#Extraction Attacks
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The Hidden Enemy: Understanding the Growing Threat of Adversarial Attacks on AI Systems
(Images made by author with MS Bing Image Creator) While artificial intelligence (AI) holds the promise of transformative advancements, its vulnerability to malicious exploitation remains a pressing concern. Adversarial attacks, aimed at compromising AI systems, jeopardize their security and reliability. This post explores attack techniques and strategies to fortify AI resilience against these…

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#Adversarial Attacks#Adversarial training#AI security#data extraction#Data Poisoning#Ensemble methods#Extraction Attacks#ML resilience
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Prompt 1 - Extract
@jegulus-microfic February 1, Word count 425
Previous part First part
James, with Remus’s help, had spent the better part of the day trying to calm Sirius down. He’d been raging around the room, describing in minute detail what he was going to do in order to extract the remedy for his plight from Regulus. James winced throughout. Regulus’s trick had been one of the cruellest things he’d ever seen. It had been perfectly picked to mess with Sirius’s head the most, and it was. Sirius kept forgetting and would look at his hands and shudder before sitting on them so he couldn’t see his mother's hands.
Remus had stormed out of the room after the potion still hadn’t worn off by the end of lessons, and James wished he’d gone to find Regulus because, the way Remus’s eyes had kept flashing gold throughout the day, he was sure there would be a fight. He’d tried to go instead, but Remus had just growled at him, and when he’d stood up to follow him out of the dorm room, Sirius had howled at him to stay.
His head shot up when he heard the familiar grumbling voice coming up the stairs. The door opened and Remus roughly dragged Regulus inside. Sirius’s head whipped around and before James could do anything he was streaking across the room towards Regulus with his hands stretching towards his throat.
“I’ll kill you, you little prick!” Sirius screamed as he closed the gap between himself and Regulus. To both James’s and Regulus’s shock, Remus put himself between the brothers. Sirius ground to a halt, his mouth dropping open as he tried to wrap his head around the fact that his boyfriend was protecting his villainous little brother.
“Enough, Sirius, he’s come to apologise,” Regulus used Remus’s distraction of Sirius to go to James’s side. James looked down at him; he wasn’t even angry. He never had been.
“I’m sorry,” Regulus said quietly, looking up at him through his thick eyelashes. James exhaled, his breath making the hair around Regulus’s face flutter.
“Already forgiven,” He said, leaning down and pressing a kiss to Regulus’s lips.
“He might have forgiven you, but I haven’t. Petrificus Totalus!” Regulus’s entire body froze and fell forward onto James. James caught him easily and lifted him onto his bed, ignoring Sirius’s taunts as he ended the curse and Regulus regained full use of his body.
“That’s it, I’m about to become an only child!” Regulus hopped up and drew his wand. James and Remus let out collective sighs of exasperation. They were in for a long evening.
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#jegulus#jegulus microfic#jegulus fanfiction#jegulus fic#james potter#regulus black#james fleamont potter#regulus arcturus black#jfp#r.a.b#the marauders era#harry potter#james x regulus#regulus x james#regulus and james#james and regulus#jegulus fluff#dead gay wizards#dead gay wizards from the 70s#starchaser#sunseeker#remus lupin#sirius black#sirius tries to attack regulus#remus steps in#regulus apologises to james#Petrificus Totalus#the black brothers#extract
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Okay yeah I'm gonna ignore that coincidence with RazzelTazzel (hi new moot), and I'll just post my OCS here
I didn't feel like making Glaze & Bloom because I didn't get a spark of design idea like I did for these two
Oh god why am I scared of tagging people- UHMMMM YEAH IM NOT GONNA DO IT SOMEONE ELSE WHO REBLOGS CAN TAG THEM BECAUSE IM SCARED
And quick design/fact thingy; Rein WANTS to fight, but can't. Kurrent DOESN'T WANT to fight, but has to. Their tails & horns are electric / watery so they're bandaged to avoid cheating. Rein has a broken nose On the left side of Rein's mask there's a white teardrop mark, just like how on Kurrent's mask there's a thunderbolt mark
#yeah uh. AUs are silly#ARTISTICTOON IF YOURE SEEING THIS. BECAUSE WAVERLY HAS LIKE- VEE-TYPE EXTRACT/ATTACK. I IMAGINE THAT GIRL BEING BUFF#ONE PUNCH AND YOURE OUT TYPE SHIT#dandy's world#dandys world#dandys world au#dandys world oc#oc#dandy's fighters#dandys fighters#i did an entire STUDY of the au for the stats and designs
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jays story would be a 10000 times worse if she killed her dad she loves her family too much its the biggest conflict of interest her love her genuinely love of her family and the love for her crew.even when he terrifies her even when she sees him for shit father he was she still loves him. i dont think she forgives him or sees him as right or even wants him in her life in the hypothetical they could meet in the middle
Gillion on the other hand
The elders while gil doesnt view them as anyway parental still fill the position it would be so cool of him it would be a Lot. i think he's becoming kinder and letting himself embrace this nuace view of the world that is very good for him his story is all abt unlearning and recognizing the toxic systems in place.But also. He can do it. Theres nothing more reclaiming than killing the people who raised u. It would null his oath he can start to define himself in his long journey of identity kill your parents gil
#trully the rambliest#also it feels weird when jay is called a solider#like thats gil#thats his entire deal#but regardless shes not meant to be some harbinger of death she was propagandized but she isnt loyal to the navy#She family is so tied to the navy in her mind that they can not be extract#a attack the navy is an attack on her family its critizing them directly#she isnt some loyal solider#shes a daughter#her loyal comes from her loyalty to her dad as her DAD to all her uncles and aunts and grandmother as her RELATIVES#jrwi riptide#jay ferin#gillion tidestrider#i dont know why u would but dont tag this as ship#rambles#the rambliest rambles
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peach (my cat) is having a full-day vet appointment to scan and possibly remove some teeth (the perks of only being allowed wet food)
completely unrelated, but anything regarding peach’s health or her being somewhere else or anything even mildly off with her routine or behaviour is probably by biggest anxiety and panic trigger
#not an exaggeration. peach stuff is more likely to give me panic attacks and entire breakdowns than anything else#like i have one other contender that’s a proper severe phobia. like panic attacks where i am completely convinced that i’m dying#but luckily that’s very situational whereas the peach anxiety is always there (because the situation of having her is always there)#i was gonna say the peach anxiety is also severely complicated by ocd but that’s probably more true for the other phobia i have so nevermind#but i will say. related to the ocd part. the fact that i am posting about this is a step forward for me#which i might talk about later once she’s home#hopefully they don’t need to extract any teeth and can just clean them#the last thing i need is for her to have trouble eating for a while#for context she had kidney stones a few years ago and basically each time she had about a 60% chance to survive#and there was NOTHING they could do other than just keeping her on fluids and hoping she passed them#(or $15k surgery to put in tubes to bypass her existing tubes. whatever tf the kidney tubes are called. which we couldn’t afford)#and whenever she had a new stone she would start by throwing up anything she ate or drank then stopping eating and drinking entirely#soooo i get stressed about stuff lmao 🙃🙃🙃🙃#anyway this is a good reason for me to be nocturnal so i can be asleep while she’s out rather than stressing#personal
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Wow look at this guy I bet he’s very normal and not a stalker + several time murderer
#keese draws#oc art#oc#lobotomy corporation#lobotomy corporation oc#lob corp oc#kim my absolute beloved I love women’s wrongs <333333#girlie is going thru it and by it I mean the consequences of her own actions many of which are still ongoing#I sure hope he doesn’t train one of his coworkers to be an attack dog that he makes maul his ex friend over it#to be clear the attack dog thing is literal my extraction team sure are. doing things.#richard poussey my beloved girl what is wrong with you (she’s the attack dog)
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oh my god i hate this game. after i got past the day after unlocking all of skin prophecy and king of greed's info i tabbed out to look at singing machine's info (and i really need an instinct trainer) and when i went back in i accidentally clicked on scorched girl. and having another he in my facility wouldve been REALLY useful
#mel/tav/fugo/marcy rambles#AUUUUUGH#lobotomy corporation#i might download a mod that gives me infinite re-extractions just so i can get singing machine back#bc. why can you even select using right click. who decided that was a thing.#like i get it thats how you choose where your employees go/what they attack#but like. gaughaughaughu#ANNOYING!#i have heard this game has issues with memory leaks and that theres mods to help it though#also like. i Did have to end the day earlier than i wanted to bc i got a red noon#so if i dont get a red noon again this bs i have to get put through might be worth it#so i can grind for more of king of greed's stuff
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I don’t know much about LEVEL ZERO: Extraction at this point (and probably never will, thanks arbitrary motion sickness) but I do think it would make one helluva AU for House of Ashes
#rachel and eric lead a team of mercenaries in a recovery mission#mission goes south when they get in a skirmish with dar’s team over the stuff they’re trying to retrieve#BAM ALIEN ATTACK#cue the survival part of the survival horror#idk or maybe it’s post-canon and the gang is sent there by whoever picked them up from the lz#could be cool either way#level zero: extraction#house of ashes
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My old enemy: One Drive
#ffxiv#ffxiv spoilers#dawntrail#dawntrail spoilers#or in other words: no don't save me to the cloud i'm too sexy for that#so this is almost certainly tied to what happened during the attack but uh. why did that extractor take TWO things then#one of which was a different color from the sample extracted soul
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Tag drop: Solas
#[ solas: ic. ] the dread wolf inspired hope in my friends and fear in my enemies. not unlike “inquisitor” i suppose.#[ solas: inquiries. ] let me help you. / you cannot. there is no glory here. only a price that i alone will pay.#[ solas: countenance. ] i was solas first. “fen'harel” came later. an insult i took as as a badge of honor.#[ solas: introspection. ] war breeds fear. fear breeds a desire for simplicity. good and evil. right or wrong. chains of command.#[ solas: meta. ] just remember; an enemy can attack but only an ally can betray you. betrayal is always worse.#[ solas: etc. ] i have people; seeker. the greatest triumphs and tragedies this world has known can all be traced to people.#[ solas: mythal. ] they killed her. a crime for which an eternity of torment is the only fitting punishment.#[ solas: elvhenan. ] imagine beings who lived forever for whom magic was as natural as breathing. that is what was lost.#[ solas: fade. ] everything is a memory; they are easily muddied. they contain truths but reason and sense are required to extract it.#[ solas: skyhold. ] there is a place that waits for a force to hold it. there is a place where the inquisition can build… grow.#[ solas: inquisition. ] you created a powerful organization. and now it suffers the inevitable fate of such; betrayal and corruption.#[ solas: inquisitor. ] you hold the key to our salvation. you had sealed it with a gesture; and then i felt the whole world change.#[ solas: vhenan. ] you have a rare and marvelous spirit. in another world— / why not this one? / i can't.#[ solas: dorian. ] is that a problem for you? / no. no. you're a special and unique snowflake. live the dream.#[ solas: varric. ] you know what i like about you? your boundless optimism. / it's comforting that what qualities i lack; you invent.#[ solas: cassandra. ] i am impressed by your honesty and faith. it is a difficult path; but if anyone can walk it honourably. you can.#[ solas: cole. ] never forget your purpose; cole. it is a noble one. even if this world does not understand.#[ solas: vivienne. ] i leave you with the greatest curse of my people. dirthara ma. / what rustic curse is that? / 'may you learn.'#[ solas: blackwall. ] you have seen a great deal of battle. / we all have. / not like you. you live and breathe war. it's home to you.#[ solas: sera. ] i suppose now you’ll switch to how i’m the same but different? / you are the furthest from what you were meant to be.#[ solas: bull. ] what you think is what you say and do. / even peasants may find freedom in the safety of thought; you take even that.#tag drop#[ solas. ] to the people i was fen'harel. to my enemies i was the dread wolf. but i was neither. i was just solas.
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Back in business!
#got my data back#and a temporary backup laptop and a keyboard that i don't need to punch into submission to write on it#had to open up my old laptop and extract the hard drive to put it in another laptop#the little tinkering was actually fun#but of course the backup's keyboard won't write unless i roll for attack lol#out of witches
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Whenever I have "video game" dreams, they're always gradual horde survival/"last as long as you can"-esque dreams and I absolutely hate it. I hate those kinds of games as is because they stress me out so much, but now I'm physically in a scenario where more zombies and monsters keep showing up to rip my face off and murder me horribly.
I just wanted to pull a heist on a concert, not get swarmed by zombies and feel my spine get ripped out...
#dumb stuff#dreams#nightmares#i was robbing a hozier concert with a group of villains who i think were the league of evil exes?#the concert was in a massive train station with an arena stage for some reason#and i started noticing zombies attacking the crowd and slowly coming after me as well as angry ghosts#eventually there were too many and i was swarmed and felt the titular spine extraction#only to then get sent back in time by WESKER of all people who told me how to succeed#i needed to get what i can only describe as a lament configuration and get it to goddamn VASH from trigun to prevent the zombies#i woke up shortly afterward because i think even my brain was like ''aight this is getting weird and complicated and very indulgent''
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Would you ever move to the US?
yeah maybe! i hate y'alls political situations but some states definitely appeal to me. like i could see myself in boston or maybe rhode island. there's so much beauty in your country i would want to see it all someday! <3
#answered#texas and arizona appeal to me because of the warmth LOL#i've considered death valley before. thats how SICK i am of my country#im like yeah an average 50 degrees sounds about right#also worried about the food proportions.#we eat like its ww2 here i think if i saw an american sized burger in person would have a heart attack and die#im sorry ive always been an americaboo i think about living there constantly this question was curated for me specifically#because you peered into my soul and extracted it.
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Ngl girlies I haven't felt this bad in agessss
#Physically. What's wrong with me.#Feeling like I'm about to have a heart attack. Migraine. Throwing up. Shaking so bad. Tinnitus.#Going to the doctor rn but for something vastly different so I guess I might ask#Maybe I'm just missing some critical fuckin mineral or vitamin again idk my body doesn't know how to extract it from food#But overal it just feels like my pills aren't working?#The dissociation is fucky too#Keep me in ur thoughts fellas I fr feel like I'm gonna kick the bucket today
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you know when your car is making a noise so you take it to the mechanic and then it of course doesn’t make the noise yeah that is how pets act when you take them to the vet
#like. i got like maybe 9 hours of sleep total this whole weekend. several panic attacks. 3 calls to emergency vets.#2 almost actually getting in the car to go the emergency vet at 11pm last night. 1 day of her not eating.#and now she’s acting like none of thate ever happened and i made it all up LIKE#she didn’t even do the tongue thing tonight at ALL and she ate like normal i’m like girl.#it’s like she heard the vet say yeah she’s perfectly healthy aside from the extractions and she said yeah u know what? actually i was#being over dramatic lol#i’m like 💀 ok#i’m just glad she feels better and that i’ll actually get to get some fucking sleep tonight
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Concept for Richard <3
#keese draws#oc art#oc#lobotomy corporation#lobotomy corporation oc#lob corp#lob corp oc#girlies that corrode a little bit on purpose for the bit#she’s definitely a very weird character to brainstorm for due to how there really are no limits to what her past could have looked like#well I mean there is a limit in that she definitely didn’t have a normal life at least not during her adulthood#but outside of that it’s been difficult for me to decide how much I even want to define her backstory#it ultimately doesn’t rly matter much what her past looked like plus I kind of just. don’t want to know.#like bro is 40 I don’t want to know how many other multi year ‘bits’ she shoved into all that time#well more so I dont want to know what those bits were. her bits are at best funny for like a minute until they rapidly become upsetting#oh yeah btw she’s the attack dog I mentioned when talking abt kim 👍#although to be clear she was doing the dog bit since long before then#my extraction team sure does. exist.
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