I need to get this done and over with because I've been procrastinating like a carcass. I plan to add images and stuff later but for now ✨️
OTHER BLOGS
@artalimbratic <- my art blog where, someday, I'll post/reblog all my art there
@authorlimbratic <- writing blog for worldbuilding and possible info dumping when I get around to it.
If you're interested in learning more the whole spiel is below the cut
Hello there
✨️ I go by Akalim (I pronounce it "Ah-Kah-Lim" but you can pronounce it however you want)!
✨️ She/Her pronouns :]
✨️ Artist and practicing writer
INTERESTS I'm most likely to draw for
✨️ Hollow Knight + Silksong
✨️ Undertale + Deltarune
✨️ Look Outside
✨️ Cult of the Lamb
✨️ Minecraft
✨️ The genre of Cosmic/Eldritch Horror
✨️ Still Wakes The Deep
✨️ Peak
✨️ Lethal Company
✨️ Iron Lung
✨️ DnD
✨️ My Friend's stuff
I may not post fanart often but you'll see a tag labeled #fin-art when I finally do (and finally make one once I reorganize my posts), which is a play on fan-art because that's my shtick. I'm a fish.
And, most importantly,
✨️ My own shit
Objectively I am the biggest fan of my own stories and writing LMAO, so the most posts you'll see aside reblogs are about my own ocs and worldbuilding. Can't help it, I am rotating my blorbos at mach-oh dear god and I'm finally happy with the lore.
IMPORTANT TAGS
✨️ #akalareblogs
✨️ #akalarts
✨️ #akalarambling <- mostly text posts
✨️ #akala other people's art <- will find a better tag
✨️ #foc <- friends' ocs get tagged with this one :]
✨️ #deltadahlia <- deltarune oc
✨️ #akalamb <- cult of the lamb
I'll post more tags later once I sift through and decide what's important to mentio
But for *now,* last but not least
PERSONAL BELIEFS
I opted to put this down because I really don't make my beliefs known on this blog, but I understand that folks would sometimes rather someone spell it out for them to determine if they're somebody that's worth being around. So!
First off this blog is ANTI-AI full stop. You cannot change my opinion
Secondly my other beliefs boil down to EVERYONE deserves the right to live and thrive so long as they aren't hurting anyone. Which means I am vehemently against people that believe your personhood is entirely dependent on your race, sexuality, etc. You will be blocked if you think you're more deserving of basic human rights for one reason or another.
And honestly that's— it. Hope y'all have a good day!
Text of tweet under the cut because it is loooong.
But... Stochastic Parrots.
Timnit Gebru was fired from Google in December 2020 for refusing to retract a research paper, and every single warning that paper made about large language models has now happened at a scale the industry spent 4 years trying to make people forget about.
Her name is Timnit Gebru.
She co-led the Ethical AI team at Google. She co-wrote a paper called "On the Dangers of Stochastic Parrots" with Emily Bender at the University of Washington and two other researchers. The paper was 14 pages long. It was submitted to a top AI ethics conference. And it was the reason Google decided that one of the most senior Black women in AI research could no longer work there.
The story Google told publicly was that she resigned. The story she told, confirmed by 2,695 of her colleagues in an open letter, was that she was fired by email while on vacation because she refused to either retract the paper or remove her name from it.
The paper had not even been published yet.
Here is what she actually wrote, and why every prediction inside it has now come true.
The first warning was about scale itself. Bender and Gebru argued that training ever-larger models on ever-larger scrapes of the internet would produce systems that appeared fluent but had no actual understanding of language. They called these systems stochastic parrots because they would repeat patterns from training data with statistical confidence and zero comprehension. The paper predicted that this apparent intelligence would fool both users and developers into trusting outputs that were structurally incapable of being reliable.
This was 2020. GPT-3 had just come out. The paper predicted the hallucination problem before anyone had a word for it.
The second warning was about bias amplification. The paper documented in detail that internet-scale training data contains systematic overrepresentation of dominant viewpoints and underrepresentation of marginalized ones. The models would not just absorb this bias. They would amplify it, because the optimization process rewards confident outputs, and confidence in language patterns tracks frequency in the training set.
The prediction was that hiring tools built on these models would discriminate against women. That healthcare triage tools would underperform on Black patients. That loan approval systems would entrench inequality while presenting their decisions as neutral algorithmic judgment.
Every one of those things has now been documented in deployment.
Amazon's hiring algorithm penalized resumes that contained the word "women" in any context. Healthcare risk scoring algorithms used by major US hospitals were found to systematically underestimate the medical needs of Black patients. Apple Card's credit algorithm gave wives credit lines 10x lower than their husbands for the same financial profile.
The third warning was about environmental cost. The paper calculated that training a single large language model produced emissions equivalent to the lifetime output of 5 cars. The prediction was that the race to scale would create an environmental footprint that would eventually rival entire industries.
In 2024, Google's emissions were up 48% from 2019, and the company explicitly blamed AI infrastructure. Microsoft's were up 29%, same reason. Both companies have now quietly abandoned the climate commitments they were publicly celebrating the year Gebru was fired.
The fourth warning was about documentation. The paper argued that the training datasets being assembled were too large for anyone to actually audit. Nobody at Google, OpenAI, Meta, or any other lab could tell you with confidence what was in the data their models were trained on. This was not a temporary problem to be solved later. It was a permanent feature of the approach.
In 2023, researchers discovered that the LAION-5B dataset, used to train Stable Diffusion and other major image models, contained thousands of images of child sexual abuse material. The companies that had trained on the dataset had no way of knowing. The paper predicted that category of failure 3 years before it was found.
The fifth warning was the one Google cared about most.
Bender and Gebru argued that the deployment of these systems would centralize linguistic and cultural power in the hands of the small number of companies that could afford to train them. The internet would become a place where the dominant voice was a statistical average of dominant voices, presented as a neutral assistant. Languages underrepresented in the training data would degrade over time as more web content was generated by these systems and fed back into the next training run.
This is now happening in real time. A 2024 study found that 57% of new web content in English is AI-generated or AI-assisted. Researchers studying low-resource languages have documented active degradation in translation quality, because the synthetic content fed back into training is itself worse in those languages.
The paper Google fired her for predicted the model collapse problem before model collapse had a name.
The mechanism behind why this all happened is the part of her work that nobody quotes.
Gebru's argument was not that AI is dangerous in some abstract sci-fi sense. Her argument was that AI is dangerous in a very specific structural sense. The technology was being built by a small group of researchers who shared similar backgrounds, worked at similar companies, and were rewarded for shipping products faster than competitors. The incentive structure made it impossible for safety, ethics, and bias concerns to slow anything down. Anyone inside the system who raised those concerns was either ignored, sidelined, or removed.
She was making that argument from inside Google.
Then Google proved her right by removing her.
The team Google had built to make sure their AI was safe was dismantled in 90 days because they did the job they had been hired to do. Margaret Mitchell, the other co-lead of the Ethical AI team, was fired two months after Gebru for searching through her own emails for evidence of how Gebru had been treated.
Gebru did not stop. She founded DAIR, the Distributed AI Research Institute, in 2021. The mission is to do AI research outside the control of the companies that have a financial interest in not hearing the answers.
Every prediction in the Stochastic Parrots paper has now been validated by deployment. Hallucinations are an industry-wide problem the largest labs cannot solve. Bias amplification has been documented in hiring, healthcare, lending, and criminal justice. Environmental costs are larger than entire small countries. Training data audits remain impossible. Model collapse is an active research crisis at every major lab.
The question worth sitting with is the one almost no one in the industry will say out loud.
Every researcher with the technical credibility to call out these problems watched what happened to her in December 2020 and made a calculation about their own career. The number of people willing to speak publicly about safety and ethics issues inside the major AI labs collapsed after that firing and has not recovered.
The researcher Google fired for warning about exactly what is now happening was right.
The company that fired her is now the second-largest deployer of the technology she warned about.
And the people inside that company who agree with her are not allowed to say so.
so wildly obnoxious when you agree with the starting point of someone's stance only for them to hard turn into things you DON'T agree with and now you have to defend the thing that was originally annoying you
"too many authors in the current market are focusing on selling 'spice' instead of telling interesting stories"
"oh yeah, i agree. i started reading one that i heard a lot about and it just wasn't-"
"and it's all of these women reading their fucking mommy porn out in public like FREAKS"
*through gritted teeth* "people should be allowed to read whatever they want, and actually these books should be left alone and you should shut up about it"
everyone post your biggest hear me outs my friend just showed me two conventionally attractive white men in a row i need to teach him what a real hear me out is
im just so happy i live in a time period where actual meaningful biological transition is possible. even if we lose rights or the ability to exist in public, nothing can turn back the clock on that, and just by having any sort of access to that our lives are made immensely better. millions of our sisters throughout history would never have dreamed of a day where they could have what HRT does for us.
please don't lose the plot of this. if you're a trans person on HRT you're a living miracle, the dream of hundreds of millions of your ancestors. your lives are all deeply meaningful no matter what anyone says.
Cursed be the one who announced to my father:
“It’s a boy!"...
...How could he twist the course of the stars so much?
How could he have erred so in his astrology?
A lying tongue, a fool’s mouth it had given him
For he foolishly transformed justice to poison
He altered the law and transposed the lines
Oh, but had the artisan who made me created me instead – a worthy woman...
...I would say "how lucky am I"
Father in heaven
who did miracles for our ancestors with fire and water...
...Who would then transform me from a man to woman?
Were I only to have merited this being so graced by goodness...
What shall I say?
why cry or be bitter?
If my father in heaven has decreed upon me
and has maimed me with an immutable deformity
then I do not wish to remove it.
the sorrow of the impossible is a human pain that nothing will cure
and for which no comfort can be found.
So, I will bear and suffer until I die and wither in the ground.
Since I have learned from our tradition
that we bless both, the good and the bitter
I will bless in a voice hushed and weak:
blessed are you [HaShem] who has not made me a woman.
Are you having fun? Do you want to keep scrolling or are you just on autopilot?
Have you eaten today?
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Have you taken all your meds?
If the answer is "All good," feel free to keep scrolling!
But if any of these reminded you of something you need to do, please take care of yourself. 💕
turns out i wasn't making that up, his name is Dr. Toru Miyazaki! he also wrote a book called "The Day Cats Live To Be Thirty", so cats are kind of his thing.
apparently, cats' kidneys tend to be the thing that takes them down, something about their bodies being unable to self-clean their kidneys, and the vaccine is supposed revitalize the body's ability to do just that. It would be very VERY fucking cool to have cats suddenly reaching 30 years of age be the normal thing.
As they age, almost all cats develop kidney disease, from which they eventually die. Just as in humans, kidney disease i
Dr. Toru Miyazaki’s AIM injection for cat kidney disease enters trials in 2025, aiming for a 2027 release. Greycoat Research supports the sc
whoa wait i actually read the articles and it's so much cooler than just that!!
dude cracked the case about WHY kidneys fail, across the board as far as i can tell. turns out there's a specific molecule whose job it is to attach to waste and signal macrophages to come eat it. it remains inactive in cats for some reason, but the molecule is still there. basically what he's done is found the switch to activate them. this will be profound not only for our domestic babies, but for big cats too - especially cheetahs!
although his research was focused on cats, it's already being used to develop drugs for humans too!
on top of that, since these molecules are tags for waste, this could also dramatically lower the rate of fatty liver disease, liver cancer, urinary crystals, rheumatoid arthritis, and even some neurological cases! like, they're hoping it may have an impact on parkinson's and alzheimers, but it DOES have an impact on stroke recovery. like. holy shit.
furthermore, he's insisting that the feline drug be affordable if and when it rolls out onto the market. he wants this to be something anyone can get for their cat!! idk how much sway he'll have over the human drug, but hopefully enough that it, too, won't be that expensive.
annnnnd in his research that he's still doing for the human side of things, he's found a potential link between this molecule and estrogen. in the 20,000 samples he's tested, women between ages 10 and 29 had the highest amount of this molecule present in their blood (a higher amount means Something Fucky is going on, essentially. There's a higher amount of waste the body is trying to clean out) but it drops down to be almost equal amongst men and women after menopause. it hasn't been looked into yet, but fuck, just the fact it's noted and known and probably WILL be looked into soon??? imagine if this is what leads to figuring out all the various ways the ovaries and uterus fucks with people and how to fix it. or even like, maybe there's something about estrogen that makes it work better. who knows! but it's rad the link is there to be researched :D
man just think, not only could our kitties start living longer, healthier lives, but just maybe dialysis will become as rare and obsolete as the iron lung is for people. what a badass Dr. Toru is!
Update: So they have done clinical trials and have submitted it for approval as of april 2026. They are expecting it to be available late 2026/early 2027
The AIM protein drug for feline chronic kidney disease has been submitted for approval in Japan (April 2026). We break down clinical trial d
As for the study itself, the 360 day follow up on stage 3 kidney failure kitties showed that the control had a survival rate of about 20%, while the test group had a survival rate of 80%
New 2026 study: AIM protein boosts cat kidney disease survival from 20% to 80%. Discover how this scientific breakthrough is changing the fu
I’m starting to realize we may not all be ready for Racism 102, aka “often times, you don’t think ‘I’m going to be racist,’ you just act on it.”
It does not matter what other reasons you have for being racist. It was still racist. White people lashing out on people of color when In Their Feelings About Something is still racism. White people objectifying people of color for WHATEVER reason is still racism.
Reading a book where a character does a racist thing, but it's narrated in first-person and they're not saying "I racistly attack the person of color with racist intent" so clearly nothing racist could be happening
It is also somewhat frustrating to see discussions of this framed in terms of mental health---almost exclusively white people's mental health, cited as a rationale for the racism---as though no person of color ever struggles with, for example, anxiety, depression, psychosis, or the simple stress of navigating society as a racialized person.
I really hate the fact that I have to make this post, but I am genuinely so upset about this, because I've been building my acc for YEARS, just to have my content blatantly stolen.
It is even more upsetting to see people in their comments believe my OCs belonging to the thief. Like, those are my babies, I made them, I put my soul into them and I am very attached
Tiktok is very slow on taking action when it comes to stolen videos and it drives me insane. So, yes, please help me out if you can. If you can't report - reblog the post, I would really appreciate that. If not for me - then for a chance at getting free drawing
the most disorienting thing thats ever happened to me was when a linguistics major stopped in the middle of our conversation, looked me in the eye, and said, "you have a very interesting vernacular. were you on tumblr in 2014?" and i had to just stand there and process that one for a good ten seconds
#i was in a car with a linguist i had never met before the car trip and like half an hour in he looked at me#after i finished describing a geology thing that was happening out the window and asked if i'd ever spent much time on tumblr#the fuckor of it all#and then we spent six more hours driving#it sure does leave linguistic markers! i'm not sure i'm good with it (tags via @thoughtsformtheuniverse)
Oh! @meret118 see above comment! The use of the word "enjoyers" instead of "users" or "bloggers" -> You left a comment a while back asking, "Does this just mean vocabulary words? Other than blorbo and sweet cinnamon roll etc, I can't think of what a Tumblr accent would be." I almost never see anyone use the word "enjoyer" anywhere outside of tumblr, but I see it on tumblr fairly frequently.
Another one is the verb "perceive" i.e. "don't perceive me" "I am perceiving" "I am being percieved." That's something that feels very specific to tumblr parlance.
There's the thing where people on tumblr have an emotional reaction to something and instead of, or in addition to telling you how they feel about it using emotion words, they will narrate a fictional action in the present progressive tense. "I am gnawing at the bars of my enclosure "I am kissing you on the mouth" "you are going into the soup" "you are getting all of the awards"
I once saw someone use that response format in ... I think it was a restaurant review, or a doordash review, or something like that. It was very unexpected seeing it outside of a tumblr post.
There are a lot of other tumblr linguistic quirks I can't currently remember off the top of my head, but I'll instantly recognize them if I see/hear them outside of tumblr. It's always a bit startling to see them out of context.
when I was in university one of my modules was about internet slang and for our grades project we had to compile and analyse a small database of 100 words used by a specific community of our choice. I chose tumblr and that's how I stumbled across Gretchen McCulloch's research and discovered that yes not only did tumblr have its own vernacular and syntax (as @lierdumoa demonstrates), it was at the time a crucible of slang and memes probably unrivalled by any other part of the internet. and it's stayed that way! even the very title is McCulloch's book because internet is an example of this specific phraseology.
sadly my project is lost due to the website being wiped from the university database after graduation and my then laptop having a major hardware failure. backup your backups people! but the crux of the entire module was that the internet is full of communities using language not only as jargon for specific purpose but also to signal membership in said community. I even wrote a bit about non capitalisation and punctuation useage as a visual cue on tumblr and how including information in the reblog body or the tags indicated different levels of importance or intimacy of thought
I am holding the side of your face and looking deep in your eyes and telling you that love is stored in the syntax, and that we are rotating words together all at once as we all nod at their new and baffling meanings. if the devils sacrament be tumblr then the devils gospel is our collective voice. thanks for coming to my tedtalk
This is made so much better knowing that apparently people see tumblr as a dead social media, so while they have like a Twitter/bluesky, Instagram, etc at once, they dont have tumblr so they dont interact with our lingo all that much
And idk about you, but i only *use* tumblr and if thats the case where this is people's main social media, we are effectively isolated from the internet landscape and have developed our own language as a result like some ocean-locked civilization.
According to the CDC, in 10 percent of those drownings, the adult will actually watch the child do it, having no idea it is happening. Drowning does not look like drowning—Dr. Pia, in an article in the Coast Guard’s On Scene magazine, described the Instinctive Drowning Response like this:
“Except in rare circumstances, drowning people are physiologically unable to call out for help. The respiratory system was designed for breathing. Speech is the secondary or overlaid function. Breathing must be fulfilled before speech occurs.
Drowning people’s mouths alternately sink below and reappear above the surface of the water. The mouths of drowning people are not above the surface of the water long enough for them to exhale, inhale, and call out for help. When the drowning people’s mouths are above the surface, they exhale and inhale quickly as their mouths start to sink below the surface of the water.
Drowning people cannot wave for help. Nature instinctively forces them to extend their arms laterally and press down on the water’s surface. Pressing down on the surface of the water permits drowning people to leverage their bodies so they can lift their mouths out of the water to breathe.
Throughout the Instinctive Drowning Response, drowning people cannot voluntarily control their arm movements. Physiologically, drowning people who are struggling on the surface of the water cannot stop drowning and perform voluntary movements such as waving for help, moving toward a rescuer, or reaching out for a piece of rescue equipment.
From beginning to end of the Instinctive Drowning Response people’s bodies remain upright in the water, with no evidence of a supporting kick. Unless rescued by a trained lifeguard, these drowning people can only struggle on the surface of the water from 20 to 60 seconds before submersion occurs.”
This doesn’t mean that a person that is yelling for help and thrashing isn’t in real trouble—they are experiencing aquatic distress. Not always present before the Instinctive Drowning Response, aquatic distress doesn’t last long—but unlike true drowning, these victims can still assist in their own rescue. They can grab lifelines, throw rings, etc.
Look for these other signs of drowning when persons are in the water:
Head low in the water, mouth at water level
Head tilted back with mouth open
Eyes glassy and empty, unable to focus
Eyes closed
Hair over forehead or eyes
Not using legs—vertical
Hyperventilating or gasping
Trying to swim in a particular direction but not making headway
Trying to roll over on the back
Appear to be climbing an invisible ladder
So if a crew member falls overboard and everything looks OK—don’t be too sure. Sometimes the most common indication that someone is drowning is that they don’t look like they’re drowning. They may just look like they are treading water and looking up at the deck. One way to be sure? Ask them, “Are you all right?” If they can answer at all—they probably are. If they return a blank stare, you may have less than 30 seconds to get to them. And parents—children playing in the water make noise. When they get quiet, you get to them and find out why.
Can I just say thank you to OP for putting such a detailed description on this?
I’ve been a lifeguard for 6 years now and of all the saves I’ve done, maybe two or three had people drowning in the stereotypical thrashing style. And even those, like the save I made last weekend, it was exactly like OP describes where the person’s head is going in and out of the water but it isn’t long enough to get any air. Mostly you recognize drowning by the look on someone’s face. If someone looks wide eyed and terrified or confused, chances are they’re drowning. That look of “oh shit” is pretty easily recognizable. And even if you can’t tell for sure: GO AFTER THEM ANYWAY. I’ve done “saves” where a kid was pretending to drown and I mistook it for real drowning, but that’s preferable to a kid ACTUALLY drowning.
Also please remember that even strong swimmers can drown if they have a medical emergency, get cramps, or get too tired. If your friend knows how to swim but they’re acting funny get them to land. And even if someone can respond when you ask them if they need help, if they say they do need help? GO HELP THEM.
However . If the victim is a stranger, I can’t recommend trying to get them. Lifeguards literally train to escape “attacks,” because people who are drowning can freak the fuck out and grab you and make YOU drown as well. If you do go in after someone, take hold of them from the back and talk to them the whole time. IF YOU ARE GRABBED: duck down into the water as low as you can get. The person is panicking and won’t want to go under water and should release you. Shove up at their hands and push them away from you as you duck under. Don’t die trying to save someone else.
Please guys, read and memorize this post. Not all places have lifeguards. Being able to recognize drowning is such an important skill to have and you can save someone’s life.
In a water park once, I was suddenly grabbed by a child and he dragged me under the water without warning. I was going to get angry with him when I resurfaced because I thought he was being an ass, until I looked at him go back in and out hyperventilating the entire time. I grabbed him under his arms and began trying to drag him out while screaming for the lifeguard.
When the lifeguard got us both out, a woman came running down and accused me of harming him and said he had been completely fine in the water. That there was no reason to drag him out of there. The lifeguard had to explain to her that her son had been drowning, to which her response was to say that she didn’t hear him call for help.
i need everybody to cross their fingers as i might be getting a job-title change that would come with a life altering salary increase please jesus fucking christ it took me 2 years to pay off one tooth lmfao