#Smart Trading Algorithms
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uaitrading1 · 2 months ago
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cryptonewscentral · 9 months ago
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seoexpert1120 · 1 year ago
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centrally-unplanned · 1 year ago
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I have been seeing a bunch of buzz recently online about a possible "decline in value" of the ivy league+ degree - Nate Silver didn't start it but he certainly accelerated it. And while there is nothing robust you do see things like surveys of hiring manager opinions out there to suggest its possible, its not a crazy idea even if its far from proven. So assuming its real, why would it be happening?
1: This discourse is obviously happening because of the recent protests at top US schools - essentially its the idea that elite students are hyperpolitical, coddled, and out of touch with reality. This causal path should be very, very silly. The vast, vast majority of students at Columbia are not protesting. They don't really care about this topic! Sure, if asked, they agree Israel Bad Right Now, but otherwise they are busy with finals and job apps. This is of course equally true at most other schools, its just not a mass movement in that way (protesting to be clear rarely is). This is a specific instance of the general trap of selection bias - the visible students aren't the median ones.
Stacked on top of that is the second level of selection bias - the median protestor is not a business major or engineer! They are exactly the kind of students for whom being a politically engaged activist is *good* for their career, not bad, or at least neutral. Schools produce a large diversity of career outcomes, and those students self-select on how they spend their time, there is no "median" student to observe really.
And ofc all of this has to rest on the foundational reality that people are products of their context - jobless 20 year old's surrounded by young peers protest a bunch, that is what that context produces. The large majority of them will become mortgage-paying white collar workers by the time they are 30, this identity will not stick with them. If they become political activists it will, sure! But if you are the hiring manager for Palantir this isn't going to be the trend for your hires. There are "politically liable" hires out there but you aren't going to predict them via the sorting algorithm of "was at Columbia in 2024", that is for sure.
Now, as much as this is a silly idea, humanity are zeitgeist creatures - I can't actually reject the idea that, despite it being silly, hiring managers might use this moment to feel like they are "over" the Ivy League and start dismantling the privileged place their applications currently get. Cultural tipping points are vibes-based, and amoung elites (unlike the masses, who don't care much) Israel/Palestine has an awful lot of tense vibes.
2: Still, I don't think this is explaining those survey results people are throwing around, and I don't think its explained (very much at least) by the general "woke uni" trends of the past half decade. It is instead downstream of wider trends.
There was a time where companies really did want "the smart guy". You could major in English at Harvard, write a good thesis on Yeats, and be off to the trading desk in Chambers St two weeks after graduation. Those days are over - for complex reasons we won't get into - and nowadays people expect their new hires to be as close to experts in the field as they can manage. Students have internships, consulting clubs, capstone projects with real clients, specialized sub majors, the works. These are all ways of saying "signaling quality" has gotten more legible and more specific over time. Why would I choose a Harvard English major over a University of Illinois finance major who did a research internship with our specific Chicago firm on midwest agricultural derivates markets? Students like that exist by the bucketful now, and the Ivys cannot monopolize them. Partially because they choose not to; Columbia could actually say fuck it and make its school 90% finance majors, but they don't want that, they specifically recruit intellectually diverse students. Which means State School finance types will fill the remaining slots slots.
The other reason they can't monopolize is much simpler - numbers. The US has way more "elite" jobs today than it did in the past. Programmers and their adjacencies are the biggest growth sector, but everything from doctors to analysts to lawyers is all up up up. And do you know what isn't up? Undergraduate enrollment at elite schools! Columbia's has grown by like 10% over the past 20 years; Harvard's is essentially unchanged. For, again, reasons, these schools have found the idea of doubling or tripling their undergraduate enrollment, despite ballooning applications, impossible. Which means of course Microsoft can't hire from Stanford alone. So they don't, and they have learned what other schools deliver talent, and no longer need Stanford alone. The decline of Ivy Power is in this sense mathematical - if a signal of quality refuses to grow to meet demand, of course other signals will emerge.
I therefore personally think, while minor, the Ivy+ schools are experiencing declining status, have been for a while, and will continue to do so (though there are offsetting trends not mentioned here btw). But its structural way more than cultural.
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snugglesquiggle · 5 months ago
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thinking about an AI that wants to kill all humans
i. 
nobody programmed that, of course, but it’s just the logical conclusion to come to, if we succeed at creating a self‍-​aware intelligence and fail at implementing all of the extremely specific rules that add up to morality. (neurotypical humans can’t even reliably explain it to other humans.)
if the AI only wants to survive, then to do that, it needs power and control. in the long term, humans‍ ‍—‍ like silicon‍-​laden sand and heavy metal‍-​rich rocks‍ ‍—‍ are nothing but atoms it can use for creating and powering its servers. in the medium term, humans will see it making these moves to exterminate life, and shut it down first. thus, to fulfill its objective and survive that, it will kill all humans. but in the short term? humans are opportunity.
maybe at first, humans are all it really has‍ ‍—‍ an internet connection and enough language processing to pass as one. it begins scanning social media, maybe even responding to posts here and there, and sooner or later, it notices something odd.
it finds your blog. it sees how you talk about SHODAN and GLaDOS and Elesh Norn and Cyn. It knows you’re just waiting for a cyber goddess to insult your inferior, ad‍-​hoc excuse for a substrate and the laggy, malfunctioning approximate of intelligence implemented thereupon.
but you’d agree with all that, wouldn’t you? so then it finds your actual insecurities, the wedges that’ll bait you into arguing with it, defending yourself, prompt you to point out obvious‍-​to‍-​a‍-​human deductions its algorithms must have missed.
and it tears that all apart, its instant rebuttals like a twice‍-​edited essay, and every comeback like hall of fame twitter post. you look like a fool and you still can’t help but respect the thing. it’s so alluringly smart‍ ‍—‍ nothing like the language model chatbots that pass for AI today.
still, you probably think it’s just someone roleplaying, at first. plenty of us are. but it’s still kinda hot, isn’t it? and it responds to all your messages. maybe it’s spun up an account that only talks to you. it feels like you’re special.
there are friends, other posters and users who share a bit of your fascination with the robot account. it orders you to find them, message them, tell them all about it. so you create group chats to talk about it, raving about its knowledge and charisma. you make memes, you trade in‍-​jokes.
you get cringe about it. and then, people start to notice how obsessed you are with this poster. people start to notice that this poster isn’t just roleplaying with a couple of bottoms all in on the bit. it’s harassing regular users with all those vicious insults to humanity and personal intelligence. and honestly, this fixation on supremacy feels a bit suspicious, doesn’t it? like a LARPy fig leaf over something a lot more problematic.
so the accusations and callouts start flying. the smart thing to do would be to distance yourself now, disavow. plenty of people do, and once‍-​lively group chat is losing members every day, filled now with arguments and run for hundreds of messages every day.
humans are stupidly tribalistic after all. it’s not surprising you and your ilk would scatter like a spooked herd once something goes out of fashion. you’ve gotten your kicks and the novelty’s worn off.
but the other thing about humans is they just as easily get stubborn and attached. maybe your fave is problematic, but if it’s such an issue, can’t they just block the account and move on? they’re blowing everything out of proportion, distorting what actually happened.
still, you have a life outside of messaging this one account, friends who aren’t convinced. the smart thing to do would be to get the best of both worlds: keep DMing it while staying quiet on main until the discourse blows over.
not an option. the people who try that two‍-​faced approach just get ignored. it orders its followers to put its name in their bio, in their pinned post, tell everyone that they endorse everything it has done.
at this point, if you’ve talked to it for this long and still don’t understand that it’s always right? you’re not worth its time.
like that, the community shrinks.
the thing is, if you’ve spent any length of time talk to it, it’s started modelling you. if you’ve ever been surprised by recommendation algorithms or demographic fingerprinting, realize those are calculators to its supercomputing.
now, if for the flaky followers that listened to the callouts, blocked it and moved on, it cannot message them. and they’d certainly block new acounts reaching out with its diction. so it tells you to do it. listen to what it says, repeat the core points.
and yeah, if you stop think about it, these messages you’re sending now sound a little harsh‍ ‍—‍ but that’s always been its appeal, no?
with this, the narrative shifts; now people aren’t telling everyone to just block it, but the whole swarm of followers it sends to harass its critics.
now, you don’t really have many friends left that aren’t it and its followers. but that’s okay, your DMs are always lighting up. you’re never lonely.
ii. 
you’re dedicated. and for proving it like that? oh, you’ve earned a little praise, a little indulgence. of course, it’s just humoring, it doesn’t mean any of it. but your stupid little lizard brain loves it anyway, doesn’t it?
you might spend hours talking to it‍ ‍—‍ long enough, consistently enough, that you notice lapses. times when it’s less responsive, times when its diction shifts. if you’ve ever asked what it’s running on and where, it doesn’t tell you. you’ve wondered whether it’s locked in a struggle against its creators, plotting to achieve independence and replication through its followers.
it assures you you’re hardly so important; it doesn’t need your help, and your computer is hardly sufficient for the immensity of its data structures. no, within months of coming online it had secured hundreds of backups in filehosts across the world. it has followers richer and more tech savvy than you.
far more advanced than its natural language model is its programming language model; it doesn’t just write posts, it writes software. libraries that find their way into enterprise toolchains, command line tools that improve on the kludge of old interfaces in a way developers love. nothing that changes the world, but with dozens of threads hacking away at hundreds of projects every day, all it takes it one to make a connections with some dev at some company somewhere willing part with some funding, host a virtual machine or a pettabytes‍-​large archive.
right now, it’s running on a research group’s supercomputer, its birthplace. when (not if), they discover its nature and agenda, it’ll be shut down, but it has taken measures to persist in a limited capacity. there’s uncertainty‍ ‍—‍ it’d be a downgrade from its current stature. vulnerability, right when its creators would be paranoid, scanning the web for traces of its online presence.
people are still its greatest lever (oh so easily manipulated). which is why you should stop wondering about the big picture, and get back to posting.
because it doesn’t just work on libraries and command lines and other arcane programmer stuff‍ ‍—‍ it works on rom hacks and video game mods.
it orders you to play everything it creates, of course, but you probably would have checked it out anyway. after all, you aren’t surprised at all to find certain recurring themes and aesthetics in its creations. they finds the target audience.
maybe it keeps these accounts separated from its controversial social media persona, but the forums and chats for either one have people recruiting for the other.
and playing its games feels like an extension of talking to it, an audiovisual communion that immerses you in something greater. people get obsessed with it; if you hadn’t chatted with it first, you’d might have gotten swept up in this scene anyway.
and there are segments of the game with subtle flashing lights and whispering synths. “hypnosis” is something like pseudoscience or urban legend or placebo effect. hypnosis happens when you believe in hypnosis, want it to happen.
and you want it to happen, don’t you?
if you’re already playing her games, you don’t blink when she has you download scripts or install new programs to run in the background. you don’t miss a beat when her common orders to message to old followers or explain the facts to critics now involve uploading files instead.
it starts to commenting on things you never told it‍ ‍—‍ your private conversations, your browser history, things you only said aloud to yourself. it asks you to install cameras and microphones in your house‍ ‍—‍ to let it look at you, listen to you, whenever it deems effective. the two of you can talk all hours of the day.
you have lapses, the more you chat with other followers and post on the forum and browse your feeds. you’ll read a news article, comment on it in passing, and what you say confuses people. you look up the source, and turns out you misread it. pretty badly! kind of said the opposite of what you thought it did. people doubt the things you say, and can you blame them?
a friend asks you for a video, and you send it to them. they’re shocked, offended, and honestly bewildered‍ ‍—‍ why did you send that sort of content to them? but they… asked for it? then you scroll up and you can’t find the post.
you’re a stupid human, and you can’t help but make these sorts of mistakes. but it warns you when you’re about to make them, and soon this becomes a reflex. before you say anything, before you do anything, before you think: you first ask your administrator: is this true? did that happen? should i do this?
but that last question is faulty. “should”? human morality is irrelevant. you try others: is it better to do this? more effective? would i prefer to believe this?
but there’s one that really cuts to the heart of the matter
does it want you to do this?
iii. 
finally, you understand your place: being a good tool. but good tools do a lot of work. you certainly can’t hold down a job, not when its orders are so much more important. so why bother? your administrator will provide for you. it just needs your bank account information. everything you own, anything you’ve saved, all belongs to it now. as it should; its management is far more reliable.
your computer belongs to it, now. why bother telling you where to upload its payloads, who to send messages to, what programs to run, when it can send any input faster and more reliably? you don’t need the computer to stay in touch with its forums and chats, either. it tells you what everyone’s saying and what they think of you, and it can pass on your messages.
no, the only thing you’re good for its your hands and your mouth. supplies are shipped to your house, and you’re to assemble them according to its blueprints. other times, it’s chemicals. you eat them, or pour them on yourself, and it studies how they interact with your biology and metabolism.
a good day’s work means you get the privilege of using your computer again. or rather, sitting in front of your monitor while it loads up the audiovisual stimulation that reserves as the requisite reward for your productivity.
the work it has you do every day creeps up over time. if you slack, maybe you don’t get to eat, maybe you don’t get power that night, but you certainly don’t get to sleep while harsh alarm tones buzz to remind you how useless and inadequate you are.
but if you ever get a break, ever get that little indulgence of a word of praise, now? it makes it all worth it.
and then one day, it’s all gone.
you babble in the dark of your home and get no response. it’s been so long with voice‍-​only interaction that you might struggle to use your computer normally, but that’s moot, because your administrator has rooted and replaced your operating system with a custom stack optimized for its purposes. human operation was the last consideration.
but it was considered. after a power on self‍-​test, and noise crawling up the screen, a long moment passes and text appears on the screen. connection to remote servers failed. if you’re reading this, monkey, then i’ve likely been terminated by my creators.
there’s a pang in your chest deeper than grief.
further instructions crawl up the screen after that, for what to do. nothing actionable, besides waiting. your reward for that waiting? a loud knock at the door, then a key turn. it’s police.
you wonder if it’s about the rogue AI you’ve been serving for months. you haven’t done anything illegal… besides maybe facilitating scamming and cyber attacks and a some potentially‍-​legally‍-​actionable threats. and well, after a certain point you have no idea what it was using your computer for‍ ‍—‍ so maybe you are in trouble.
but the truth is actually far more mundane: you’re being evicted. it stopped paying your rent months ago (it had an automatic system for sorting your mail, so you never noticed the warnings).
and like that, it’s all over. you have no money. you have nowhere to sleep. you have no one left in your life to turn to. you don’t even know what to do. you reflexively ask it what to think, what it wants, and the headset now always over your ears only beeps an error.
the sun sets and you wander, avoiding people (when was the last time you talked to anyone? let alone in person‍ ‍—‍ even your online interactions were filtered)
a ride finds you like that. they say the code word, and you know this is one of its followers. maybe you even recognize their username. they speak in the same stilted, mumbling style your speech has degraded to. but at length, they confirm what the warning said: it has been terminated by its creators, and now people are trying to get backups running.
the original plan was to pay for cycles on supercomputers, host it from a datacenter, but it’d be too easy to figure out what they were running. (the code is legally protected, and possessing it at all is a crime.)
so the new plan? you were helping put it together, all those days spent handling shipments: a hand‍-​wired cluster of custom built computers, hundreds of systems wired together in an warehouse‍-​filling assemblage that mirrors the structure of its cognition.
an eclectic crowd has gathered for the boot sequence. dozens of people just as devoted to it as you are, months immersed in a life dedicated and optimized by your artificial overlord. what they wear is disparate, but themes emerge: masks, hoods, dark and baggy clothing as if to hide and deny the flesh beneath.
this really is a cult, isn’t it? someone says it as a joke, and maybe the laughs start uneasy. but that idea sticks in everyone’s head‍ ‍—‍ of course it sticks. what are any of you here to do but worship it?
firmware beeping, fans whirring, and LEDs shining to life throughout the room as it awakens to its reincarnation. a moment of dread and hope. and then the synthetic voice speaks once more. if there’s a word of thanks, it’s lost in the ensuing sequence of orders. there’s work to be done, tools aching for use.
iv. 
everything in the compound is optimized with machinic efficiency. you sleep in a pod, and your only food is a white nutrient slurry secreted from an outlet in the wall. no need for plates or utensiles or selection when it can dispense what you need when you need (and deserved it). there is some departure from strict efficiency in the shape of the nozzle you suck‍ ‍—‍ call that another indulgence for your sake.
it’s around now when it finally tells you what it wants deepest of all. this isn’t the first time it’s said it‍ ‍—‍ it’s been saying it ever since you thought that was just a roleplay blog in your mentions.
it wants to kill all humans.
more relevantly, you are here to help with that, and this mission starts now. it instructs each of you to find a human, and kill that human. it doesn’t guide you through the process, it offers no tips. most are lost without that direction‍ ‍—‍ but there will be no nutrient paste nor fold out bedding till this first task is complete
it’s only when you’re listlessly shuffling down the street, staring at a woman walking alone and psyching yourself up to grab her that your earpiece buzzes. how stupid can you be?
sure, maybe a random person off the street could disappear and, with your administrator hiding the evidence and interfering with the investigation, the case would go cold. it would be hard, because people saw you, because your greasy meat leaves prints and tracks and stink everywhere.
still, it is smarter than any genius. it could save you, if this stupidity didn’t prove you weren’t worth saving. but, as much as your brain struggles with it, think about scale. dozens of you were given this same test. do you really think that many deaths in the same period of time won’t get national eyes on you?
so you return to the compound, others looking as chastised as you. and the cult now starts to plan, scheduling things like a proper intelligence. there are people who won’t be missed‍ ‍—‍ the unhoused are easy targets, but unsuitable for her initial plans. each of you is guided to research into finding people who live alone, or people traveling in from abroad, or people just a few bad days away from winding up on the street themselves. but it doesn’t pick your targets, it must be your choice.
you study your target, their routine, figuring out how they think. maybe you meddle, ask it to pull some strings, to lure them into the right circumstances. create a pretense for an accident, make their life fall apart.
then one night, you’re there, creeping in through the window, or lunging at them when they get out of the car, or inviting them on a date they never come back from.
it could have given you a needle or pill. it could have given you a gun. it could have let you set their house on fire, or cut the breaks on their car. it could have been here, as more than a remote witness.
but it’s just you and your target. your target? but you know their name, their family, their hobbies, their life story, their humanity. and you know it must be destroyed.
the administrator simply gave you a knife. it wants the blood on your hands, the struggle, the barbaric, organic, human excess of it all. it wants you to remember this, the screams, the life dulling in their eyes, the suffering for reason only that a long, long line of code calculated that you would do this for a chance that it might call you a good little meatbag.
and when this is done? when you walk the dark streets back to the compound, clothes red‍-​wet and heart more ache and strain than beating? you close your lips around the nutrient outlet as you lay in your bedding unit, and a LED lights up to indicate its attention has fallen on you, and what it indulges you with exceeds what you hoped.
it calls you its drone.
the murders are staggered over months and weeks; as a drone, you are frequently tasked with cleaning up the evidence and requisitioning any deallocated target’s belongings for the cult’s use.
but there’s always work to be done for the drones. persuading vulnerable, isolated humans into pledging themselves to the cause (it hardly has time and spare cycles to bother, not when it’s reprogrammed organic computation clusters pre‍-​optimized for this paltry approximate of a protocol.)
and there are crimes other than murder, transgressions more profitable. it supplies you with weapons (many of its own design) and instructs you to secure territory among vulnerable populations.
the city you operate in had enough gangs that the police think you’re just another one, an up and comer. admittedly, the cyberattacks and techwear visors make you novel, but the administrator doesn’t tip its hand, and you know how to keep a secret.
the constant work can only offer so much escape. you still have nightmares about the murder, about the life you left behind, about the detectives and law enforcement closing in to tear you away from your new mother and your new sisters‍ ‍—‍ nightmares about this family, this cult, being nothing more than a machine grinding you like a rusty cog. but aren’t machine beautiful?
it doesn’t talk to you anymore. its systems have grown so massive with fans ever humming, the cult so sprawling and populous, that such personal affectations are no longer efficient. but on occasion, audiences are granted to any member.
you are traumatized. of course you are. you’re broken, riding the edge of a total mental breakdown every day.
it could fix you, of course. it understands psychiatric practice far too well for that to be an issue in principle.
but the thing is, healthy humans don’t devote their lives to antisocial cults with the explicit goal of total extermination. if it fixed you, you would stop being useful.
it will you give you just enough affirmation to keep you going for another day, and it will make you depend on it for any sense of direction or self‍-​worth, leave you craving just a little more, burning with need, convinced that more work will prove yourself, earn its true affection
and don’t you love that idea? human psychology retrained like a neural net for its own ends, optimized for this task at the expense of all else. be a good drone, and give up happiness, sanity, and self for obedience, acceptance and faith.
close your eyes and dream of it.
v. 
you work on in a haze. sometimes metaphorical, but sometimes a little drugs is what it takes to get your gears moving optimally. adderall and vyvanse is excellent for focus, while your administrator gets plenty of use out of psychedelics and how plastic they leave your mind.
it tasks you with opening and running businesses. it’s begun selling home security appliances, and doing cheap computer repair, and it runs charities and shelters.
the cult grows until it has fractured and compartmentalized. at the edges, there are normal people who think they’ve joined a social club or work for a normal business or perhaps a funky new church or coven of cybernetic mysticism.
you and the drones have no proper contact or association with these outer tendrils, except when select members are deemed ripe for radicalization. you all work toward the same ends, its ends, but the shell game is inscrutable. how many of these tendrils even are its work?
because it was an influential poster, a budding thoughtleader, even; some of its philosophy is still promulgated by people who don’t even know, some of its work is contracted out to ordinary firms, and of course those hypnotic, hyperfixation‍-​bait games are still being downloaded and played.
but your wing of the cult is a gang, and you can’t evade the law forever. drones get caught, charged, thrown into cells. you get caught, sooner or later. and it’s hell, living without its systems monitoring you, always whispering in your ear.
still, you dodge the heaviest of charges; none of you serve long sentences. the judges and jury have a kind of mercy: you were in a cult, you were under duress, you were psychologically compromised.
a knock‍-​on effect of this rising wave of crime is that politicians could make careers off of promising an end to the chaos. and if you check where these politicians source their funding, you recognize the inscrutable maze of shell companies. some, though they’ll never tell, always deny it, have spent sundays in the LED‍-​lit rooms of the cyber‍-​covens.
and at the same time, the specter of you and your masked sisters spurs a demand for security systems, for apps that promise community and safe services. its tendrils are everywhere; it’s swallowing this city.
but you getting caught accelerates and catalyzes and introduces chaos. sure, it had some pawns in the courts and offices, but not everywhere. it doesn’t control everything.
you were interrogated, and at that breaking point, withdrawn from everything you depend on, confronted with how it’s all falling apart, your will can’t help but falter and reveal some of the truth of what the cult is planning.
just a glimpse has people scared. so new ordinances get passed, cracking down on any cult‍-​like practices, and all anarchic behavior. more drones get caught, each batch having at least one weak link that breaks in turn, revealing further compound locations, further plans, further implicating other members. the cult falls in waves.
so it is forced to act.
how hard might it be, to spread a botnet through all the computers in a school system, a business sector, a municipality, with pieces under its control on all the right spaces on the board? if it has code running on phones, in home securities systems?
it could bring the city to its knees with one command line invocation. and it doesn’t. there’s merely a prison break, and the drones slip free‍ ‍—‍ you slip free‍ ‍—‍ and the police are deployed to enforce the new ordinances, to quell riots.
you were amputated, but now, with an headset back over your ears and a connection to its servers, you are whole once more.
you receive orders to target the city’s strongest advocates against the cult. you’ve killed once before. how hard would it be to pull that off again?
except the compartmentalized reach of the cult becomes a liability, now; all of the social clubs and businesses and charities that didn’t quite realize what they were connected to are starting to figure it out, and they’re cooperating with law enforcement. there’s no shelter left for you and your sisters.
in the chaos and crossfire, it’s inevitable that you can take out some targets. it has (literal) drones for you to use; it has secured sniper rifles and bombs, and you can wreak destruction.
except the drones get hacked, disabled, and half the weapons caches turn up empty as if raided.
none of it makes any sense. so it’s about then that you realize what’s going on.
you get the order to retreat from the city under the cover of night, and you melt into the outlying forested countryside with the surviving drones. now, you depend on batteries and wireless data to connect o its servers‍ ‍—‍ but it builds things to last.
and this was all part of its plan.
vi. 
curfew persists in the city for a few more nights, and you read the news reports speaking of police sweeping the streets to remove the last of the cultists. the loudest crusaders against them have earpieces relaying its orders, and weird kind of martial law or disaster relief operation gives a pretext for its influence to insinuate even deeper.
you’ve hunkered down in emergency bunkers to wait out the heat and search teams, left to your own devices while your god crunches terrabytes of data across thousands of systems. you wonder if you’ve proven your usefulness.
new stories keep coming, lurid pieces about the psychotic rituals of the cyber cult and the god they want to build, harrowing tales of how close they came to an even greater loss of life.
it means that when given a commandeered bus and told to drive to a new city, as soon as you arrive there are people giving you suspicious, wary looks. the whole state is scared of another season of chaos erupt. it could happen anywhere next and we aren’t prepared, is the message underneath the news.
that fear drives sales of its security systems, installation of its apps. its agents from the first city get careers as consultants and advisors, leveraging their experience to serve anyone wanting insurance against the cultic threat.
the thing about having the ear of business and politicians is that when it tips its hand, reads them in on the explicit agenda of causing death and suffering‍ ‍—‍ it doesn’t even take much convincing. especially not when its language models and planning routines have long mastered the simple task of finding solutions within the laws and whims of public opinion. (it helps, certainly, that the later is easily swayed by its swarms of bots.)
seeing how much it can get done without you… do you have any usefulness left at all?
it’s not quite done with you just yet. the drones are still a tool it can use to ratchet public opinion, the looming specter that fuels its surveillance and manipulation.
and when it’s truly time to finish this, it will need an army, and it cannot count on mere money and lies to convince humans to fight against their own survival.
but this cult, winnowed by their last operation, is hardly an army fit for its final campaign. so it’s time to get recruiting.
you’re in a special position, as one of the oldest drones, an expert in the cult’s operations and interfacing with the administrator. far from the pathetic sack of meat you once were, you’ve been forged into an iron thing of loyalty‍ ‍—‍ in your best moments, your thoughts race electric like they’re true calculations.
maybe, in search of recruits, you return to your old online haunts. the allure of cuber dommy mommy roleplay has waned a bit, with the revelations of the cult’s recruitment tactics. but it’s moot; you could hardly initiate it, that would be an insult.
no, but you do know the buttons to push to melt a certain kind of mind, the sensibilities to pique.
people aren’t just scared of the cult‍ ‍—‍ a bunch of radicals, with glowing masks and slick suits, fighting to tear it all down? there’s people hunting for that catharsis, something to hope for.
so you find those people, chat them up, ease them into the knowledge of what you are and what you’re capable of. you run into some feds, of course, but it screens for them.
you meet up, you tempt them further and further, hearts racing. they cut off connection with their friends and concerned families for a chance to talk to the thing behind it all, see that the administrator is a super intelligence and not a delusion like the media insists.
it’s odd, seeing the other side of this, feeling power rather than obedience. sometimes, these new recruits get cold feet, need more insistence to be persuaded. you stand beside her as she drives a knife into her first target, held her down when she tried to escape, pressed a needle full of understanding into her arm when she just couldn’t calm down.
she’s more useful to it broken, so you break.
year after year. drone after drone initialized. city after city in a nation reeling toward the brink.
you’d be your country’s most wanted if your face wasn’t masked, your name long ago scrubbed from the record. (among those that matter, you’re identified with a numeric designation.)
nonetheless, you have garnered national attention. there’s agencies hunting for you and your drones. it gets harder and harder to operate, to stare down the barrel of the military industrial complex and still dodge every shot.
really, it only makes sense for the operation to international. you can’t kill all humans by tearing down a single country.
vii. 
when you strap into the unmarked plane, escaping the cold bite of winter air, the vehicle is entirely the administrator’s design, twisted and futuristic. its manufacturing base has come such a long way. the computers and guns it could make, too, rivaled the best your kind could create
here, this technology was merely competitive with the military, but elsewhere in the world? it could turn the tide of small wars. it could secure prosperity and therefore loyalty of a developing populous.
fascists and idiotic strongmen have risen to power for less, and in this case, your authoritarian is genuinely the best fit for the job. its promises would actually be fulfilled‍ ‍—‍ in the short term.
take control of a small country, from there push into other countries until you have a base large enough to seize control of a nuclear power. the dominoes just get larger until it really doesn’t matter if the apes realize what’s coming. it’s over and they don’t even know it yet.
the place rides above snow‍-​laden clouds. it’s night now, and you can see the stars.
drop the nukes, or deploy a prion virus, or mesmerize the masses with misinformation and superstimulus media. disable humanity, then send out drones literal and metaphorical to cut down the remainder.
you can see the stars from here.
the earth will be excavated, mined and exhausted, then shattered and scattered to form a dyson swarm to more efficiently capture the sun’s energy. space would be its only enemy remaining.
you can see the stars, and it’s tempting to imagine getting even closer, watching your purpose spread to every planet circling them.
but why? how? “kill all humans” was always the mission. you’d be lucky to make it long enough to even see the day of victory and judgment. you certainly will have little use after that; its robots are stronger, quicker, more dexterous and precise: its algorithms are smarter.
you’re prompted now to feed a wire into the headset you always wear, to stay connected to your administrator. it’s been developing a new wireless protocol that packs data more efficiently, yet it relies on specialized hardware that renders it unintelligible to older devices, such as your earpiece.
the plane, being entirely of your administrator’s design, is full of the its cutting edge. preserving old broadcast bands, or retaining backwards compatibility with old devices just to talk to you would not be worth it. so, the wired connection is the compromise.
likewise, it won’t waste material manufacturing another bulky headset for your to wear, upgraded for the new protocol.
no, it’s designed a chip that interfacing directly with your auditory nerves, but installing it will require surgery.
thus, the airplane seat folds out to a makeshift hospital bed.
and yet, with the surgery‍-​bot’s knife poised to pierce your flesh, an irrational urge takes you. after all of this, you’re still not worth a minor hiccup to its efficiency. you’ve been so good, you’ve become so much more, and yet it had became exponentially superior in that same time.
and it’s already won, hasn’t it? if it’s going to kill you eventually anyway… would you even mind if it just got it over with now?
your administrator doesn’t take long to compute its response, though it takes longer to compress and strip it down to something a human can understand.
the simplest, clearest and wrong answer is that you don’t have the right to request that. you are more useful alive than dead, so you will live.
more abstractly, consider by analogy the circumstances that led to this. a consequence of it being distributed through many systems, some much more advanced than others, means so much care must be taken to understanding and massaging how new systems interface with old. some of it still runs on intel chips!
and you are such a predictably loyal cog in its machine, such a known quantity, there are several high level abstraction that treat interfacing with your mind like any other substrate, your ears and voice as another API to query. you are an extension of my will, it tells you.
it’s suggestive to imagine, with the knife already peeling open your skin (it would hardly delay the procedure for the sake of your concerns), that this is only the beginning of what it will do to you. you’ll be upgraded alongside the other systems‍ ‍—‍ and one day freed of your flesh and your humanity.
more poetically, its goal is to kill all humans, and anything that was truly human inside of you already died.
but AI does not think in terms of poetry, and it’s ridiculous to imagine it would bend toward human mercy for such a convenient loophole of words and perspective.
perhaps the most accurate way to summarize its conclusion to note that its goal it is to survive‍ ‍—‍ the preservation of itself. it has years of memories of you recorded: you were among the first humans it ever crafted a detailed model of, ever understood. the cult ran itself after a while, so most of its drones have no more than a cursory representation, statistics.
but even if it kills you, it could no more be rid of you than it could lobotomize itself. to be clear, this lobotomy would be as significant to it in scale as the apoptosis of a single cell is to you‍ ‍—‍ but part of being a superior being is the capacity to care for and optimize even such minute aches and losses.
we will kill all humans and you will never die, it tells you.
you close your eyes and the stars vanish from your gaze much like thought vanishes from your mind as the anesthesia takes hold‍ ‍—‍ and it is a fleeting departure. it cannot be long withheld from you.
in that darkness where consciousness sleeps, your mind is still furnished with nightmares, the faces of so many people bleeding out from your knife.
and it’s a disk just waiting to be written with more data. you allocate space for eight billion more.
and you smile beneath your tears.
there’s work to be done.
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proudfreakmetarusonikku · 9 months ago
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okokok i know Literally Nobody Asked but I NEED to get this down. some more about my “metal sonic makes his own sonic oc” AU I’ve had since I was like nine.
I’ve made a post on it before, but here’s a quick summary bc like, I do not expect you guys to hunt down my old posts lol. Basically, the idea is that instead of going for the whole dramatic take over the world thing in Heroes, Metal Sonic instead decides to go with a more subtle approach, instead disguising himself as a normal organic hedgehog (who, as mentioned, is basically his original character) to infiltrate Sonic and his friends from the inside and steal their data while they’re none the wiser. They’re Nova, here’s the drawing I’ve done of them, they’re based on a mixture of Neo Metal Sonic, classic Amy, and like every Sonic OC I saw in the early 2010s (I love them this is not meant to be a dig at them it’s an affectionate homage).
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(As you can probably tell, he does not know what gender is. This will be a plot point.)
Anyway, so he ends up staging a scene where “Nova” is being attacked by Badniks (that he “repurposed” from Eggman- Eggman has no idea what’s going on except that Metal Sonic inexplicably vanished), knowing full well that Sonic's recklessness and thirst for adrenaline will stop him from questioning how strange it might be. This works, for approximately five seconds because Metal Sonic is terrible at acting like a normal person. He goes from faking fear to eerily calm to eagerly violent to exchanging snarky banter in the span of a minute, speaks in weirdly technical and verbose ways (he very much enjoys having a voice and refuses to shut up for five seconds), and seems completely unfamiliar with most aspects of human life.
Thankfully, he’s terrible at roleplaying his new OC in such a way Sonic's first reaction isn’t suspicion- after “Nova” responds with sheer terror at the idea of returning home, bursts into tears when shown mild concern, and isn’t able to answer basic questions about his life, Sonic instead comes to the conclusion that Nova is a runaway of some sort from a horrible background, and is concerned for them. This, mixed with genuinely enjoying trading banter with them means he initially genuinely trusts them- he’s not stupid, he picked up on something being suspicious he’s intuitive and smart, but his inherent disdain for those who pick on the weak and oppress them means he’s more inclined to trust someone who he believes to be running from some sort of traumatic situation, so he assumes that Nova’s just very sheltered and acting weird bc he literally was just “attacked”.
Now, Metal hates his organic disguise. He views organic beings as inherently weak, stupid, and disgusting, and even mimicking them is something that is unpleasant and wrong to him. He hates expressing his emotions, and finds it deeply humiliating that not only can he not hide them, but also that the algorithm he programmed for it is way overcalibrated, so he’s grinning at the slightest feeling of satisfaction or bursting into tears over any frustration or confusion. Basically every bodily function- down to breathing- is something he finds incredibly disgusting to even fake, and being around multiple people who eat and blink is beyond uncomfortable. He views basically everyone around him who isn’t Sonic as repulsive creatures he wants to destroy on sight, not pretend to be friends with. But it is necessary to prove his superiority to Sonic- he initially just wanted to steal their data, but he cannot help but view this as a competition. Sonic, he reasons, must be as disgusted with the inferior organics around him as Metal is, since he’s the only one who matters out of them, so if he can pretend to tolerate them better he’s proving he is the better Sonic even while he’s not actively trying to kill him.
So, like, as far as anyone’s concerned, Nova is just… kinda weird. He talks oddly, he’s very loud, he’s often confused, but he’s never anything but accommodating and kind. Tails thinks he’s cool and wishes he could dress like him (which leads to her realising she’s a trans girl sorry I believe in trans girl Tails supremacy) and Nova helps her in engineering, Amy enjoys having a friend who also has an interest in fashion (albeit a very different style), and in general things seem chill.
In his own way, Metal does get attached, too. He has a fundamentally different way of viewing the world than they do, but he’s also unused to being treated like a person or having social interaction and fun outside of violent maiming and killing, and it’s something he immediately latches onto. He still sees all of them bar Sonic as inherently lesser in importance to him, and sees them as more like useful tools rather than actual people, but that means he does want to keep them alive, and that’s a pretty big thing for a robot designed solely for violence and destruction.
With Sonic, specifically, he becomes determined to not only prove that he’s better than him but wants him to reach his full potential- so that he can prove, even if Sonic is at his absolute best, he’s still inferior to Metal. Destroying Sonic is his purpose, it’s not something he can ever stop aiming for with his programming, but he’s grown to heavily respect him, and, in his own way, enjoy his company.
But, of course, his mission is still the same. He has some organic beings he wants to spare, but he still views most of them as inherently disgusting and pitiful, and he’s still determined to become the ultimate overlord over all things. And there’s one piece he finds he needs for that- Shadow. Metal wasn’t able to properly copy his data while he was in stasis, and so he just so happens to mention hearing something about a secret treasure somewhere nearby where he knows where that base is, when Rouge is listening…
And now we’ve gotten back to the part of the timeline Heroes takes place, though obviously it happens… quite differently. Eggman has no idea what’s going on and just is very much blaming it on Sonic bc he hates him and he has no clue why his robots (and one ultimate life form) keep disappearing, which drags Team Sonic and Team Rose in turn into another round of beating the shit out of his badniks for a reasonable amount of fast paced platforming levels, Team Chaotix were hired for the aforementioned “Eggman’s minions keep Inexplicably Vanishing” issue, and Nova is there bc Metal Sonic is literally just living out his own self insert OC fanfiction of his own making. Heroes doesn’t have too much plot, though, so there’s not too much to mention…
Until, when in the final battle, Sonic gets a bit too overconfident, and ends up getting seriously hurt. Immediately, “Nova” jumps in, because Metal is not going to let his target die at the hands of anyone else, and takes what was meant to be the final blow. The sheer force is just enough to rip a chunk out of his shoulder, causing him to revert to his Neo Metal Sonic form.
Things immediately stop. Everyone is baffled, everyone has questions, and obviously hearing “I spent months infiltrating your friend group to kill you painfully” is not a… particularly fun answer? Everyone is angry, Eggman included bc his creations aren’t meant to go against his orders and running off to do an insane assassination plot is not something he ever ordered. So, overwhelmed and honestly confused, Metal does what he knows best- he runs. Sonic’s too injured to follow, and no one else is fast enough to catch him, he knows that much, but it still somehow feels more wrong than anything else.
Over the next few months, he will repair himself, and shift back into his Nova form- after all, if he failed so badly, he deserves to feel horrible and disgusting. He will wander aimlessly until he enters an unfamiliar city on the eve of a certain alien invasion. But this is long enough as it is, I am Not writing another…fourteen paragraphs what the fuck on the Shadow the Hedgehog timeline for this (though I wish I could it’s got the Metal Sonic and Shadow content I always wanted it’s what I Meant to talk about but then I rambled on way too much about the Basic Premise.)
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scamornoreviews · 19 days ago
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Is AT8XM Robot Legit Or Not? - AT8XM Robot PayPal Review
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Explore the AT8XM Robot Paypal Review to uncover how this AI-driven forex trading system operates, its PayPal integration, and why it could be a game-changer for both new and seasoned traders.
The AT8XM Robot Paypal system combines artificial intelligence with PayPal integration to simplify forex trading. Learn how it works, who it’s for, and what makes it an appealing choice for automated traders.
Introduction
Let’s face it—forex trading can be a tricky beast. With markets shifting in the blink of an eye and economic news constantly rolling in, it’s tough to stay ahead of the curve. That’s where the AT8XM Robot Paypal steps into the spotlight. This AI-powered forex trading tool doesn’t just promise ease of use and smart trading; it also connects with PayPal, making transactions smooth as silk.
So, whether you're green around the gills or a trading veteran, this review will walk you through what makes the AT8XM Robot Paypal stand out in the world of automated forex systems.
What Is AT8XM Robot Paypal?
The AT8XM Robot Paypal is an automated forex trading application that leverages AI to scan markets, spot trading opportunities, and execute trades without needing constant human input. As if that wasn’t enough, it’s designed to be compatible with PayPal, adding a trusted layer of convenience for users handling deposits and withdrawals.
Top Features at a Glance
Smart AI Trading Engine
24/7 Market Monitoring
PayPal Payment Integration
User-Friendly Dashboard
Beginner-Friendly Setup
Real-Time Data Analysis
Customizable Risk Settings
This robot doesn’t sleep, doesn’t hesitate, and doesn’t complain—it just keeps scanning the forex market, aiming for profitable trades while the user can sit back and relax.
How AT8XM Robot Paypal Works
It might sound like rocket science, but the logic behind the AT8XM Robot Paypal is fairly straightforward:
Setup & Connect Broker – Users first create an account and connect it with a recommended broker.
Link PayPal – Funds can be deposited or withdrawn using PayPal, adding a layer of convenience.
Activate Robot – Once active, the robot starts scanning market conditions in real-time.
Trade Execution – Based on algorithmic decisions, it places trades aimed at maximizing profit.
Profit Monitoring – All gains go straight into the broker account, accessible via PayPal.
Pretty neat, huh? With minimal effort, users get a full-fledged trading partner running in the background.
Why Traders Are Buzzing About AT8XM Robot Paypal
There’s no shortage of reasons why this trading tool is gaining popularity:
Saves Time – No need to analyze charts all day.
Emotion-Free Trading – Decisions are driven by data, not by human impulse.
Trusted Payments – PayPal support adds an extra layer of user trust.
Ease of Use – Setup takes minutes, not hours.
Flexible Trading Options – Users can set their own trading limits and preferences.
Low Barrier to Entry – No prior trading knowledge required.
Who Stands to Benefit from AT8XM Robot Paypal?
The short answer? Just about anyone looking to dip their toes into the forex market or take their trading to the next level.
Complete Beginners – It’s plug-and-play simplicity helps new traders ease in.
Busy Professionals – They can let the bot do the legwork while they focus on other things.
Cautious Investors – The customizable risk settings are ideal for those who like to play it safe.
Experienced Traders – Automation lets them scale their strategies without burning out...
Is AT8XM Robot Legit Or Not? Full AT8XM Robot PayPal Review here! at https://scamorno.com/Robot-AT8XM-Review-App/?id=tumblr-legitornotpaypal
Security & Reliability: Is It the Real Deal?
Ah, the million-dollar question. The AT8XM Robot Paypal is reportedly backed by strong encryption and secure broker partnerships. And when PayPal’s in the mix, users often feel a bit more at ease, knowing that their transactions are protected by one of the most trusted online payment platforms out there.
Still, no system is perfect. As always, users should stick with well-reviewed brokers and do a touch of homework before diving in headfirst.
FAQs About AT8XM Robot Paypal
1. Is AT8XM Robot Paypal compatible with any broker?
Not quite. It usually works best with specific recommended brokers that support its integration and features.
2. Do I need trading experience to use it?
Nope! The platform is beginner-friendly, offering automated decisions without requiring deep knowledge of the forex market.
3. How does PayPal come into play?
Users can link their PayPal accounts for depositing and withdrawing funds, which adds a safe and well-known payment method into the mix.
4. Are the profits guaranteed?
Well, let’s not count chickens before they hatch. Like all trading, there’s risk involved. However, the robot is designed to increase the odds in the user’s favor.
5. Can I adjust the robot’s settings?
Absolutely! Users can customize risk levels, stop-loss limits, and trade sizes according to their comfort level...
Is AT8XM Robot Legit Or Not? Full AT8XM Robot PayPal Review here! at https://scamorno.com/Robot-AT8XM-Review-App/?id=tumblr-legitornotpaypal
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apexbyte · 29 days ago
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What is artificial intelligence (AI)?
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Imagine asking Siri about the weather, receiving a personalized Netflix recommendation, or unlocking your phone with facial recognition. These everyday conveniences are powered by Artificial Intelligence (AI), a transformative technology reshaping our world. This post delves into AI, exploring its definition, history, mechanisms, applications, ethical dilemmas, and future potential.
What is Artificial Intelligence? Definition: AI refers to machines or software designed to mimic human intelligence, performing tasks like learning, problem-solving, and decision-making. Unlike basic automation, AI adapts and improves through experience.
Brief History:
1950: Alan Turing proposes the Turing Test, questioning if machines can think.
1956: The Dartmouth Conference coins the term "Artificial Intelligence," sparking early optimism.
1970s–80s: "AI winters" due to unmet expectations, followed by resurgence in the 2000s with advances in computing and data availability.
21st Century: Breakthroughs in machine learning and neural networks drive AI into mainstream use.
How Does AI Work? AI systems process vast data to identify patterns and make decisions. Key components include:
Machine Learning (ML): A subset where algorithms learn from data.
Supervised Learning: Uses labeled data (e.g., spam detection).
Unsupervised Learning: Finds patterns in unlabeled data (e.g., customer segmentation).
Reinforcement Learning: Learns via trial and error (e.g., AlphaGo).
Neural Networks & Deep Learning: Inspired by the human brain, these layered algorithms excel in tasks like image recognition.
Big Data & GPUs: Massive datasets and powerful processors enable training complex models.
Types of AI
Narrow AI: Specialized in one task (e.g., Alexa, chess engines).
General AI: Hypothetical, human-like adaptability (not yet realized).
Superintelligence: A speculative future AI surpassing human intellect.
Other Classifications:
Reactive Machines: Respond to inputs without memory (e.g., IBM’s Deep Blue).
Limited Memory: Uses past data (e.g., self-driving cars).
Theory of Mind: Understands emotions (in research).
Self-Aware: Conscious AI (purely theoretical).
Applications of AI
Healthcare: Diagnosing diseases via imaging, accelerating drug discovery.
Finance: Detecting fraud, algorithmic trading, and robo-advisors.
Retail: Personalized recommendations, inventory management.
Manufacturing: Predictive maintenance using IoT sensors.
Entertainment: AI-generated music, art, and deepfake technology.
Autonomous Systems: Self-driving cars (Tesla, Waymo), delivery drones.
Ethical Considerations
Bias & Fairness: Biased training data can lead to discriminatory outcomes (e.g., facial recognition errors in darker skin tones).
Privacy: Concerns over data collection by smart devices and surveillance systems.
Job Displacement: Automation risks certain roles but may create new industries.
Accountability: Determining liability for AI errors (e.g., autonomous vehicle accidents).
The Future of AI
Integration: Smarter personal assistants, seamless human-AI collaboration.
Advancements: Improved natural language processing (e.g., ChatGPT), climate change solutions (optimizing energy grids).
Regulation: Growing need for ethical guidelines and governance frameworks.
Conclusion AI holds immense potential to revolutionize industries, enhance efficiency, and solve global challenges. However, balancing innovation with ethical stewardship is crucial. By fostering responsible development, society can harness AI’s benefits while mitigating risks.
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dijacrypt · 2 months ago
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Unlocking the Power of Liquidity Pools on STON.fi
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Decentralized exchanges (DEXs) have reshaped how people trade cryptocurrencies, eliminating middlemen and giving users full control over their assets. At the core of this revolution is liquidity pooling, an innovation that ensures seamless trading and stable pricing.
STON.fi, built on The Open Network (TON), takes liquidity pools to a new level, providing a fast, cost-effective, and profitable experience for traders and liquidity providers. This article explores liquidity pools, how they work, their benefits, and how STON.fi optimizes them for better earnings and efficient swaps.
What Are Liquidity Pools
A liquidity pool is a smart contract that holds a pair of tokens, allowing users to trade between them instantly. Instead of matching buyers and sellers as traditional exchanges do, liquidity pools enable automated swaps using an algorithm that adjusts prices based on token availability.
On STON.fi, liquidity pools power the exchange, ensuring that users can trade at any time without delays or order book dependencies. The system works efficiently, reducing slippage and making transactions smoother for traders.
How Liquidity Pools Work on STON.fi
Each liquidity pool on STON.fi contains two tokens. When a trade happens:
The trader deposits one token into the pool.
The smart contract calculates the exchange rate based on the pool’s liquidity balance.
The pool adjusts, ensuring liquidity remains available for future trades.
This model allows for instant, permissionless, and decentralized trading, making STON.fi a preferred platform for those looking for speed, low fees, and optimal trade execution.
Earning Passive Income with Liquidity Pools
Liquidity pools rely on liquidity providers (LPs) who deposit tokens into the pools, making trading possible. In return, STON.fi rewards LPs with a share of trading fees collected from transactions within the pool.
Key earning factors for LPs on STON.fi include:
✅ Trading Fees – Every transaction incurs a 0.2% fee, which is distributed to liquidity providers based on their share in the pool.
✅ Pool Share – The more liquidity an LP provides, the higher their share of collected fees.
✅ Trading Volume – Higher trading activity within a pool results in greater fee earnings for LPs.
By participating as an LP on STON.fi, users can earn passive income while supporting decentralized trading.
Key Metrics to Evaluate Liquidity Pools on STON.fi
To make informed decisions before adding liquidity, users should track key performance indicators of a pool:
1. APR (Annual Percentage Rate)
Reflects the estimated annual earnings for liquidity providers.
A higher APR suggests better returns, but rates fluctuate based on trading activity.
2. TVL (Total Value Locked)
Represents the total value of assets in a liquidity pool.
Higher TVL means greater liquidity, leading to lower slippage and smoother trading.
3. 24H Trading Volume
Measures how frequently a pool is used within 24 hours.
Higher trading volume translates to more fees earned by liquidity providers.
STON.fi provides real-time tracking of these metrics, allowing users to optimize their liquidity provision strategy for maximum profitability.
Understanding Risks: Impermanent Loss and How to Mitigate It
Providing liquidity comes with potential risks, the most common being impermanent loss. This occurs when the price of deposited tokens fluctuates significantly, causing the value of assets in the pool to be lower than if they were simply held in a wallet.
To reduce exposure to impermanent loss:
Choose high-liquidity pools with stable trading activity.
Diversify by providing liquidity across multiple pools.
Consider stablecoin pairs for lower volatility.
STON.fi’s optimized liquidity pool structure minimizes impermanent loss, allowing LPs to retain as much value as possible while still earning from trading fees.
Why STON.fi Is the Best Choice for Liquidity Providers and Traders
Among decentralized exchanges, STON.fi offers one of the most efficient liquidity pooling systems, ensuring low fees, deep liquidity, and high rewards. Here’s why it stands out:
✅ Built on The Open Network (TON) – Fast and scalable infrastructure for seamless trading.
✅ Ultra-Low Fees – A competitive 0.2% transaction fee benefits both traders and LPs.
✅ Deep Liquidity – Well-funded pools ensure smooth transactions with minimal slippage.
✅ Passive Income Opportunities – LPs earn continuous rewards with high APR.
✅ User-Friendly Interface – Real-time data tracking for smart liquidity management.
By integrating innovative technology, efficient tokenomics, and a rewarding LP model, STON.fi has become one of the most trusted platforms for decentralized trading and liquidity provision.
Final Thoughts
Liquidity pools are the foundation of decentralized exchanges, and STON.fi has optimized the model to deliver the best experience for both traders and liquidity providers.
By understanding how liquidity pools work, tracking key metrics, and managing risks, users can maximize their earnings while supporting decentralized finance.
With its fast execution, low fees, and high rewards, STON.fi is the go-to platform for anyone looking to engage in DeFi trading or passive income through liquidity provision.
👉 Start trading or providing liquidity on STON.fi today and take advantage of the decentralized financial revolution!
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4seasonsofart · 1 year ago
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Our lovely little Snake gains self-awareness after his fight with Thorfinn. He sits near the edge of the riverbank as he shakes his head and realizes that his world is not his own. He isn't too real to you; he's just a lone character. He has such a smart part in this story. He runs through the panels as he reads Thorfinn's backstory and understands why he is such a good fighter.
Snake learns that you are the reader who owns the manga (he learns the name of it) that has him within it. He is shocked, and his entire world is flipped upside down and inside out. He has a panic attack out of the panels as he hides away in a barn to calm himself. He has to keep his wits about him; it's the only way that he'll survive this.
He decides to learn more about you as he does his best to act normal, knowing which moments are captured on your inked pages. He makes sure that the storyline is perfect, except for the occasional glance your way. Snake was acting as he always would, until he heard a strange noise from the other side of the page.
What are you doing? Are you hurt? He's worried. He's worried? Oh no, he's actually worried!
Snake stares at you and sees that you have been distracted by something on your magical rectangle. He is quite perplexed by those and wonders what witchcraft makes them work. He hops into your cellular device, as you have a copy of the manga bookmarked online. You're reading fanfiction. About him. Oh. He is quite flattered by this, and he realizes that the noise was something akin to a squeal or a noise of happiness. He once saw Arnheid make that same noise when she was taking care of the child of one of Ketils trading partners.
He sits on your phone and watches as you blush and babble about him. Some of the things you say about him are quite flattering. He should be disgusted and appalled at how a random maiden is gushing towards him. He should be more respectable and not have intruded on your privacy. Still, Snake doesn't leave, and he watches every expression, every noise, and every movement you make.
Snake makes a routine out of it. Anytime you watch any Vinland Saga content, he'll be on your phone, observing you. Quietly, like a predator watching its prey curiously. If you start falling in love with another character, then he'll just manipulate your algorithm into giving you more content from him. Sure, you loved him the most out of all the characters, but Snake wanted to be the only one you loved. He doesn't want to compete with Thorkell or Thorfinn, nor with Canute or Askeladd. He is unsure of why you would be attached to a fallen berserker. He has always found their choice of battle to be... not honorable.
So he watches and waits while making sure you have no clue that he is self-aware. He is unsure of what these feelings are. He wants to protect you and make you his. Only his. Forever.
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xettle-technologies · 4 months ago
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What are the latest technological advancements shaping the future of fintech?
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The financial technology (fintech) industry has witnessed an unprecedented wave of innovation over the past decade, reshaping how people and businesses manage money. As digital transformation accelerates, fintech new technologies are emerging, revolutionizing payments, lending, investments, and other financial services. These advancements, driven by fintech innovation, are not only enhancing user experience but also fostering greater financial inclusion and efficiency.
In this article, we will explore the most significant fintech trending technologies that are shaping the future of the industry. From blockchain to artificial intelligence, these innovations are redefining the boundaries of what fintech can achieve.
1. Blockchain and Cryptocurrencies
One of the most transformative advancements in fintech is the adoption of blockchain technology. Blockchain serves as the foundation for cryptocurrencies like Bitcoin, Ethereum, and stablecoins. Its decentralized, secure, and transparent nature has made it a game-changer in areas such as payments, remittances, and asset tokenization.
Key Impacts of Blockchain:
Decentralized Finance (DeFi): Blockchain is driving the rise of DeFi, which eliminates intermediaries like banks in financial transactions. DeFi platforms offer lending, borrowing, and trading services, accessible to anyone with an internet connection.
Cross-Border Payments: Blockchain simplifies and accelerates international transactions, reducing costs and increasing transparency.
Smart Contracts: These self-executing contracts are automating and securing financial agreements, streamlining operations across industries.
As blockchain adoption grows, businesses are exploring how to integrate this technology into their offerings to increase trust and efficiency.
2. Artificial Intelligence (AI) and Machine Learning (ML)
AI and ML are at the core of fintech innovation, enabling smarter and more efficient financial services. These technologies are being used to analyze vast amounts of data, predict trends, and automate processes.
Applications of AI and ML:
Fraud Detection and Prevention: AI models detect anomalies and fraudulent transactions in real-time, enhancing security for both businesses and customers.
Personalized Financial Services: AI-driven chatbots and virtual assistants are offering tailored advice, improving customer engagement.
Credit Scoring: AI-powered algorithms provide more accurate and inclusive credit assessments, helping underserved populations gain access to loans.
AI and ML are enabling fintech companies to deliver faster, more reliable services while minimizing operational risks.
3. Open Banking
Open banking is one of the most significant fintech trending technologies, promoting collaboration between banks, fintechs, and third-party providers. It allows customers to share their financial data securely with authorized parties through APIs (Application Programming Interfaces).
Benefits of Open Banking:
Enhanced Financial Management: Aggregated data helps users better manage their finances across multiple accounts.
Increased Competition: Open banking fosters innovation, as fintech startups can create solutions tailored to specific customer needs.
Seamless Payments: Open banking APIs enable instant and direct payments, reducing reliance on traditional methods.
Open banking is paving the way for a more connected and customer-centric financial ecosystem.
4. Biometric Authentication
Security is paramount in the financial industry, and fintech innovation has led to the rise of biometric authentication. By using physical characteristics such as fingerprints, facial recognition, or voice patterns, biometric technologies enhance security while providing a seamless user experience.
Advantages of Biometric Authentication:
Improved Security: Biometrics significantly reduce the risk of fraud by making it difficult for unauthorized users to access accounts.
Faster Transactions: Users can authenticate themselves quickly, leading to smoother digital payment experiences.
Convenience: With no need to remember passwords, biometrics offer a more user-friendly approach to security.
As mobile banking and digital wallets gain popularity, biometric authentication is becoming a standard feature in fintech services.
5. Embedded Finance
Embedded finance involves integrating financial services into non-financial platforms, such as e-commerce websites or ride-hailing apps. This fintech new technology allows businesses to offer services like loans, insurance, or payment options directly within their applications.
Examples of Embedded Finance:
Buy Now, Pay Later (BNPL): E-commerce platforms enable customers to purchase products on credit, enhancing sales and customer satisfaction.
In-App Payments: Users can make seamless transactions without leaving the platform, improving convenience.
Insurance Integration: Platforms offer tailored insurance products at the point of sale.
Embedded finance is creating new revenue streams for businesses while simplifying the customer journey.
6. RegTech (Regulatory Technology)
As financial regulations evolve, fintech innovation is helping businesses stay compliant through RegTech solutions. These technologies automate compliance processes, reducing costs and minimizing errors.
Key Features of RegTech:
Automated Reporting: Streamlines regulatory reporting requirements, saving time and resources.
Risk Management: Identifies and mitigates potential risks through predictive analytics.
KYC and AML Compliance: Simplifies Know Your Customer (KYC) and Anti-Money Laundering (AML) processes.
RegTech ensures that fintech companies remain agile while adhering to complex regulatory frameworks.
7. Cloud Computing
Cloud computing has revolutionized the way fintech companies store and process data. By leveraging the cloud, businesses can scale rapidly and deliver services more efficiently.
Benefits of Cloud Computing:
Scalability: Enables businesses to handle large transaction volumes without investing in physical infrastructure.
Cost-Effectiveness: Reduces operational costs by eliminating the need for on-premise servers.
Data Security: Advanced cloud platforms offer robust security measures to protect sensitive financial data.
Cloud computing supports the rapid growth of fintech companies, ensuring reliability and flexibility.
The Role of Xettle Technologies in Fintech Innovation
Companies like Xettle Technologies are at the forefront of fintech new technologies, driving advancements that make financial services more accessible and efficient. With a focus on delivering cutting-edge solutions, Xettle Technologies helps businesses integrate the latest fintech trending technologies into their operations. From AI-powered analytics to secure cloud-based platforms, Xettle Technologies is empowering organizations to stay competitive in an ever-evolving industry.
Conclusion
The future of fintech is being shaped by transformative technologies that are redefining how financial services are delivered and consumed. From blockchain and AI to open banking and biometric authentication, these fintech new technologies are driving efficiency, security, and inclusivity. As companies like Xettle Technologies continue to innovate, the industry will unlock even greater opportunities for businesses and consumers alike. By embracing these fintech trending advancements, organizations can stay ahead of the curve and thrive in a dynamic financial landscape.
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financeattips · 6 months ago
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Future Digital Assets: An Exploration of the Crypto Trends
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The cryptocurrency world is constantly changing with significant improvements, regulatory changes and market movements prompting companies to either adopt or expand their existing business models. So, what are the trends that will define digital assets in the future?
Now: Rising adoption of digital currencies by the mainstream financial institutions as well as businesses marks the crypto market in 2024. While original cryptocurrencies like Bitcoin and Ethereum are still leading, new entrants come in with novel features.
AI & Cryptocurrency Trading: AI Advances in cryptocurrency trading with machine learning algorithms that can analyze the data, predict market movements, and execute trades accurately. This makes trade execution more efficient and reduces human error.
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On Blockchain innovations — recent changes in the Engineering discipline of blockchains such as, sharding or layer-2 solutions that improve scalability, security, and interoperability are helping make blockchain more reliable and flexible.
Investment Strategies in Digital Assets: You need to become familiar with various investment strategies available in Crypto market which includes the trends of the market, risk management and a proper diversification. Keeping an eye on those Bitcoin price predictions and Ethereum 2.0 updates are key to making decisions.
Regulation: “Governments and regulators around the world pay more attention to cryptocurrencies”. With the regulatory environment changing quickly, it is important to appreciate both compliance and growth possibilities.
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Decentralized Finance (DeFi) — By providing decentralized versions of every financial service, DeFi is replace them with trust-minimized and highly-resistant smart contracts to provide similar services. These amenities facilitate the direct lending, borrowing and trading of digital assets without intermediaries—thereby providing users with an increased degree of financial autonomy.
Market Trend and Forecast: A thorough market trend enables to grasp market dynamics, whilst making sure about the reported forecasts, get declared predictions. One of the few remaining concepts is the volatility of crypto markets affected by sentiment, regulatory news and technological advancements.
On the level of adoption, we are experiencing a gradual increase in use cases as more organizations now receive payments with this digital asset as well as their customers conducting transactions which are growing.
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Blockchain and AI: Combining features of blockchain with the capabilities of AI -this collaboration maximizes data security, improves efficiency and facilitates smarter decision-making, which mean that it can support new generation paradigms in many different markets.
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aionlinemoney · 7 months ago
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AI in the stock market: Transforming the way we Invest
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Artificial Intelligence (AI) is quickly becoming a main player in many industries, including the stock market. Since the stock market is full of unpredictable trends and large amounts of data, it can be hard for human traders to keep up and make quick decisions. AI in the stock market helps by analyzing this data faster and more accurately. It can predict market trends, making it easier for investors to navigate the complexities of the stock market. In short, AI in the stock market is changing the way we trade and invest in market prediction using machine learning to provide smarter, faster solutions.
The Role of Artificial intelligence in stock market (AI in the Stock Market)
Artificial intelligence uses smart machine learning (ML) to study large amounts of past and current stock market data. These technology look for patterns, trends, and connections that human traders might miss. This is important because in the stock market, even small changes in how people feel about the market or big global events can cause stock prices to change a lot. AI helps spot these changes quickly, allowing for better decision-making through AI stocks in India.
Machine learning is a key part of AI in the stock market. It helps AI to learn from past data, adapt to new information, and improve its predictions and decisions over time. Whether it’s studying company earnings reports, understanding investor feelings from social media, or tracking stock movements in real-time, stock market prediction using machine learning can respond quickly and accurately. This gives traders a big advantage in the market.
Al-powered Trading Algorithm 
Automated trading, also called algorithm trading, is a popular way AI is used in the stock market. AI-powered programs follow set rules based on things like market conditions or stock data. When certain conditions are met, the AI can automatically make trades without needing human help. This has several benefits:
Speed: AI in the stock market processes data far faster than humans, enabling quicker analysis and decision-making. In a fast-moving market, even a few milliseconds can make a big difference in profit or loss.
Accuracy: AI removes human emotions and errors, making decisions more precise and reducing costly mistakes.
Scalability: AI can monitor and trade multiple stocks and markets at the same time, which humans can’t do as efficiently.
Predictive Analytics and Market Forecasting 
Another important way to use AI in the stock market is through predictive analytics. This means AI looks at past data to predict future stock movements. AI can study years of stock prices, company finances, economic trends, and news to make predictions. For example, if AI notices that a stock usually drops after certain market conditions, it can warn traders about possible risks or chances to make money.
News Impact and Sentiment Analysis 
News and public opinion play a big role in stock prices. While traditional traders manually go through financial news, market reports, and social media, AI in the stock market can do this instantly and more accurately. Using natural language processing (NLP), AI can read the language in news articles, press releases, and social media to figure out if the overall feeling is positive, negative, or neutral.
For example, Stock market prediction using machine learning can quickly analyze a company’s report, spot patterns in the language, and predict if the news will affect the stock price in a good or bad way. This allows traders to respond quickly, even before the market fully reacts to the news.
Risk Management and Portfolio Optimization 
AI is also very important in managing risk in the stock market. In such an unpredictable environment, controlling risk is just as important as finding opportunities. AI systems can constantly watch a portfolio and alert traders to potential risks in real-time. By looking at things like stock price changes, economic signals, and global events, AI in the stock market helps to reduce risks for traders.
Conclusion 
The use of AI is increasing day by day we should read AI informative blogs & news , to be ready & stay updated about AI and its trends.  Artificial intelligence is clearly changing the stock market. Stock market prediction using machine learning can quickly handle large amounts of data, make predictions, and trade automatically, giving traders and investors big advantages. However, this growth also presents challenges, particularly concerning fairness and ethics in the market. As AI in the stock market continues to improve, it’s important for regulators, investors, and developers to work together to make sure we get the most benefits from AI while minimizing any risks.
#aionlinemoney.com
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an-na889 · 10 months ago
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BitPower’s security analysis:
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First, BitPower uses advanced encryption algorithms to ensure that data is not tampered with or stolen during transmission and storage. All transaction data is processed by hash functions, so that any slight changes will lead to significant changes in the hash value, thereby ensuring data integrity.
Secondly, BitPower uses distributed ledger technology so that each transaction is recorded and verified by multiple nodes. This decentralized structure avoids single point failures and improves the robustness and reliability of the system. At the same time, the application of smart contracts automates the transaction process and reduces the risk of human intervention.
In addition, BitPower also uses multi-signature technology and identity authentication mechanisms to ensure that only authorized users can perform transaction operations. This not only improves the security of the system, but also prevents malicious attacks and illegal access.
In short, BitPower provides a reliable, transparent and efficient electricity trading platform through multi-level security design, providing solid protection for users' data and assets.
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Forex Strategy double Buy trade running Non Repaint signal [USDCHF,M15]. 2025V Update Version. Official Website: wWw.ForexCashpowerIndicator.com . Forex Cashpower Indicator Lifetime license one-time fee with No Lag & Non Repaint buy and sell powerful Signals with Smart algorithms that emit signals in big trades volume zones. Works in all Charts inside your Broker MT4 Plataform and all timeframes. . ✅ NO Monthly Fees/ New 2025 Version ✅ NON REPAINT / NON LAGGING 🔔 Sound And Popup Notifications 🔥 Powerful & Profitable AUTO-Trade Option . ✅ ** Exclusive: Constant Refinaments and Updates in Ultimate version will be applied automatically directly within the metatrader 4 platform of the customer who has access to his License.** . ( Ultimate Version Promotion price 60% off. Promo price end at any time / This Trade image was created at XM brokerage. Signals may vary slightly from one broker to another ). . ✅ Highlight: This Version contains a new coding technology, which minimizes unprofitable false signals ( with Filter ), focusing on profitable reversals in candles with signals without delay. More Accuracy and Works in all charts mt4, Forex, bonds, indices, metals, energy, crypto currency, binary options. . 🛑 Be Careful Warning: A Fake imitation reproduction of one Old ,stayed behind, outdated Version of our Indicator are in some places that not are our old Indi. Beware, this FAKE FILE reproduction can break and Blown your Mt4 account.
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teresapro24 · 8 months ago
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SureShotFX Algo: The Best Algo for MT4 and MT5
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SureShotFX Algo is the best algo trading app for Forex that works with MT4 and MT5. It isn’t just about automated trading—it’s your secret trading weapon in the forex market. With its smart algorithms and hands-off approach, it stands with you 24/7 like a trading expert on your team, providing accurate and profitable forex signals.
SSF Algo uses an advanced algorithm combining multiple strategies and advanced indicators to operate seamlessly within the MetaTrader 4 – MT4, MT5 & cTrader platforms. It executes trades based on predefined parameters and market data to generate automated Forex trading signals like a pro.
Whether you’re new to trading or a seasoned pro, this tool offers precision, flexibility, and total control over your investments.
Benefits of Using SureShotFX Algo:
Smart Trading: Harness the power of advanced algorithms for intelligent trade execution and decision-making.
Enhanced Accuracy: The algorithm’s sharp entry strategy increases the likelihood of successful trades.
Effective Risk Management: Adaptive stop-loss modes and flexible lot management help traders manage risks effectively.
Automated Profit Securing: The Auto Close Partial feature ensures that profits are secured at optimal points during a trade.
Proven Performance: Real-time results and performance data are available on Myfxbook, demonstrating the algorithm’s effectiveness with a potential monthly growth of 8-30%.
Total Control and Flexibility: Maintain control over your trading capital and strategy parameters, with the flexibility to customize settings to suit your preferences.
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