#anyway fuck that guy i talked with

[levia-kun]

One of the most dangerous thing about AI is the bias laundering into the false "objective" truth. Because it's not true that those AIs are neutral or objective in anyway kind or shape and not recognising the bias is incredibly dangerous. Because by filtering the bias through the machine, it's easy to present it as the truth calculated by the unfeeling machine. And existing negative bias will be laundered into an objective truth.

The reason this bias exists, is because databases those AIs are trained on are collected and created by humans. This will lead to them inherently being biased.

Let's use 1 + 1 = 2 as example So obviously 1 + 1 = 2 is always true, right?

Now we change to formular by saying x + x = 2x No objections so far.

So, what is x? In math you can define x as any number or give it a criteria and proof it to be true. But if we expend the definition of x beyond just number or ties to math, what'll happen?

Let's define x as any fruit, then the logic is 1 fruit + 1 fruit = 2 fruits What fruit doesn't matter, we just want to determine the amount of fruits total. So, what's a fruit then? Do we qualify tomatoes? what about zucchini, olives and avocados?

Depending on person a zucchini and tomato are two, one or no fruits. And despite x + x = 2x being a correct operation, results vary so wildly, because the database x, can vary to person to person.

This is no different for AI, because the database itself has been collected and labeled by humans. The bias of who made the database will always be present.

For AI work, data has to be labeled and put into categories. Obviously a picture of a cat will be labeled cat, maybe the colour of the cat, fur pattern etc. Additionally the person can tag it as "cute", which is a more subjective measurement, especially when it's kittens.

So. uhm, What when we apply this principle for humans?

Like queer people get tagged inherently sexual. Lesbians get an additional "hot" label, bisexuals "cheater", gays "feminine" etc. Attractive woman is tied to terms like "pale skin, thin, big breasts, natural beauty (but it's full make up still)" and "undesirable demographic" get tags with negative connotations all over the place.

Then what about the quantity and ratio of data presented? If more than 50% are white, and majority men, how is that not disproportionate? When in many studies the amount of non white is so little, they don't get categorised as their individual ethnicities, but summed up as "non white".

How the fuck is that not bias talking?

Even now, despite open AI scraping the internet in its ethically dubious fullest , has it's own database still to remove CSAM, gore Because it doesn't want the AI to even know and generate it, not because it would be unethical to use those pictures. (which they use underpaid workers for that get traumatised in teh process btw) Yet they can't do the same to curate ratios and check their other biases?

So taking all that into account, it's so, so fucking important to stress, that AI is not objective. It trains on databases carrying the creator's bias, subconciously or not.

It's not some objective machine calculating. It's calculating through the bias of its data.

Machine didn't create itself

Humans did.

[fox-mulder-gets-pegged]

I just wanna say bc I KNOW you're somewhere on tumblr, to the teenage girl who attended Take Your Kid To Work Day at an office building in Ontario, Canada circa 2013 and had a conversation with a middle aged woman in which you showed her your Black Veil Brides fanart and fanfics and ship content and told her about different fanfic tropes including a/b/o verse bc she happened to know who Panic! at The Disco and Fallout Boy were and thus you felt the need to show her your bandblr ship art, that was my fucking mother and I had to clarify all that to her including looking my mother in the eye and trying to explain a/b/o verse without sounding like a lunatic.

It's been 10 years and I still regularly sent evil energies in your direction. Since you'd be probably two years younger than me and thus legally an adult now, please know if this post reaches you it's on sight.

[musubiki]

balor 🥰

[sergle]

I don’t know if there really is any science behind workout routines separated by sex, but even if there is benefit to doing exercise “for women” i don’t give a shit. and i will intentionally seek out guides made For Men. because by and large, this is how the different video thumbnails shake out

[mothgenes]

Part 3

Part 1 / Part 2 / Part 3

[lotus-pear]

these losers again

[baeshijima]

thoughts on being engaged to duke!sunday, the head of the oak family, an incredibly influential figurehead within society, the close subordinate of emperor gopher wood who brought him and his sister in and raised him like his own, and the villain who faces a tragic ending in a novel you recently finished — the very same one you just so happen to find yourself transmigrated into. he is as cunning as he is blinded, a trait which brought ruin to many in the empire, and one which ultimately brought ruin to himself at the hands of the protagonists.

as luck would have it, you became a barely mentioned side character from a marquis family, whose role was to be the villain's wife stuck in a one-sided love who, too, would get caught up in the tragedy alongside him. however, now that it's you who is stuck in this position, you're determined to try any means necessary to deter him from going down that path, all in an effort to escape your predestined doomed fate!

of course, you didn't expect it to be easy. the day of your arrival in this world was already the night before your wedding, so you had little time to prepare yourself for the nonchalance of your supposed family, how they viewed you as but a means — a tool — to boost their influence and prosperity, the dismissive mannerisms of the household servants, and the absolute beauty of a man you will be married to.

(seriously. the novel descriptions did not do him justice. he was like... like... like he was handcrafted by god himself! and not to mention his sister, robin, was the very epitome of an angel! perhaps you're destined to perish by the god-tier visuals instead...)

to say the least, the wedding ceremony went by quickly. safe to say you didn't spend the night; he was cordial and gentlemanly upon letting you know that he won't do anything until you're ready, that you can take this relationship slow, but somehow you ended up feeling a tad insulted. like, who leaves their newly wedded alone in a big cold bed as they walk out on their own? a sick bastard that's who!

well, whatever. it's not like you need nor want to consummate with him! besides, you have bigger things to worry about — things such as your impending death. and, of course, the only way to stop sunday that you can imagine working is by chipping away at his resolve bit by bit, and opening his eyes to reality.

he is a tragic character, one who cares more about the well-being of penacony and its people than anyone else, but was manipulated into getting his hands dirty in the emperor's stead. you knew this. you sobbed over his story, cursed out the protagonists, and even fought internet randos on novel forums about sunday's motivation and how,

no, he is not just a stupid villain. he is a complex character with flaws and humanity and was cruelly taken advantage of by someone he considered family. he was deceived through the suffering the emperor wanted him to see to make him easily manipulated, creating a rift between him and robin to have that prominent separation. you know what? maybe you're just a !%#@ who can't even #@?"% read properly!

and yet you still find yourself at a loss when faced with the walls he has in place. your initial efforts went as well as it possibly could have; you trying to earnestly help him, while he "kindly" dismisses your offers! well, "kindly" being more condescending since you could read between the lines of his mannerisms and amiable demeanour, but that's fine! you expected this! that just means you have to double down on your sincerity, get through to his heart (somehow), and help him realise humanity isn't as weak as he's led to believe!

you have three years until the novel's plot officially starts, and another year after that until your demise. that's plenty of time to get him to warm up to you!

it was easier said than done, but after your valiant effort and abundance of time put into this relationship, which admittedly you could do with some of that lost time back, you could give yourself a pat on the back with the progress you made! while you definitely could have done without a lot of the headaches, it's safe to say sunday has significantly warmed up to you in comparison to your wedding day. he now willingly eats all his meals with you with some real conversation, takes garden strolls with you in the early evenings, invites you out for dinner at a restaurant at least four times a week, hell he's even joked and laughed with you more frequently! but most importantly, he has begun asking for your opinion before finalising any decisions he is required to make. and he actually listens and considers your side! now, that certainly is the best outcome you could hope for after all this time, and it most definitely will help in your endeavour to save you both from the protagonists!

however, you've noticed he's been more... affectionate? well, at the very least he now willingly holds your hand when in private (not just in moments when you're in the public eye and he has to make sure the family's reputation is spotless), sometimes he will hug you out of the blue ("i just need to... recharge. you have a way of calming me down. i hope you don't mind." ...how could you say no to his supreme god-tier face card? that's just a losing battle you won't even bother fighting against.), oftentimes he opts to just gaze wordlessly at you (robin had mentioned over one of your tea times how it almost appears as though there is no one but you in the world when sunday gazes at you with, in her words, "the eyes of a man so deeply in love!" ...whatever that's supposed to mean...), but a more recent development has been his sudden interest in kissing you; well, more specifically giving you a kiss to the back of your hand or on your forehead — certainly not anywhere near the lips! (besides, he's probably just gotten comfortable with you, enough where he can freely act without judgement. nothing more, nothing less.)

well, either way, development is development! soon enough, the time for the main plot to start has arrived. it of course follows what you remember, from the organised balls to the protagonists meeting to the political aspects of it all. the only difference is sunday's less active involvement in all the schemes and the emperor's ploy. rather, he seems more focused on you and the future of your marriage and even displayed a sudden interest in your practically non-existent relationship with one of the foreign diplomats, aventurine— wait...

"[name]," he calls your name out so sweetly you nearly disregarded it as someone else he was talking to. well, perhaps you would have done had he not suddenly appeared before you, a tight-lipped smile tugging the corners of his lips as he steadily approaches you.

oh. he doesn't seem very happy, if his tense figure is anything to go by. you wonder if one of the nobles grated his nerves a little too much this time?

sunday comes to a halt a step away from you. "i don't like that... gambler being so close to you. it... it brings me a rather unpleasant feeling." there's a slight, trembling pause. not a moment later does he close the gap between you, one knee on the ground as he matches your seated height on the fountain rim, your hands gently enclosed in both of his.

you idly wonder if this is what robin meant by the so-called "eyes of a man so deeply in love" she constantly gushed about, for the way in which he gazes up at you is enough to render you breathless.

"tell me, [name]," he begins once more. there is an underlying desperation woven within his tone, one which has your head spinning and heart thumping wildly as his trembling gaze holds you in place. "tell me, what am i to do with this fervent love and overwhelming adoration i hold for you?"

oh.

...oh.

perhaps your impending doom should be the least of your concerns when you now find yourself in the arms of a clingy husband...

(though, it's safe to say you did, in fact, manage to prevent him from succumbing to his tragic fate! you just gained a loving, yet slight slightly emotionally challenged husband along the way.

well, you can help him work through it; you have the rest of your lives now to figure it out, after all.)

[thecmaly]

really? right in front of my karaage?

-

more windbreaker comics

[knifearo]

ppl are so quick to modify and soften and put qualifiers on aromantic people’s statements. i’ll say “love loses” and here come seven thousand people in the notes going “funny joke but love is good actually!” “romantic love loses but not platonic love platonic love is great!” “but platonic love is still good though…” no actually i said what i meant the first fucking time. is it so hard to let someone just say something ever

[lilislegacy]

i feel like we gloss over the first few pages of SoN FAR too much. i mean, take percy’s name out and i would think it’s all about hercules. the book opens by dropping banger after banger regarding percy’s recent escapades, as if this is some epic greek myth.

like how did rick just casually slip in that percy strangled a sea monster with his bare hands (no biggie) and we as the readers were just like “sounds right, anyway—”

[asurrogateblog]

"the average beatle can survive ten stab wounds" factoid is actually just statistical error. the average beatle can survive no stab wounds. Harrison Georg, who was stabbed 40 times after shouting "hare krishna" at a home intruder and leaping onto his back, is an outlier and should not have been counted

[wienners]

"dude its not that embarassing to rewatch some creepypasta stuff you liked as a teenager" the character i imprinted on like a baby duck at 16 was a demon from new jersey that acts like the humanization of every offspring song and canonically listens to scissor sisters. His favorite color is purple and his favorite pokemon is gengar. He leaves people notes with emojis on them. He acts like a beetlejuice scare actor at halloween horror nights. His catchphrase is "feeling sassy?" Hes (allegedly) worked with every war criminal throughout history and been every serial killer. even the gay ones. he ate a baby. his animal motif is a rabbit. hes kind of based off donnie darko. he almost exclusively wears merchandise of the Quentin Tarantino movie Death Proof. he talks to his cats in a baby voice. he wears a white fedora that makes every video he wears it in feel dated by like 7 years. hes 5'3. he hacked a girls tumblr blog. he added a laugh track over a video of him killing people. he named a chainsaw rex. he torments people by playing frank sinatra at them. his name comes from an animal collective song. theres a canon blog entry where he makes the speakers blare rob zombie before he enters a room, then holds a guy at gunpoint to describe what he did to to him while "making sure to leave in all the cool parts". Hes like ten tumblr sexymen traits rolled into one. His actor has gone on record saying heath ledgers joker inspired his acting choices. Sometimes his voice gets distorted and it makes him sound like bill ciphers first year on HRT. Hes basically like my artistic muse. For some fucking reason i associate the song cake by the ocean with him. I firmly believe that if everymanhybrid didn't require a masters degree in creepypasta autism to comprehend, he would've caused more teenage stabbings than the slenderman incident and more kin war tumblr scenarios than nagito komaeda.

[stuckinapril]

I genuinely love not having a crush like I’m not over here feeling physically sick over some mid guy being dry to me I’m literally chilling

[ashpkat]

i can’t believe octavian died like… that. of all things in a middle grade kids books series. and everyone was chill about it. literally no one gaf octavian died so horrifically even if it was ‘just’ —and as the readers… we were chill with it too

[meteortrails]

law and luffy are just like. what if I saw you at the peak of your miracle working competence, and then the literal next time I saw you it was at your most isolated and broken. and what if that moment of seeing you alone and grieving and terrified was the moment where I decided you were someone worth keeping, someone who I personally cared about and wanted around. how does that not make you wanna lose your fucking mind.

and then the other thing on top of that which always gets me is the way that you can just so clearly see that neither of them has any idea how to fit this relationship into any preexisting context - Luffy calls him part of his crew, but law is the captain of his own crew and would clearly die before giving that up; law calls them allies but it is glaringly obvious that they care about each other in a way that goes beyond that. of course Luffy is generally a lot less bothered about this than law, who routinely wants to put his own head through a wall about it, but it’s just such a fun layer to their dynamic I think.

[lotus-pear]

finally finished nana and i fear i will never be able to emotionally recover