Fighting/Fairy Type

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.

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.

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"

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.

Not sometimes. Not until the next update. Always. They proved it with math.

Even with perfect training data and unlimited computing power, AI models will still confidently tell you things that are completely false. This isn't a bug they're working on. It's baked into how these systems work at a fundamental level.

And their own numbers are brutal. OpenAI's o1 reasoning model hallucinates 16% of the time. Their newer o3 model? 33%. Their newest o4-mini? 48%. Nearly half of what their most recent model tells you could be fabricated. The "smarter" models are actually getting worse at telling the truth.

Here's why it can't be fixed. Language models work by predicting the next word based on probability. When they hit something uncertain, they don't pause. They don't flag it. They guess. And they guess with complete confidence, because that's exactly what they were trained to do.

The researchers looked at the 10 biggest AI benchmarks used to measure how good these models are. 9 out of 10 give the same score for saying "I don't know" as for giving a completely wrong answer: zero points. The entire testing system literally punishes honesty and rewards guessing.

So the AI learned the optimal strategy: always guess. Never admit uncertainty. Sound confident even when you're making it up.

OpenAI's proposed fix? Have ChatGPT say "I don't know" when it's unsure. Their own math shows this would mean roughly 30% of your questions get no answer. Imagine asking ChatGPT something three times out of ten and getting "I'm not confident enough to respond." Users would leave overnight. So the fix exists, but it would kill the product.

This isn't just OpenAI's problem. DeepMind and Tsinghua University independently reached the same conclusion. Three of the world's top AI labs, working separately, all agree: this is permanent.

"listen I know I KNOW he's a literal chess piece with googly eyes. I know this. but the kind fatherly energy he exudes has me so very weak in the knees"

Giving you a very subtle message. Buy the skirt. 😉

Happy pride.

I'm starting a summer project

Pokemon: Generation to Generation

09% complete

Red and Leaf

a bunch of archives of incredibly important government datasets like maternal mortality statistics are about to be deleted forever. in a regime where they're known to fudge numbers, we can't trust a lot of the data coming from them to not be altered. open source backups like those found on data.world are vital to being able to verify that the data coming from our government is still intact and not altered. and they're about to delete all of it.

i don't know if we need to start a petition or what. nobody seems to fucking care. there are millions of users on data.world and yet nobody is raising the alarm bells and it makes me feel like I'm going insane. somebody needs to do something. i don't know what to do. it feels like more and more of this world is being destroyed and dismantled. it's not only US centric data, either! it's all sorts of countries from around the world! and they're about to fucking delete everything.

the only things that won't be deleted are private companies who happen to use the paid version of their platform (which isn't accessible data to the open source community; some people have just been using their service to host their own data on privately)

and the kicker? this announcement was made... via an AI generated blog post. so not even any sort of human touch. just a generic, soulless announcement made by a soulless human about to take a wrecking ball to one of the more important websites that exists on the internet.

an example of some of the things that will be deleted on July 11th:

https://www.re3data.org

There are over 3500 respectable data repositories on one respectable global registry; to a researcher there’s no point in data existing if not findable; if you’re trying to find a new home for your dataset, start there