#Accuracy in AP
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Mastering Accounts Payable: 15 Common Interview Questions and Expert Answers
Preparing for an Accounts Payable (AP) interview is a crucial step in securing a position in this vital finance function. To help you excel in your interview, weโve compiled a comprehensive guide that covers the 20 most common AP interview questions, each paired with expert answers. In this article, youโll gain valuable insights into the world of AP and enhance your chances of acing yourโฆ
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#Accounting#Accounting Software#Accounting Standards#Accounts Payable#Accuracy in AP#AP Interview#Cost Savings#data security#Disputed Invoices#Financial Regulations#Foreign Currency Transactions#Fraud Prevention#High Invoice Volume#Invoice Processing#Payment Methods#Tax Compliance#Urgent Payments#Vendor Onboarding#Vendor Relationships
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Forgot about this yesterday first try letโs go woohoo
#donโt be fooled by the almost AP. my entire team (except kanade) are 4* accuracy up cards#not intentional just the way the team had to be for max points gain#mine#game
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I was just wondering, in the UTB universe, how are peak alphas differentiated from regular alphas? You say Caleb acts like a peak alpha, and Augus is mild as a peak alpha. So how are peak alphas recognized as such?
Hi hi!
So all secondary sexes (omega / beta / alpha / peak alpha) are determined by a combination of blood + genetics + physiological markers (i.e. normative penis size / presence of certain glands / knotting etc) + active hormone levels - and for peak alphas: a range of unique abilities they have that no other secondary sex possess (like the ability to use alpha persuasion on other alphas, and the ability to use an innate persuasion/hypnosis ability on everyone).
This is why they test Efnisien to make sure he's an omega because of what he says in the beginning of the story - there's a biological component to secondary sex (and we see this too in the story when Temsen talks about normal hormone level ranges in the chapter where he talks about Efnisien's hormone levels).
The genetic / biological components of secondary sex are talked about in the story quite a bit (Efnisien being omega according to both blood tests but also genetically is mentioned around 10+ times).
So Efnisien will always be biologically an omega despite his active hormone levels (and they do have to take that into account when they supplement his hormones/ardolphogen levels, even as they recognise him as an alpha as well - which is about identity and not biology). And Caleb is biologically be an alpha despite acting more like a peak alpha. And Augus is biologically a peak alpha, despite his behaviours. Acting like a peak alpha isn't the same as being one!
As to Efnisien being treated like an alpha, that's partly because he has been scientifically experimented on, mutilated, had organs removed, and changed so much that he just is no longer really exactly anything at all completely. He can no longer make larentin, he no longer has Kaeper glands or lare glands, he developed unique alpha abilities because he was forced onto ardolphogen years before even alphas start producing it in large quantities, etc. And partly because he's been raised an alpha. And partly because he sees himself as one.
Caleb doesn't see himself as a peak alpha, even though he can behave like one. Augus doesn't see himself as a softer alpha, even though he behaves like one.
The answer is both 'with science' and 'it's complicated' depending on the person :D
#asks and answers#underline the black#fae tales AU#efnisien ap wledig#caleb crawford#but yeah you'd differentiate basically with a blood test#although sometimes you can just tell as well#parents generally know what the secondary sex of their child will be#in the third trimester#with high accuracy (even if they don't know the primary sex)#administrator gwyn wants this in the queue
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new fursona! (not to replace my usual one) It is time that i embrace the charm of monkey :D
I'm naming her Zivi
#this is gonna sound silly but i got inspired to make her while going thru all 9 planet of the apes movies.#like its NOT RELATED. but it is bc it was the final straw to make me go on this tangent#fursona#furry#anthro#sona#oc#oc zivi#mmkart#edit: i forgot her beard in the final version dangit!!! nooo my accuracy and consistency and parallel to my other sonas beard ๐ญ
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Here's some reconstructions ACTUALLY based on historical findings of Viking Age female divinatory ritual specialists!!!!! See how they look NOT like the previous post!!!!
#vรถlva#historical accuracy#if i see one more bitch with runes on their face#im going to go ape fucking shit#norse pagan
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I started a piece of art today which is based on some plant species* that I think would be good to colonize Tim in @gunpowder-timโs headcanon of the Persephone Tim headcanon; so itโs art based on a headcanon of a headcanon of a headcanon ๐
[sweat simle emoji].
Itโs gonna take a long time I think, but I am planning on posting it here even though itโs just gonna be plants and no Tim (because I am much better at drawing these little doodle plants than drawing people).
*so the art is basically of real species we have on Earth, but I maintain that they wouldnโt have the same plants on the City, so in my brain his plants are just similar to these ones.
#i donโt know if i should main tag this. thats always hard for me to tell#persephone tim#i am taking a break now because for some reason it took me almost 4 hours to paint some ghost pipe.#i am researching more species too. im looking at a lot of liverworts. but they are โobscureโ enougb thats its not always easy to find if-#they are parasitic or not. i know *some* species of liverwort are. and depending on how im able to draw them i might include non-parasitic-#species because i need the space filled a particular way#im also tired because i stayed up until after 6 am and then didnโt take my sleep meds (because it was 6 am)#oh thereโs also gonns be some mushrooms included#ive explained it before but basically the fungus being an intermediary is a thing we see in real life (although not between plants and-#animals afaik) and it makes sense because fungi are closer related to animals than to plants.#now i suppose thats not necessarily true on the City. because we dont know if they are homo sapiens or not (this would make possible-#implications for the other life on the plant). however for now I have no hcs regarding that. its easiest to go with their life works the-#same as ours. but their species are different if for no other reason because of evolution (over time)#well thats whats easiest and most interesting and fun *to me* which i realize is because i am a biologist and happen to also crave as much-#scientific accuracy as possible. but thats not everyones cup of tea. not everyone wants to spend hours searching about different parasitic-#plants to choose one for this and learn about how they interact and what not. probably *most* people wouldnt think this hard about it.#and thatโs okay too. if you like to make up your own plants whole cloth and not worry about it aligning with realy world biology. thats-#okay too. do what you like.#(unless you are a tv/movie/book/etc which is supposed to be set in our world on our earth. YOU CANT MAKE APE/WORM HYBRIDS! for crissakes)#hope its okay i tagged you gunpowder-tim#also sorry to everyone for how much i ramble in the tags. i have adhd and keeping 1 try of though is nigh on impossible#like this: nigh means near. so nigh on impossible is nearly impossible. but one way of defining nigh is approaching. then its approaching-#impossible. which makes me think of math. โas x approaches infinity;โ โas y approaches impossibleโ#there have a little language and math too with your dose of spec bio explanation#(the ape/worm thing is a reference to an early x-files episode that i have complained about in tags before)
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It's so funny to think how we both have the incredible specific scenario of 'my sole survivor was stuck somewhere while serving in the military and had to eat his fellow soldiers and now he's a Cannibal'. Its like that Doofinshmirtz meme. Its weird that this happened twice. Here I was thinking I had galaxy brained when I did this a month ago and bam!! You did it too!!
8 END is both a blessing and in the right wrong circumstances, a curse
#i write my characters around the perk chart jahajshslhshsls#so gus has always been perceptive and durable and agile (all special stats relating to sniping w/ vats hits and vats accuracy and AP usage)#so those perks informed his character#he sometimes goes behind backs. he has a quick eye and picks up on things easily#he has a chem tolerance. he has an iron stomach#and he is a survivalist even if that means he has to eat people sometimes#and Isadora is a builder. So her stats are STR and INT. she uses power armor and heavy weapons.#she does the literal and metaphorical heavy lifting being a combat engineer. she needs to be able to carry the heavy parts and tools#and she needs the brains to do anything with them#so like...shes both brains and brawn but Gus is the heart and people person#and hes the one with the personal reason to be bothering#like Isadora just wants to shoot the guy that shot her (kellogg) but Gus had his whole ass baby stolen#so its like. Isadora is very competent and qualified to do the plot but she doesnt have the reason. Gus does.#and the /need/ to do this. because hes so guilt ridden over everything in his life he feels like this is his final chance to redeem himself#so he throws himself into the Minutemen and Brotherhood trying to fix the world bit by bit#and he does! but it takes so long that when he finds Shaun finally#Shaun has only a week or so to live#so he redeemed himself but at the cost of finding his son#he spent so much time making a better world for the baby he was looking for and instead all he got was a child's bedroom never to be used#meanwhile Isadora is watching the legacy of the old world terrorize this new one#The Institute was founded by rich white men who thought they knew what was best for the world#the same thing with America. and look how that ended#so shes seeing this continued cycle and shes furious that even after all this time. these fucking people are still oppressing Massachusetts#when Shaun dies Gus gives up and relapses and throws himself in a ditch somewhere to die#and Isadora has to find him and be like *i know this sucks but we are not done. we are not leaving it like this.*#*Shaun was okay. he wasnt in danger. your son was okay. you know who does need you? the Commonwealth.*#*they need you because you are the only person who can look at this wasteland and see something good. we're all here to help you.*#WOW LOOK AT ALL THOSE TAGS. THIS IS WHY U CANT SAFELY TALK OCS W ME. JESUS.#ss; alter#ss; ivy
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I am merging my consciousness with hatsune miku as we speak.
#with no accuracy up characters on my team either#not good enough to do the second level of the fuckin stamp challenge though#โclear master difficulty in Apโ I canโt even AP expert level songs I always get a great on one or two notesโฆ.#also I just wanna say whoever made doing a show with all five people using a title for the band youโre doing the stamp for was fucking evil#and needs to be killed. it makes getting in a room so much worse and itโs going to take like 50 years.
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FIRST TRY WITH NO ACCURACY BOOST
#im very happy#its not that good tbh but also its my first time being able to AP something hard+ without accuracy boost so it must mean sometjing#prsk
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PAIN AND SUFFERING NO MORE! I DID IT AND IT'S ON VIDEO!!!
This is the first expert song I've gotten an all perfect on!!
#radiostatic.txt#project sekai#proseka#prosekai#hatsune miku colorful stage#I've come pretty close (like less than 10 greats) to getting an ap in co op rooms so I could probably do it without the accuracy team#....but they make me feel better so they stay
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I donโt think people understand how smart Leon actually is. That man had high marks from the police academy, hence why Chief Irons (in the orientation letter Leon has in RE2R) says that his grades are commendable and that R.P.D. are proud to have him on the force.
This got me thinking a lot because at first I thought being a police officer didnโt take much given that anyone today can be in the force.
But that wasnโt the case in 1998.
I did a little research because I thought it would be interesting to see just what Leon had to go through to become a police officer.
Back in the 90s, cellphones and modern technology didnโt exist such as DNA identification and body cams/car cams. This definitely made the job a bit harder than it is today because there was a need for more evidence to be collected and the overuse of your brain. Nowadays, technology is an important factor in the police force and almost everything is done by the computer now.
So letโs picture this: Itโs the late 90s right before he got sent to Raccoon City. Heโs in the academy and he has to go through training. Especially with weapons since most academies switched from revolvers to semi-auto guns (already something a bit modern for that time).
For those whoโve played the game, when you go into the Shooting Range room, you can clearly see just how old the room is compared to modern shooting ranges. Not only is the design of the target paper old, itโs also very simplistic compared to todayโs (in 2024, most markings have numbers and more lines for accuracy than back in the day).
This meant that Leon had to train a good amount of time to perfect his aim. It also meant that he had to go through driving trainingโwhich was mostly Emergency Vehicle Operations Courses (EVOC: safe and defensive driving for cops in other words)
Iโd like to think that his determination (when he told Ada that the reason he joined the force was for people like Emma and Gunshop owner) really helped him advance through his academic route of the training and Iโd like to believe that he go high scores because of that.
The 90s were a pivotal time for new policies to be introduced in police academies. When Leon was a kid, presumably during the 80s, he probably saw just how different it was back then than it is now (in 1998) lots of โnewโ technology were introduced to him when he first started the training. And he probably had to adapt quickly to the technologies and new techniques.
Leon is quick on his feet, he grasps a lot of things and Iโm tired of people making him out to be as some dumb blonde with muscles. Heโs very smart and we see that throughout the games and films.
I wouldnโt be surprised if he was GT when he grew up.
EDIT: MB YALL๐ญ GT is a program for students K-12 where theyโre put in advanced classes like AP or IB. It stands for Gifted and Talented (something like the Magnet Program in some schools in the US)
#leon kennedy#leon s kennedy#leon scott kennedy#resident evil#re2 leon#re leon#resident evil leon#leon kennedy headcanons#re2r leon#re2 remake
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Mayzuketober Day 6: Masquerade
oh she is gonna SPIN his ass like a WINDMILL
mask details + rambling under the cut ..i don't want the cropping to be Teeww obnoxious
can you guys tell i based them off of a phoenix and a peacock ... i don't make super ornate/detailed stuff often so this was a nice change of pace teehee. also do NNOOOOTTTT QUUOTE ME on the historical accuracy of it *starts scratching my ass like an ape* I'm Just here to have fun man. I think after the month is over i will draw the full outfits i envisioned for this prompt . Okaaayyyy thank you for reading byebye
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Alternative names for humanity along the lines of "Homo sapiens" (Wise man) and "Pan narrans" (Storytelling Chimpanzee) that I'm too lazy to look up/make up Latin for:
chef ape
throwing ape
walking ape
The idea being that we're apparently unique in the animal kingdom in that we cook our food, so we're the Chef Apes. We're also one of the best animals at throwing things: humans have more accuracy and strength when throwing stuff than other apes, by a long shot
And apparently our ability to walk slowly for ages was key to our early survival as persistence predators. We can't outrun a gazelle or mammoth or whatever, but we don't tire easily and so we can just keep following it until it runs out of stamina
Pan basipila: the baseball playing Bonobo
If only baseball had a cooking element, it would be the perfect Human Sport.
We need to devise a sport where you cook something, follow someone for a long time, and then throw it at them.
The most human thing is the surprise pie to the face
Also as much as I like Terry Pratchett's suggestion of "Pan narrans" I wouldn't be surprised if we turn out to not be the only animal that tells stories...
Elephants. I bet elephants do.
Like, there was that case where an injured elephant went to a ranger station for help. One it had never been to before, but other elephants had.
The theory being then that some other elephant had told this elephant "hey if you're hurt, go here, the humans will help"
That, combined with how they have burial rituals (some which might indicate there's an elephant religion!), and that we're working on figuring out how elephants communicate...
It wouldn't surprise me if we learn sometimes in the next decade or two that "oh yeah, elephants tell stories too. They've got FICTION."
So "Pan narrans" isn't what I'd want to bet on as our uniquely human thing.
But at the end of the day, maybe the whole idea of there being a uniquely human thing is, in itself, just another story we're telling.
So maybe it is a good fit after all.
But I especially like the idea that we're the Baseball Ape because I have this image in my head of a galactic council of aliens. Some angry alien who looks like Cthulhu had a baby with a spider has the floor, and they're ranting about "why do the Hu-mons deserve a seat?"
The Crogath are stronger, the Eldru are smarter, the Cybernetic Essense lives longer, the Dromans go farther and faster, the Moltriri have us beat in fiction and poetry, what is so special about these damn bipedal fleshbags that makes them unique in the universe?
And then WHAM. Right between the eyes. A handheld translator device, a bit bigger than a modern smartphone, beans the speaker out of nowhere.
And there's an (untranslated) yell in the chamber as the prime representative calls for order.
"WE CAN THROW, MOTHERFUCKER!"
(it takes a while to properly explain the insult. Crogathi (especially drones) don't really have mothers or sexual reproduction, so they don't really get why that would be an insult. It's finally translated as something like "bud-biter")
and it's true. even after the World Series becomes the Galactic Series, no non-human team ever manages to win.
The Eldrul Librarians almost make the cut in 2486 but accidentally piss off the ghost of Colonel Sanders and end up inheriting the Hanshin Tigers' curse.
alien textbooks describe The Colonel as some kind of human patron deity of baseball and cooked avian food, who should not be disrespected at all costs, or his vengeance from his place beyond the grave will be swift and punishing
(they're right)
"Look, we can't PROVE he was why Gemini Noctis went supernova unexpectedly, but given the protests that had happened right beforehand, and the incredible powers ascribed to the human spirits, do you really want to risk it?"
the funniest possible future: humanity gets a key place in galactic politics because we're never able to adequately convince the universe at large that our ghost stories are just that, stories, and they're terrified shitless that we'll unleash spectral torment on them
"humans? look man, living humans are a pushover. you can easily rip them in half, crack their planets with a quark bomb, their ships are little more than tin cans with a tachyon drive taped on the side. but it's not the living humans you have to worry about... it's the ghosts."
"humans are a bit like the Nontilek, with a two-stage lifespan, a grub and an adult. What you think of as "adult" humans is just their infant stage, and they only fully transform once they "die". Once fully hatched into Ghost form, their powers are almost limitless."
you want humans off a colony planet and bomb them from orbit? good luck, now you have a few million ascended humans who can pass through solid matter and can't be killed, and they will never rest until you and your descendants are gone or dead.
you don't believe me? look at this: One of their most popular stories is about them building an empire that spanned a large chunk of their little planet, then having it MURDER THEIR OWN GOD.
It only worked for a few revolutions, and he just came back, promising that one day all of them would join him in the next phase of their lifespan.
They still, to this day, thousands of orbits later, erect little statues of the means they used to execute their deity.
not even the Crogathi, who literally worship death itself, tell stories that frightening to their newly hatched grubs.
Humans are scary, man, stay away and just give them whatever they want.
the rest of the alien's education on the dangers of humans is just a selection of human movies. the sixth sense, poltergeist, ghostbusters, the shining, the devil's backbone, and, of course, field of dreams.
ghosts AND baseball? it's everything they're scared about humans all in one package!
the obvious twist you could do, of course, is simple:
the aliens are right.
humans are a two-phase species where the elder form has immense power but leaves communication and decision making to the younger form, which will be confused and angry if you acknowledge the presence of their elder-stage members among them.
this often leads to them cutting off contact or their elder-stage members causing immense damage through seeming "accidents" on the contacting vessel. This is believed to be some kind of religious prohibition that they are not able to explain.
so it's official contact protocol to pretend you cannot perceive the elder-stage humans among them, and to give them what they want to avoid possible retribution.
No means to combat elder-stage humans has yet been found, and the limits of their power is not known.
All alien captains are required to study the fate of the SS Ennolon, which contacted a lone human craft in the galactic year of 12,783. They had initiated contact and were getting along fine, until the human showed the Droman captain a picture of their "late father".
Captain Droless, accounting for the difficulty in telling humans apart, then pointed at the father sitting in a chair nearby and said "That is them, correct?".
The human looked at the chair, reacted in confusion, then anger, and asked the contacting crew to immediately leave.
It was another 400 cycles before contact could be reestablished between the Droman Federation and the Human Alliance.
the intergalactic guide describes humans as a powerful race of immortal energy beings who have the strange habit of sending their larvae out on missions around the galaxy, occasionally contacting other races, but refusing to acknowledge their elders, except in stories
they seem to frequently put their young in dangerous situations without lifting a hand to help, so this is suspected to be some sort of pilgrimage or coming-of-age ritual.
(From a twitter thread on October 1st, 2022)
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Ten things the Twilight animated series can do better than the original movies (if they care enough to, please add all your own points to this as I will, too.) :
1. Include ALL of the book scenes, without having to change them to make them easier to film (for obvious reasons, since itโll be animated they shouldnโt have much issue there.)
2. Their daughter, Remoulade can actually look like the book described her (or better or worse) and not the CGI monstrosity we got twelve years ago.
3. Make all the characters fit their book looks to complete accuracy. Alice was 4โ10 and the movies made her 5โ5. They let Edward have brown hair when heโs a ginger. Jacob and the wolf pack had better be above 6โ5! I want 23 year old Carlisle and 26 year old Esme playing parents to like three legal adults and two 17 year olds.
4. The parentification of Bella Swan, by both of her parents, mustnโt be ignored. Bella was making sure the bills were getting paid by the time she was 10 cause her mom was โtoo flighty and distractedโ to do things like that consistently, she also learned to cook and clean early on too because her momโs cooking was inedible and sheโd improperly mix cleaning solutions dangerously. She got a job at 14 and took care of the groceries and any other issue necessary on top of being in AP classes in school. By the time she moved in with Charlie, she was basically more of a parent than he was. He did the bare minimum to ensure her carโs safety by installing snow chains on her tires without telling her and she cried because she wasnโt used to being taken care of.
5. How she cries when sheโs angry is peak girlhood and I hate that they got rid of that in the movies. She stomped her feet bro, like cโmon she was so angry and anxious and annoyed all the time and they only focused on her angst.
6. Integrate aspects of Midnight Sun too, maybe incorporate them both so we can get a more full story. Twilight on its own was a bit of a snooze fest compared to Midnight Sun. Weโre gonna pretend that Edward hunting and eating Esmeโs abusive ex-husband isnโt hot af?
7. Add in more characterโs back stories. Aliceโs abusive father and stepmother, Emmettโs gambling and womanizing as a human in Tennessee, etc.
8. Unfortunately we need to make it clear that Charlieโs not winning any father of the year awards here either. He congratulated Jacob after forcing a kiss on her and joked about Jacob pressing assault charges on her after she breaks her hand punching him away.
9. Maybe ask why the Cullensโฆโneedโ so desperately to come back to Forks every couple of years? Like theyโre multi-billionaires, theyโre immortal and there are plenty of gloomy, cloudy places they could live in semi-permanently. Why Forks when they know the Quileutte tribe knows what they are and they know it makes them so uncomfortable? It just seems unnecessary.
10. More of Edward reading Mike Newtonโs inner-monologue. I know it would depend on whose perspective we get but I think the idea is hilarious.
#the twilight saga#twilight#the twilight animated series#twilight renaissance#twilight saga#bella swan#bella cullen#Isabella Marie Swan#Isabella Marie Cullen-Swan#edward cullen#Edward Anthony Mason Cullen#jacob black#renesmee cullen#alice cullen#jasper hale#emmett cullen#rosalie hale#the wolf pack#the cullens#the Cullen clan#quil ateara#jared cameron#paul lahote#embry call#sam uley#leah clearwater#seth clearwater#twilight eclipse#twilight new moon#twilight breaking dawn
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On Saturday, an Associated Press investigation revealed that OpenAI's Whisper transcription tool creates fabricated text in medical and business settings despite warnings against such use. The AP interviewed more than 12 software engineers, developers, and researchers who found the model regularly invents text that speakers never said, a phenomenon often called a โconfabulationโ or โhallucinationโ in the AI field.
Upon its release in 2022, OpenAI claimed that Whisper approached โhuman level robustnessโ in audio transcription accuracy. However, a University of Michigan researcher told the AP that Whisper created false text in 80 percent of public meeting transcripts examined. Another developer, unnamed in the AP report, claimed to have found invented content in almost all of his 26,000 test transcriptions.
The fabrications pose particular risks in health care settings. Despite OpenAIโs warnings against using Whisper for โhigh-risk domains,โ over 30,000 medical workers now use Whisper-based tools to transcribe patient visits, according to the AP report. The Mankato Clinic in Minnesota and Childrenโs Hospital Los Angeles are among 40 health systems using a Whisper-powered AI copilot service from medical tech company Nabla that is fine-tuned on medical terminology.
Nabla acknowledges that Whisper can confabulate, but it also reportedly erases original audio recordings โfor data safety reasons.โ This could cause additional issues, since doctors cannot verify accuracy against the source material. And deaf patients may be highly impacted by mistaken transcripts since they would have no way to know if medical transcript audio is accurate or not.
The potential problems with Whisper extend beyond health care. Researchers from Cornell University and the University of Virginia studied thousands of audio samples and found Whisper adding nonexistent violent content and racial commentary to neutral speech. They found that 1 percent of samples included โentire hallucinated phrases or sentences which did not exist in any form in the underlying audioโ and that 38 percent of those included โexplicit harms such as perpetuating violence, making up inaccurate associations, or implying false authority.โ
In one case from the study cited by AP, when a speaker described โtwo other girls and one lady,โ Whisper added fictional text specifying that they โwere Black.โ In another, the audio said, โHe, the boy, was going to, Iโm not sure exactly, take the umbrella.โ Whisper transcribed it to, โHe took a big piece of a cross, a teeny, small piece โฆ Iโm sure he didnโt have a terror knife so he killed a number of people.โ
An OpenAI spokesperson told the AP that the company appreciates the researchersโ findings and that it actively studies how to reduce fabrications and incorporates feedback in updates to the model.
Why Whisper Confabulates
The key to Whisperโs unsuitability in high-risk domains comes from its propensity to sometimes confabulate, or plausibly make up, inaccurate outputs. The AP report says, "Researchers arenโt certain why Whisper and similar tools hallucinate," but that isn't true. We know exactly why Transformer-based AI models like Whisper behave this way.
Whisper is based on technology that is designed to predict the next most likely token (chunk of data) that should appear after a sequence of tokens provided by a user. In the case of ChatGPT, the input tokens come in the form of a text prompt. In the case of Whisper, the input is tokenized audio data.
The transcription output from Whisper is a prediction of what is most likely, not what is most accurate. Accuracy in Transformer-based outputs is typically proportional to the presence of relevant accurate data in the training dataset, but it is never guaranteed. If there is ever a case where there isn't enough contextual information in its neural network for Whisper to make an accurate prediction about how to transcribe a particular segment of audio, the model will fall back on what it โknowsโ about the relationships between sounds and words it has learned from its training data.
According to OpenAI in 2022, Whisper learned those statistical relationships from โ680,000 hours of multilingual and multitask supervised data collected from the web.โ But we now know a little more about the source. Given Whisper's well-known tendency to produce certain outputs like "thank you for watching," "like and subscribe," or "drop a comment in the section below" when provided silent or garbled inputs, it's likely that OpenAI trained Whisper on thousands of hours of captioned audio scraped from YouTube videos. (The researchers needed audio paired with existing captions to train the model.)
There's also a phenomenon called โoverfittingโ in AI models where information (in this case, text found in audio transcriptions) encountered more frequently in the training data is more likely to be reproduced in an output. In cases where Whisper encounters poor-quality audio in medical notes, the AI model will produce what its neural network predicts is the most likely output, even if it is incorrect. And the most likely output for any given YouTube video, since so many people say it, is โthanks for watching.โ
In other cases, Whisper seems to draw on the context of the conversation to fill in what should come next, which can lead to problems because its training data could include racist commentary or inaccurate medical information. For example, if many examples of training data featured speakers saying the phrase โcrimes by Black criminals,โ when Whisper encounters a โcrimes by [garbled audio] criminalsโ audio sample, it will be more likely to fill in the transcription with โBlack."
In the original Whisper model card, OpenAI researchers wrote about this very phenomenon: "Because the models are trained in a weakly supervised manner using large-scale noisy data, the predictions may include texts that are not actually spoken in the audio input (i.e. hallucination). We hypothesize that this happens because, given their general knowledge of language, the models combine trying to predict the next word in audio with trying to transcribe the audio itself."
So in that sense, Whisper "knows" something about the content of what is being said and keeps track of the context of the conversation, which can lead to issues like the one where Whisper identified two women as being Black even though that information was not contained in the original audio. Theoretically, this erroneous scenario could be reduced by using a second AI model trained to pick out areas of confusing audio where the Whisper model is likely to confabulate and flag the transcript in that location, so a human could manually check those instances for accuracy later.
Clearly, OpenAI's advice not to use Whisper in high-risk domains, such as critical medical records, was a good one. But health care companies are constantly driven by a need to decrease costs by using seemingly "good enough" AI toolsโas we've seen with Epic Systems using GPT-4 for medical records and UnitedHealth using a flawed AI model for insurance decisions. It's entirely possible that people are already suffering negative outcomes due to AI mistakes, and fixing them will likely involve some sort of regulation and certification of AI tools used in the medical field.
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สแดแดแดษด แดแดแด (แดแดสแด ษชษช): แดสแด สแดแดแดษด แดแดแด
๐๐ฎ๐ฆ๐ฆ๐๐ซ๐ฒ: ๐๐จ๐ฎ ๐ฐ๐๐ซ๐ ๐๐ง ๐๐ฑ๐ฉ๐๐ซ๐ข๐ฆ๐๐ง๐ญ ๐ฆ๐๐๐ ๐๐ฒ ๐ญ๐ก๐ ๐ก๐ฎ๐ฆ๐๐ง๐ฌ. ๐๐จ๐ฎ ๐ฐ๐๐ซ๐ ๐ก๐ฎ๐ฆ๐๐ง, ๐จ๐ซ ๐๐ญ ๐ฅ๐๐๐ฌ๐ญ ๐ฅ๐จ๐จ๐ค๐๐ ๐ฅ๐ข๐ค๐ ๐จ๐ง๐. ๐๐ฏ๐๐ซ ๐ฌ๐ข๐ง๐๐ ๐ฒ๐จ๐ฎ ๐ฅ๐๐๐ญ ๐ญ๐ก๐๐ญ ๐ก๐๐ฅ๐ฅ ๐ญ๐ก๐๐ญ ๐ฒ๐จ๐ฎ'๐ฏ๐ ๐๐๐๐ง ๐๐ซ๐๐๐ญ๐๐ ๐๐ซ๐จ๐ฆ, ๐ฒ๐จ๐ฎ ๐ก๐๐ ๐๐๐๐ง ๐ญ๐๐ค๐๐ง ๐ข๐ง ๐๐ฒ ๐ญ๐ก๐ ๐๐ฉ๐๐ฌ. ๐๐ก๐จ ๐ฌ๐ก๐จ๐ฐ๐๐ ๐ฒ๐จ๐ฎ ๐ฆ๐จ๐ซ๐ ๐ฌ๐ฒ๐ฆ๐ฉ๐๐ญ๐ก๐ฒ ๐ญ๐ก๐๐ง ๐ฒ๐จ๐ฎ๐ซ ๐จ๐ฐ๐ง '๐ค๐ข๐ง๐' ๐ก๐๐. ๐๐ฎ๐ญ, ๐ญ๐ก๐๐ซ๐ ๐ฐ๐๐ฌ ๐๐ง ๐ข๐ฌ๐ฌ๐ฎ๐. ๐๐จ๐ฎ ๐ฐ๐๐ซ๐ ๐๐๐๐ง ๐ฌ๐๐๐ซ๐๐ก๐๐ ๐๐ฒ '๐๐ก๐ ๐๐ก๐ข๐ญ๐ ๐๐จ๐๐ญ๐ฌ' ๐ฐ๐ก๐จ ๐ฐ๐๐ง๐ญ๐๐ ๐ญ๐จ ๐ฎ๐ฌ๐ ๐ฒ๐จ๐ฎ ๐๐จ๐ซ ๐ฒ๐จ๐ฎ๐ซ ๐ฎ๐ง๐ข๐ช๐ฎ๐ ๐ข๐ฆ๐ฆ๐ฎ๐ง๐ข๐ญ๐ฒ ๐ญ๐จ ๐ฆ๐๐ค๐ ๐ฏ๐๐๐๐ข๐ง๐ ๐ญ๐จ ๐ญ๐ซ๐ฒ ๐๐ง๐ ๐ฌ๐๐๐ ๐ญ๐ก๐ ๐ซ๐๐ฌ๐ญ ๐จ๐ ๐ก๐ฎ๐ฆ๐๐ง๐ข๐ญ๐ฒ, ๐๐ฎ๐ญ ๐ฐ๐จ๐ฎ๐ฅ๐ ๐ฒ๐จ๐ฎ ๐๐ ๐ฐ๐ข๐ฅ๐ฅ๐ข๐ง๐ ๐ญ๐จ ๐ก๐๐ฅ๐ฉ ๐ญ๐ก๐ ๐ฌ๐๐ฆ๐ ๐ฌ๐ฉ๐๐๐ข๐๐ฌ ๐ฐ๐ก๐จ ๐ก๐๐ ๐ก๐ฎ๐ซ๐ญ ๐ฒ๐จ๐ฎ ๐ข๐ง ๐ญ๐ก๐ ๐ฉ๐๐ฌ๐ญ?
แดแดษชสษชษดษข: ษชแดแดสษชแดแด
สสแดแด แดสแด๊ฑ x ๊ฐแดแด! สแดแดแดษด สสสสษชแด
? แดแดแด! สแดแดแด
แดส
๊ฑแดษดษข: แดแดษดสแด แดกแด๊ฑแด - สแดษดแดแดกแดส
TW: human and ape experimenting, illegal? experimenting, talks of torture, blood, brain swapping, bride of Frankenstein/Poor Things references, talks of death and taking risks, abuse, injuries, talks of war, blood, guns, murder, humans being assholes, Koba, Not edited.
A/N: The amount of times I've seen Dawn Of Planet of the Apes just to have every pit of accuracy in my fic series is a lot. XD
Masterlist
You had ridden on a horse with the ape who had comforted you. It was the first time you've ever seen a horse in person, let alone ride one. With an ape. The ride was quiet, all that could be heard was the horse feet walking on the grass. You still wondered where you were going. Did the apes have their own kind of sanctuary? Did they live in a lab that was only for apes? You couldn't help but just wonder the whole ride. Looking to your side, you saw the ape with blue eyes riding his horse. He was also looking at you, as if he was watching you. Making sure that you weren't going to do something with the older ape. What could you do? Apes were much stronger than you, they'd rip you in half if they wanted. They could've, but they didn't.
After some time, you had finally arrived to the destination. It was interesting to see. The apes had built their own kind of him, using large branches and other kinds of wood that they found. Once the horses were settled in what seemed to be their makeshift stables. The older ape hopped off, then he helped you get off the horse. You still wondered who the ape was. Was he their leader of some kind? Did apes have leaders? You weren't completely sure. You were then led towards the entrance, you couldn't help but look around, seen how they had manage to make all of this. It interested you how they did all that.
Inside, you saw how they were even more apes, they all gathered around. As if they were trying to greet their leader, but it made you a bit nervous. They all had their eyes on you. They must have wondered, why was there a human girl with the leader? You quickly felt out of place. You looked at the ground instead, looking at your now dirt covered feet, trying not to make any more eye contact. You had been lead up a flight of makeshift stairs, up a makeshift tower. You couldn't help but be even more impressed by how they had managed to make a tower of sticks and a tree.
Now you were in what seemed to be a home of some kind, filled with more apes. Except, there was also a huge orangutan and a gorilla. They must have been some sort of council. Out of nowhere, you saw how an ape approached. Except this ape seemed much older, he also had a scar running down the left side of his face. His eye was also a white color. He must have been blind or is going blind from that eye. He had an angry look on his face. "Why is human here?" He growled, angrily. As well as get closer to you. You couldn't help but feel scared. Luckily the ape who had brought you here made sure to be in front of you so that he didn't get anymore close.
'We found her in the woods. She's no threat.' The ape signed who the scarred one. The scarred ape growled and looked at you for a moment. You turned away to avoid his gaze, covering the side of your face to avoid his glare. 'She's still a human.' He signed to the leader. 'Still, I've brought her here. There for, she'll be staying.' He signed back to the scarred up. The scarred ape didn't seem very happy, but didn't argue any further. He just looked at you and snarled. It was obvious that he didn't like you not one bit. Even though you did nothing to him.
The leader then turned to you and the ape with blue eyes, who had been standing right next to you the whole time. 'Take her to your mother' The leader signed to the blue eyed ape. Who nodded at his command, he then tapped you on the shoulder to get your attention. When he got your attention, he motioned for you to follow him, which you did. You walked up more stairs, much higher in the tower. You wondered where you were being taken again by the blue eyed ape. Was it another room of some kind?
After a few more steps, you were in another room. Again, filled with more apes, except. This apes were all females, more of them had small objects covering their faces or had small trinkets in their hair. One of the apes had approached the you both. She greeted the blue eyed ape with a hug. You assumed they must have been related in some way, was she his sister or his mother? 'Father told me to bring her here.' He singed to her. The female ape then looked at you, looking at you up an down. You also couldn't help but look at her. She was beautiful, you also noticed that she was very pregnant, she'll probably pop any day now. She gave you a small smile and approached you. Getting a better look at you. She smiled at you, comfortingly. Almost motherly. Then she turned to the blue eyed ape. 'I'll take it from here, you can go back to your father now.' She signed to him, the ape gave her a nod. Then proceeded to leave, as he left he gave you one final look, before leaving down the steps.
You looked at the ape who had taken a hold of your hand and guided you further inside. 'I'm Cornelia, what's your name?' She signed to you, as she sat you down on the ground, with the rest of the other apes. Who couldn't help but get closer, just to get a look at you. "I H-Thirteen." You told to her, but Cornelia's face turned into one of confusion. 'What kind of name is that?' She asked, all you could do was shrug your shoulders. Then you saw how her face shifted into one of thought. After a bit of silence, she signed again. 'I know, your new name will be Y/n. Do you like Y/n?' She asked you, wanting to get your approval of the new given name. You thought of it, at first. Y/n did sound better than H-Thirteen, you didn't think more of it. You liked the name. 'Yeah, I like Y/n.' You signed to Cornelia. 'Then that'll be your name from now on. Y/n.'
Back at Caesar's council, everyone was filled with confusion. Why would Caesar bring a human? A human into their home. 'What were you thinking bring her here?' Rocket asked, followed by Luca and Ash. 'Do you have any idea what she could do? What if humans are looking for her? They'll find her here.' He said, as more and more apes continued to ask questions. 'She's not ordinary human, she's more than just a human.' Mauriceย had finally signed something. 'What would you know?' Koba asked the Orangutan, wanting to know what he had to say about a human coming to there home and being a potential danger to all of the apes. 'Because I do.' He simply signed to him, not giving any more information on why.
Everyone was still not convinced, they continued to ask more and more on why Caesar brought a human. But it was quickly shut down by him. 'I made the choice bringing her here. It is already done.' He signed to all of them. Everyone got quiet, they didn't know whether they should protest more or just leave it. But they choose to leave it. But they choose to just leave it, they knew to trust Caesar because they knew their leader would never put them in harms wat. But in this kind of situation, they wouldn't know what to say or do. They just had to trust their leader like they have been doing.
With Cornelia, she has cleaned the scrapes on your knees and cheeks. Along with other cuts you got when you had fallen in the woods. They also put some kind of past on your wounds so that they could heal. During that, you had learned that the leader of the Apes name was Caesar and was her husband. The ape with the Blue Eyes is her oldest son. That made a lot more sense on how she interacted blue eyes. You learned a bit more about the clan and the other apes. She along with the other women apes were curious about you. Where you were from and how you ended up being found by Caesar. You explained to them where you were from along with everything that had happened prior.
You told them about your sister and how she ended up dying because of the brain had developed some kind of deadly bacteria, killing her. They were all shocked to learn what the humans did to you and you deceased sister. They never though that humans would hurt each other in such a way. They've heard about the things they'd do to apes, but never about what they'd do to another human being. Were some humans just horrible? You explained to them that those humans, you referred to them as 'White Coats', since they'd tend to wear white coats all the time. Soon after, Caesar had come into the room, asking to talk with you. Before you went with him, you said your goodbyes to the apes and Cornelia. Hoping you'd talk with them more later on. You left with Caesar.
He took you somewhere else, somewhere a bit more quiet so that you and him could talk. "Do you have a name?" He asked you. "Yeah. It was H-Thirteen, but now. I am Y/n." You explained to him. He nodded in understanding. "Y/n. Where are you from?" He asked you, in which you answered. "I'm from lab. Huge building." You explained to him. He simply nodded. "Are they more like you?" He asked. "No, they dead now. Failed, experiments." You explained. "But not me and my sister, but. She's dead to." You added. Caesar had a look of sympathy and understanding. He knew what it was liked to loose someone closest to him. "Did humans do that?" He asked, pointing at the small bit of scars on your arms and the tattoo on your wrist.
"Yeah, the White Coats did that. And more." You said, while touched the back of your head. Feeling the scar along your scalp and your buzzed cut hair. "They did this. They switched my brain with my sister's." You explained. This made Caesar grow confused. "Switched brains?" He asked. "Yeah, my sister was ape. Like you. The White Coats took my brain out, then they gave me hers. And they gave her mine." You explained to him. "My new brain became mine, but my sister's new brain didn't want her. So, it killed her." You added. Caesar seemed horrified by what you told him. He never expected humans to go to that extent.
"How did you end up in the woods? Did you runaway?" He asked. "No, I was going to be taken to, different lab. But we stopped for a break. Then I got distracted by the pretty flowers. Then I fell down a hill and into a river. The water took me far, that I got lost. I tried looking for the lab, but I didn't know where to look. Then your son and other apes found me." You finished. That made a lot of sense now. "Are they looking for you?" He asked. "I don't know. They've said, I was needed. I was going to help Humanity." You said. Caesar could only nod. There was a moment a moment of silence, he didn't know whether to ask for questions of just leave it.
"Don't worry, you are safe here." He said, getting a hold of your hand and giving it a comforting squeeze. "You won't take me back to the White Coats... will you?" You asked, now getting worried that he'd somehow take you back to the lab. Caesar shook his head. "You don't have to go anywhere, unless you want to." He said. "I don't want to go back. They hurt me. A lot. They already took my sister, I don't want them to take more." You explained to him. He seemed to understand. "You don't have to go anywhere. You can stay here, where you'll be safe with us." He stated. His words sounded real, you felt as if you could trust him.
For the next couple hour you were around other apes, getting to know their names and who they were in the clan. You met Maurice, the Orangutan you saw in the small council. He was very welcoming towards you just like Cornelia. He was a very loyal council member of Caesar's. He was also a teacher who taught the younger apes how to speak and sign, as well as write. Maurice thought that maybe you could help him teach the younger apes and maybe get to know you a bit. Since you're the every first you human they've ever seen and met in person.
Besides that, you've learned that Caesar had put Blue Eyes in charge of you. Not flat out take care of you like a child, but just look out for you and teach you a thing or two about how the clan works. You noticed how Blue Eyes didn't seem too pleased by the task, but he had to listen to his father. Because he was his son and also the leader. You interactions were a bit awkward, since Blue Eyes had never been around a human. He didn't know how to treat you. Again, he's never been around a human, this close.
It had already gone dark, the apes had gathered around the fire pit to eat. You sat there, in silence, eating almost slowly and a bit scared. You felt all eyes on you, watching you eat the food given to you. It made you feel a bit anxious. Then you felt someone's presence next to you, when you turned to see who it was. You saw that it was Maurice. 'Don't worry, they're still not used to having a human around.' He singed. 'I know, I'm just... a bit. Anxious.' You signed back. You choose to sign instead of speaking. Your hands were a bit shaky due to how anxious you were.
'It'll be fine. They'll get used to you' He signed. You felt a bit more relaxed by his words. Looking over, you noticed the scarred ape looking at you. Almost snarling with hatred by your presence. You knew him by the name of Koba. 'What happened to him?' you asked Maurice. 'He too was hurt by humans.' He signed in response. 'By White Coats?' You asked him again, in which he nodded. 'He despises humans because of that.' He added.
Now you understood why he'd snarl and glares at you. Honestly, you couldn't blame him. You too would despise them, for what they did to you. That made you think of your sister. Would she have felt the same if she was alive? 'I just hope he doesn't hate me.' You signed. 'Who knows, maybe in as the time passes. He might like you.' Maurice signed, trying to lighten up the mood a bit. 'I hope.' You signed back to him.
Later that night after dinner, you taken to a nest by Blue Eyes. 'You'll be sleeping here.' He signed towards you. 'Thank you' you signed to him, while looking at him. 'You're very kind.' You added. That made Blue Eyes look away, a bit shy by your comment. 'If you need anything, just. Go get me, I'll be over there.' He signed as he pointed at another nest that was a few feet away. Once you nodded, he left to his nest to lay down. You laid down in the nest, trying to get comfortable. It was pretty big and comfortable, much better than that springy old bed you were used to sleeping. As you laid in the nest, you stared up at the sky. Which was filled with stars. Wondering what life would end up being like with the Apes. How long would you be with them. You just hoped that you could be in a place were it felt like home.
The next morning, you were with Maurice, helping him teach the younger apes. After you were introduced to them, the teaching began. You showed them how to pronounce some letters and even how to write. The whole time, they paid more attention on how you looked then what you were trying to teach them. They lightly tug at your hospital gown and even touch your buzzcut hair. You didn't mind, since they were young and were very curious about everything around them. You've also showed them numbers, due to them staring and pointing at your tattooed wrist. So, you thought them how to count and write numbers on the dirt.
After the lesson, the younger apes left to go on about their day. That was a nice experience you had with them. 'They pay more attention to you, then they do me.' Maurice signed. 'They were more curious in how I looked then the lesson.' You signed back to him. 'True, but they still listened to you.' He signed. That was true, they'd be times when Maurice had a heard time getting the children to get him to listen, since they'd get easily distracted. Except this time, they actually listened to the lesson. 'That's a good thing.' He signed. 'You think so?' You asked him, in which he nodded. 'You're like a human ape. You may not look like us, but you think like us.' He explained. That was good. At least you thought it was good thing.
When you were done with Maurice. You decided to go explore the village a bit, just to get familiar with the place. As you walked, you couldn't help but notice some children following you. You didn't think much of it at first, until you felt one tug at your gown. Looking over to see who it was, you noticed how the young ape backed away. While laughing with some other young ape. Then you turned back and went on about your walk, until you felt another tug at your gown, again. You turned to see who it was, it was the same situation. The young apes laughed at your confusion. You couldn't help but chuckle, then went back to your walk.
You heard someone approaching you. It must have been the same ape who had tugged at your gown. Before they could get a hold of your gown again. You quickly turned around and let out a small playful shout at them. They let out a small scream, but proceeded to laugh. Also making you laugh a bit. Then you heard someone approach behind you. When you saw who it was, it was Blue Eyes. You signed him a small 'hello'. 'Come' He signed, you turned and waved the kids. Then followed Blue Eyes.
The walk was silent and a bit awkward. You didn't know whether you should start a conversation or say something. You just remained quiet as you walked beside Blue Eyes. You ended up going to a river with a waterfall. You couldn't help but be captivated by the sounds and scenery of the water fall. You've never seen a water fall in person before. Then you felt Blue Eyes poking you with something. Looking over, you saw that he had human clothes with him. 'Father, told me to give this to you.' He signed, you took the clothes from him. 'Thank you.' You signed to him. 'I'll give you some privacy.' He signed, then walked away into the woods again. Once you no longer saw him, you began to change.
You took off your dirty hospital gown, but before you changed into the new pair of clothes. You decided to clean yourself off a bit. Stepping into the river, you used the water to scrub at your arms, legs, stomach and just all over. Even if you didn't have soap, the water was more than enough. Once you finished, you used the hospital gown to dab yourself clean. Finally clean, you began to change into the new clothes. It was a red-brownish long sleeve shirt, that was a bit too big for you and a pair of dark jeans. This was much better than wearing that dirty hospital gown. When you were done, you picked up the hospital gown and went back to look for Blue Eyes.
When you spotted him, you saw him talking to another ape. It was girl ape. A very pretty one. You stayed behind so that you didn't interrupt them in there conversation. After a few minutes, the ape left Blue Eyes, then he turned to you. 'Sorry for taking long.' You signed to him. 'It's fine, I was talking with Lake.' He signed back. That must have been her name. You assumed. 'She's a friend of yours?' you asked. In which he seemed a bit embarrassed to admit, due to the way he looked away from you. 'I want to be more than friends.' He signed. 'More? As an, husband and wife like your father and mother?' You asked. While he nodded his head, you nodded also, in understanding.
'You should go for it. She seems interested in you.' You signed. 'You think so?' He asked, while you nodded in response. During that small conversation, you couldn't help but feel some kind of overwhelming feeling in your chest and you felt how your heart slightly sped up. You whined, slightly rubbing your chest in discomfort, to try and soothe that strange feeling off your chest. 'Are you alright?' Blue Eyes asked. 'Yeah, I'm okay.' You signed back. 'We should probably head back.' You signed to him, which he nodded. Then proceeded to walk back to the village. You followed right after him. Why did you all of a sudden feel that way? You had no idea, but you hoped that it was only a one time thing.
แดสแดแด ษชแดแด๊ฑ แดแดสแด, ษดแดxแด แดแดสแด
#Human Ape series#Human Ape#dawn of planet of the apes x reader#dawn of planet of the apes x you#dawn of planet of the apes x y/n#blue eyes x reader#blue eyes x you#blue eyes x y/n#blue eyes x fem reader#blue eyes x female reader#blue eyes x human hybrid reader#blue eyes x ape hybrid reader#blue eyes x fem human hybrid ape reader#female reader#female y/n#human hybrid reader#human hybrid y/n#ape hybrid reader#ape hybrid y/n#human hybrid ape reader#human hybrid ape y/n#cereza's series#cereza's writing#๐ ๐ข๐ฏ๐ข๐ท๐'๐ฐ ๐ฐ๐ข๐ฏ๐ฆ๐ข๐ฐ#๐ ๐ข๐ฏ๐ข๐ท๐'๐ฐ ๐ด๐ฏ๐ฆ๐ฑ๐ฆ๐ซ๐ค
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