create content with your Instagram content using A.I. features at Meta,” the company added. Here’s how it works: On the Meta AI app, a user can tag a public Instagram account and direct the chatbot to create new A.I. photos based on photos from that person’s account. The privacy backlash was immediate. Along with automatically enrolling users in the feature, Meta didn’t notify people when their accounts were used to generate A.I. images. Hundreds of users took to social media to decry the new feature, asking how they could opt out while criticizing the company for a lack of consent. One user said on social media that the feature was “a privacy landmine waiting to detonate,” while others on Instagram shared templates for how to disable it. A Meta spokesman said in a statement that private accounts and users under 18 were excluded from the new feature, which can be disabled “with just a couple clicks.” “We will take action against any content that violates our Community Standards,” the company added. What can I do about this? The easiest way to opt out and protect your account is to set your account to private. But if you’d like to keep your account public, go into Instagram’s settings and scroll down to the “share and reuse” tab. In the sections titled “Allow people to reuse your content on Instagram and with AI features,” toggle the setting to “off.” You can also change the A.I. settings for individual pictures and videos. Users cannot stop their audio, text and comments from being “reused” by Meta’s A.I., the company said.
fuck that trick, it's getting sticky in this bitch! // hollanov
sticky by tyler, the creator (ft. glorilla, sexyy red, lil wayne) x heated rivalry