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generative-ai-in-bi · 3 months ago

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10 Generative AI Myths You Need to Stop Believing Now

Original source : 10 Generative AI Myths You Need to Stop Believing Now

Many people are already familiar with the concept of generative AI, yet, there are still numerous myths and misconceptions connected with it. However, being aware of the reality that lies behind such opportunities is indeed essential to work with all these features in appropriate ways.

Here, ten myths regarding generative AI are exposed to assist people dealing with reality and fake information.

1. AI Can Do Everything Humans Can Do (And Better)

Without a doubt, the most common myth around AI is that it can replicate all the activities that people can and even exceeds their capability levels. Despite appreciable advances in forms of applications embracing generative AI that includes language and vision, and even artistic products, an AI system is a tool developed by man. Artificial intelligence is not as holistic as human intelligence, it does not have personal insight, emotions, and self-awareness.

AI used effectively for tasks that are clearly defined. For example, it can process large chunks of information in a short span of time than it would take any person, thus helpful in areas like data analysis and forecasting. But it is weak at solving problems that involve practical reasoning, moral reasoning, or understanding of contingencies. Generative AI can create text, images from the learned patterns from the provided data but it does not comprehend the content as a human does.

2. AI Writing is Automatically Plagiarism-Free

Another myth is that AI writing does not have plagiarism since what the system produces is original. However, as we have seen, generative AI works on the availability of current raw data to generate content, it cannot create new text. It implies that one is never certain that AI is not regurgitating fragments of the data set input to it, meaning questions relating to originality and plagiarism could arise.

AI in content generation, thus, needs to have well-developed checks on originality to ensure the content produced is original and not plagiarized. There is always some use for programs such as plagiarism detectors, but they should always be reviewed by a person. For the same reason, the training data needs to be selected with equal attention in order to avoid reproducing someone else’s efforts. It is important to understand such limitations to achieve a reasonable level of AI application in content creation.

3. AI Completely Replaces Human Creativity

Another myth is that AI affords to take over creativity by humans. Thus, AI can support and improve creative tasks, but it will never possess the creativity that is inherent in human beings. Creativity goes beyond ideas of placing together of different ideas to form new compositions; the same encompasses emotional aspects, cultural aspects and the aspects of innovation that center on the experiences of human beings.

Referring to music, art or written text, generative AI is as creative as a parrot, in the sense that it will recreate creativity that has been passed through it by using patterns which have been fed into it. It doesn’t come with the purpose of creating. On the contrary, AI can be perceived as a tool that can supplement human imagination by giving more ideas, more time, and the means for the idea manipulation.

4. AI is Unbiased and Objective

One more myth is that of AI being completely neutral and free from an opinion and prejudice. Actually, any AI system captures the existing biases and discrimination in the data used for training and the algorithms employed in a system’s design. By definition, an AI system is as good or as bad as the data that is given to it as input; therefore, if the data fed into an AI system is prejudiced, the outcome will also be prejudiced. This is a problem especially on profiles that require sensitive decision making such as hiring, police force, lending among others.

It is important to select training data that is diverse and inclusive, perform bias checks on AI regularly, and incorporate fairness constraints in AI algorithms. These issues have to be dealt with and addressed so that through transparency and accountability in the development and deployment of AI, AI systems used are fair and equitable.

5. AI will Take All Our Jobs

One of the main issues is the idea that AI will take our jobs. To some extent it is true that through the introduction of innovative technologies such as AI and automation they spark threats of job loss; however, it is equally important to note that they are more of a job reinvention process. In the human-robot interaction, AI is useful as it can perform routine and uninteresting activities that do not require human creativity.

In the past, people highlighted the fact that generation of technology leads to emergence of new employment forms while leaving some of the existing positions without demand. The major challenge therefore lies in how the workers are going to undergo a transformation by developing new skills that are inline with AI. Continued and expanded access to education and training that relates to the emerging areas of digital literacy, AI, and data science will have to be ensured in the near future.

6. AI is a Silver Bullet for All Your Content Needs

Some think that with the help of AI one can face no difficulties and overcome any hurdles in content creation. AI can truly improve the content generation process but that does not mean it is the universal solutions. Many things which an AI creates are to be reviewed by a human being in order to avoid mistakes, update and improve the quality. Also, AI is unable to grasp context and subtlety, which are critical for producing quality and valuable content.

AI also has an ability to write first drafts, provide suggestions and even promote content with help of SEO. But further adjustment and enhancement in the content can only be done by human inputs so as to meet the exact standard and effectively appeal to the audience.

7. AI Can Fully Understand and Replicate Human Emotions

Among them let me mention another one — AI can capture and mimic human feelings. Thus it is seen that though there can be an analysis of emotional signals and a response that appears sympathetic, there is no feeling. AI can be designed to identify signs of emotions in people’s actions and words, but it does not mean that it really knows or can feel emotions.

Affective Computing or the Emotional AI is the branch of artificial intelligence that is focused on making human-computer interactions dependent on the emotions. However, these systems work on predefined rules and defined data pattern, which gives them no emotional intelligence like that in the human heart. It means that AI can only imitate the emotions but cannot replace the feeling that people in the same mood can share.

8. AI is Completely Secure and Trustworthy

Believing that AI is fully safe and trustworthy is a misconception that one should better avoid. There are several security risks associated with integrated AI systems, such as attacks, hacking, and misuse. The issue of security is fundamental while deploying the AI system to ensure that the system is protected both from an external and internal attack.

AI developers and users should have appropriate security measures like encryption, auditing, and monitoring that should be put in place all the time. Further, there is a need for ethical standards and legal frameworks on the use of AI to encourage its utilization in a proper, accountable manner. It is worth remembering that trust can only be gradually established through constant engagement in addressing security and ethics issues.

9. AI is Infallible and Always Accurate

The other myth is that the AI is always perfect and does not make any mistakes. Thus, it might be asserted that despite of the high level of accuracy AI could produce a great number of mistakes. AI systems can also error, for instance, because of the lack of a sufficient amount of training examples, existence of some algorithm defects, or unpredictable events. There are problems when relying on the results of AI without people’s intervention or monitoring.

But it is important to understand that AI is a tool that can strengthen human capacities, not remove them. AI solutions require human experience and decisions for the validation of the application outputs for accuracy and reliability. The awareness of AI’s drawbacks is useful for decision-making about AI’s best application.

10. AI is Only for Tech-Savvy Experts

The last myth is that only people with high IT skills can implement AI. However, creating and implementing the sophisticated AI systems necessitates a certain level of technical expertise; yet, some of the AI tools and applications are built to suit everyone’s needs. AI technologies can be introduced and implemented by a wider audience because of friendly interfaces, ready-made models, and documentation that can be easily read by Non-IT specialists.

Business entities and other users do not need a strong technical background when interacting with AI technologies and rather use various AI platforms and automated machine learning tools, as well as applications. These tools bring artificial intelligence to the minds of more people so that a wider circle of individuals can try using AI for different tasks.

Conclusion: Separating Generative AI Fact from Fiction

Generative AI is one of the most influential technologies today, yet, it is important to cut through myth and hype with the possibilities. It shows information about myths and facts about AI aiming to provide the people with reasonable expectations and actually try to put its abilities to use in a proper and safe way. However, understanding AI’s capabilities and drawbacks is the key to using this powerful invention to help enhance human creativity, reduce costs and optimize the way to develop new products and services while contemplating AI’s ethical and security issues.

If you want to read the full blog then click here: 10 Generative AI Myths You Need to Stop Believing Now

#AI Misconceptions #AI Myths Busted #AI Myths Debunked #Concept of Generative AI #Generative AI #Generative AI Misconceptions #Generative AI Myths #Misconceptions About AI

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the-red-thread-that-strangles · 6 months ago

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Akai Shuuichi isn't afraid of heights. Like any sane person, however, he dreads the fall.

Though he questions his sanity. Because try as he might to stay away from the edge, it calls to him. Staring into sweet oblivion sends shivers down his spine, the uncertainty of his fate a thrill like no other. Most days he trusts in himself, his ability to walk the razor's edge, but he's fallen before. And it hurt.

Of course, pain is just a part of life he's learned to live with. In his line of work, people get injured all the time. And if you can't handle that, you have to be very lucky to make it out alive. For the longest time, death wasn't an option.

(Now, it wouldn't be so bad.)

So he steadied himself, got smarter, hardier. Better at avoiding situations that result in pain. And better at shutting it out, too, when it did appear, in order to keep going.

Why, then, does his chest ache and burn?

It's quite simple.

Layers and layers of ice, degrees of separation in place precisely to protect him from pain like this, melted through by Rei's blazing heat.

What a stupid thing he's done, to get attached again.

He could've tried to resist, at the start. Before things had gone too far. Before he got to know Furuya Rei.

But maybe, by then, it was already too late. In truth, he probably doomed himself years ago, when he accepted Scotch's offer of companionship. It brought Bourbon into his orbit, and the man's never been any less than doggedly persistent. Once Shuuichi let him in, he was never going to escape unscathed.

Shuuichi let him get too close, and got burnt as a result. Could see it coming, too, for the longest time. But how was he supposed to escape Rei's brilliance? His touch, devastatingly kind? It would be like trying to block out the sun - an exercise in painful impossibility.

So he's stopped trying, and embraced the wildfire that is Rei. Of course he burns, it's his nature.

(There's some things Shuuichi will need to reevaluate about his own, now that he has time. Because he certainly never thought of himself as a masochist, and yet, despite the pain, he knows one thing for certain: he wouldn't want things any other way.)

(Not one that is available to him, at least.)

Thus, he resorts to clinging to the vestiges of patience and composure he has cultivated for years to keep working through the situation with a cool head.

To do what is right.

He's putting back together what he tore apart, unwittingly, some three years ago now. Their struggle is over. They deserve to rest and recover, nurse their wounds - together.

It doesn't matter that he feels like he's bleeding out. He's used to patching himself up, after all.

And he's glad that he can do this for his... friends. The term invokes a foreign, gentle joy. They're no longer team mates, no longer allies, no longer forced together by circumstance. That's in the past, now. They stick to each other by choice, these days. That makes them friends, right?

He's happy for his friends.

Shuuichi pours himself another glass of scotch.

He should've picked a different hotel than his family.

Rather, his family should've really looked into a permanent residence already, considering Masumi has decided she doesn't want to go back to Britain. It's not like mother could refuse, after all the things his little sister did for her - not least of which, coming clean to Shiho and convincing her to share the APTX antidote, when all was said and done.

They're certainly not lacking in money, and Shuuichi's sure the Hanedas have connections that would make finding a flat, or even a house, possible, even on short notice.

Then again, Masumi told him they've been living in a hotel for more than half a year - maybe they've simply grown used to the comforts. It's not for him, but he's rarely seen eye to eye with mother.

Regardless, none of this excuses banging at his door at seven in the morning, on the dot.

"Shuu, are you up yet?"

Well, if he wasn't, he surely would be, now. Years undercover have left him a light sleeper out of necessity - it's a habit he won't be able to break for quite a while, even if he wanted to.

Still, the splitting headache and nausea make him consider playing dead. He doesn't feel much better than it, in any case.

Another set of knocks shakes his door. He loves his sister, and her determination is one of her best traits. But some of these days, it's also highly inconvenient.

"One moment."

He drags himself off the barstool, checks the mirror. Can almost hear Rei telling him he looks like death warmed over. Roughly two hours of sleep half-draped over the hotel room bar certainly didn't do him any favours.

He buttons up his shirt in an attempt at modesty, combs back his hair roughly. Part of him wants to send Masumi away - she's idolised him for too long. His little sister doesn't deserve to have the illusion of composure shattered, shouldn't have to see him, like this.

But she told him, at her birthday party, trying alcohol for the first time in their family home, under his watchful eyes. Always direct, but, as it turned out, even more so when tipsy:

'When all of this is over, I want my brother back. Just...you, however you are.'

If Shuuichi waits for a time where he feels ready to talk to her, won't stain her merely by existing in proximity, they'll never get to meet at all.

(He can't have that. He's missed too much, already.)

So he drags himself to the door, dishevelled, morning breath and all. Opens it a crack.

"Morning." If his voice is a little rougher than usual, there's nothing he can do about it.

Masumi pushes the door wide open so she can step in, giving him a wide berth. Inspects him head to toe, worry clear in her scowl and the wrinkle of her nose.

"...is this a bad time?", she asks, a glint to her eyes as she notices the half-empty bottle of scotch on the bar's counter. She can't help it - a detective through and through, and not good enough at feigning nonchalance yet. The evidence at the crime scene is surely forming a rather damning picture - he really should have put the bottle back into the bar before letting her in.

She plops down on the small sofa, makes herself comfortable while he opens the window. That should at least give them some relief from the smells accumulated overnight in the room.

"No. You're just here early. Is something the matter?"

He doesn't bother with pleasantries on principle, but at this hour he finds himself even less inclined. Besides - she wouldn't be here this early if it wasn't important. At least Shuuichi dearly hopes she has more sense than that.

Masumi looks down at the floor, a little guilty. He settles on the barstool and waits for her hesitation to blow over. Must really be looking like shit, if he's managed to curb her usual enthusiasm.

"I was going to ask for a favour, but I'm really not sure-"

He gives her an unimpressed look, from up upon his perch. It's a little too early to beat around the bush.

"Masumi." A single word, aimed to cut her off with calm precision. "How do I help?"

He might not be feeling well, but he's a professional - he's worked in worse conditions, for less important reasons. He'll drag himself out of his slump, if she needs him.

"You don't have to. It's silly." She gives him a sheepish smile, fangs and all.

"That's for me to decide, once you let me know what you need. So?"

She steadies herself, looks up at him, and sighs.

"For context, it's been months now, but Ran's still down about the whole Shinichi fiasco. So, we've decided to surprise her with an outing, tomorrow night."

So far so good, although he doesn't see where that concerns him.

"It was gonna be just us girls, and I'm confident that between Ran and myself, we can handle anyone stupid enough to try and cause trouble. But you know how it is in Beika. There's always a risk."

He does indeed know how Beika has somehow overtaken Osaka in every single criminal statistic there is. If she didn't have friends here, he would suggest moving elsewhere. He hears Nagano is very lovely, all year 'round.

"So we were discussing if there's anyone we could bring for company. And, well-"

"Go on."

"Sonoko somehow - I'd really like her resources - caught wind that Okiya Subaru is back on 'vacation'. She might have suggested asking him to accompany us?"

Not entirely unexpected - miss Suzuki had taken something of a liking to him, for whatever reason. It's a testament to the improvement of his acting skills. Engaging with kids and teenagers is a far cry more difficult and involved than his cover as Rye, somehow.

"...she may also be under the inaccurate impression, you, well, he could be a potential match for Ran."

At least his sister's on the right page there. That's not happening, never in a thousand years. Even if Ran wasn't barely more than half his age, she's too innocent, selfless, kind. If something like love exists in his heart, it couldn't ever be for someone like her - not again.

"You want me to decline the offer, then?" Simple enough.

Masumi shakes her head.

"No, Sonoko's right. It's always good to have an extra pair of eyes, and I'd love to have you with us. Been too long since we last spent time together. Besides, I don't think Ran is even interested in you - or anyone, really, after that disaster..." It takes him a moment to place the bitterness in her voice, uncharacteristic as it is.

"And that is unexpected?"

"No. I get it, she needs time. But she's miserable, and I want her to cheer up already..." Masumi mumbles the latter half to herself, subdued. Shuuichi's not sure he was supposed to hear that, but, well. He did.

"You'll get through to her eventually."

Good back-up gets one out of the toughest of scrapes, he can attest to that. If his sister is determined to get Ran to feel better, her persistence will make it come true, eventually.

"I sure hope so." She smiles up at him.

He finds his lips quirking up in response. "You focus on helping her. I'll cover your back."

He's sure he'll manage not to indulge miss Suzuki's delusions too badly. Rei often let him know how off-putting he can be, after all - finally a good use for his skills.

"Thanks, Shuu."

She gets up. Stops a couple of steps away from him, hovering uncertainly. When he raises an eyebrow, he can almost see the 'ah, fuck it', and then she's hugging him. Shuichi pats her back, a little awkwardly.

"Any time", he says and means it. "If there's anything else..."

She tenses next to him, but shakes her head.

"No, it's...I'm fine. Don't worry about it."

Well, now he is a little worried. He'll need to keep an eye out for whatever's troubling her.

"Alright." He won't push her; she'll tell him if she needs to.

Masumi lets go and scurries off, fleeing for the door.

"Text me the time and place, I'll be there."

"Will do. See you tomorrow." She nods and waves her goodbye. He follows to lock the door behind her, the bolt sliding shut with a satisfying clack.

There's just one small problem. He currently doesn't have Okiya's get-up. And Okiya doesn't live in this hotel.

After dropping him off yesterday, Shuuichi had planned not to bother him for a couple of days. Well. That plan has just been tossed out the window rather unceremoniously.

It can't be helped. With a bit of apprehension, he calls Scotch.

Under the cover of darkness, Shuuichi scales the garden wall, dropping into the Kudo's backyard without issue. The alarms have been disabled according to the schedule he provided.

He slips in through the unlocked backdoor, shutting it behind himself. The security systems of the place are too familiar; he reactivates them on autopilot. Better to avoid unpleasant surprises, wherever possible.

Clearly, Scotch had a similar idea - Shuuichi can barely see his outline in the darkened kitchen, but the revolver he gave to him gleams in the dim light. It's nice to see he's making good use of it.

Sharp blue eyes scan him.

"The passphrase?"

Nostalgia steals the air from his lungs. Between unsafe safe houses, a trigger-happy Bourbon, and working with people best described as shapeshifters, they needed a way to identify themselves, and quickly, when they returned home.

It's been years since he's last spoken it, but the passphrase comes to him as easily as breathing.

"Eat, drink, and be merry..."

Scotch had suggested the words, years ago. The motto he lived by, when not on the job, in order to not lose his sanity. The motto he'd imposed on Rye, as well, when they became partners.

A cheshire grin in the night.

"...for tomorrow we die." Scotch finishes their creed, lowers the revolver.

"Welcome home, Rye."

It's always been easy to find comfort by Scotch's side. Between the greeting, making gyoza together - which goes much better than their attempts years ago - and watching mindless action movies with a glass of bourbon, ripping apart impossible stunt work, it's difficult not to fall into a simulacrum of the fragile peace they'd carved out for themselves, away from organisation work.

Only this time, the peace is real.

Despite his apprehensions about meeting Scotch, Shuuichi's glad he's here - travelling with him is one thing, but he didn't realize just how much he's missed downtime with his ex-partner. Scotch's sharp intellect and easy-going attitude make for pleasant company.

It's exactly what he needs to unwind.

Which is why he doesn't see how Scotch has him cornered until it's too late.

The neighbourhood of the Kudo manor is quiet, at night.

As they head out onto the balcony for a smoke in the moonlight, their conversation turns to hushed whispers. Mellowed by an evening of pleasant company and several drinks, the world sharpens into focus between them, illuminated by the glow of their cigarettes.

Standing would be too visible, so they sit on the stone floor, side by side, like so many times before.

"Hey, Akai?" His name, not his monicker. A chilling sense of dread creeps into his chest. Please, no.

"Hm?"

"Thank you."

Shuuichi closes his eyes. He can take a good guess where this is going. Thus, he takes a deep drag from his cigarette, and braces himself.

"You know. For letting me meet Zero."

He'd been hoping against hope they could avoid the topic altogether. After all, they've made it several hours without addressing it. But unfortunately, it seems his luck has run out.

(Still, having seen Scotch in good spirits all evening makes it worthwhile, just a bit.)

Maybe they can just move along quickly.

"Think nothing of it."

"No. Akai, listen. I know you had to pull some strings to make it happen, and I want you to know I appreciate that. We appreciate that - even if Zero is pissed. First thing he did was slap me; told me I was late."

Scotch laughs, low and sweet in the night air.

They both know he let himself get slapped - Rei tends to telegraph too much, when he's angry, and surely it's even more obvious for someone so intimately familiar with him. The thought stings. And yet, through it, Shuuichi can't help the help the small smile creeping on his face. That sounds like Rei, all right. He would've liked to see it - someone else the target of his anger, for once.

Scotch seems happy to just bask in the memory, but Shuuichi's curiosity has been piqued.

"Did you manage to resolve your issues?" After all, that was the goal. If they didn't, none of this was worth it - several hoops he jumped through, bureaucratic and personal, for nothing.

"It's tentative, so far, but I have faith we'll get there. We've been through too much, together, at this point. This won't break us... I hope."

Shuuichi is reminded painfully of the bits and pieces he's heard of their childhood adventures. Fishing and fighting and being friends. It must be nice, to have found love so early in life. To get to keep it, too.

"I don't think so, it's clear how much he missed you. I'd be surprised if he ever let you go again." It leaves him a little cold, to no longer be the focal point of Furuya's burning determination. Chasing him was always just a means to an end for getting to Scotch. And now his wish has been granted. Shuuichi hopes it's worth it.

When he smiles, Shuuichi is sure this is Hiro, the person closest to Rei. It burns, but at the same time he finds himself glad that Scotch shines with such utter fondness when he talks of Zero. That's what Rei deserves, after all.

"I hope so. I don't intend to leave again, anyways. Every single day when I was hiding, I missed him."

It's a quiet, gentle admission Akai isn't sure how to handle. All these emotions are a bit too much - he's not used to being thanked, unless it's with useless medals, and he's not used to being confided in. He supposes it's nice that Scotch trusts him enough to lay himself bare like this, nowadays. Still, he can't help but wish for the old times, when they were much better at keeping their feelings out of his face. He's already happy for them; isn't that enough?

Scotch turns to look at him, blue eyes burning bright in the moonlight.

"And I missed you, too."

Cold wind tousles his hair. Shuuichi stares at Scotch.

If he didn't know what to say before, he certainly doesn't do so now. How can Hiro say that so easily? It's too personal. It's one thing to have his little sister say it, who only ever saw an idealized version of him to look up to. For Scotch to say this, despite knowing what he did, who he is - it makes Shuuichi nauseous.

Because he can tell Scotch is being painfully genuine.

'I missed you too', burns in his throat. But too many conflicting emotions keep it tightly sealed. His breathing becomes difficult, requires a conscious effort to take air in, hold, breathe out. Repeat.

And Scotch isn't even done yet.

"Akai. I have to get used to that name now, huh? Feel free to call me by my name, too, if you want."

With how his mind is spinning, it's difficult to figure out what he wants at all, besides for Scotch, no, Hiromitsu to stop. He's ripping apart the bubble of warm nostalgia that was enveloping them so nicely, leaving them exposed to the present. The night is cold and uncertain, without its protection.

"...you haven't been meeting my eyes all evening. Please, Akai - let me know what's wrong. We couldn't, back then, but I'd like to be your friend, now."

It's the kindest smile he's seen on Sc- Hiromitsu yet, and it's too much. Shuuichi has to avert his eyes, can't keep looking at his former partner, all earnest focus placed on him. A shiver runs downs his spine.

There's few things he wants more, in life.

"...we are", he manages to tear from his aching throat, choked up with emotion. This is a bad idea. He's not supposed to get attached. He's just making the same mistake, over and over again. He should've kept quiet.

(If he'd told Akemi how he truly felt, would it have mattered?)

"Then why do you seem miserable, whenever you look at me? Why do you try to avoid me? Don't think I didn't notice."

Of course he did, always too sharp. So helpful, on a mission, and occasionally in private too; he'd know they were getting sick before they really felt it, start treatment with soup and tea early. Taking care of them, even then.

"It's got nothing to do with you, it's-" 'me', he wants to say. Fear and bitter envy, the brunt of which Hiromitsu really doesn't deserve to face. So Shuuichi's been trying to avoid them, and, by extension, his former partner.

He manages to catch himself in time, before he gives voice to feelings that can't be unsaid.

"Yes?" Hiromitsu's voice is calm and patient and Shuuichi hates him for the attention he's paying to him.

He manages to correct his course in time, if barely.

"You and Rei deserve some time alone, now that you're finally back together." It's close enough, only a partial lie. They're so important to each other, and he truly wants them to make up. He'd only be in their way.

"Rei, hm?" Hiro smiles at him. Of course he picked up on Shuuichi's blunder.

He's had just about enough of being cornered. Gets up and is about to head inside and maybe hide in the attic for a while. The door can be barricaded from the inside. Hiromitsu rises after him, puts a hand around his wrist in a vice grip.

"Let. Go." It takes all his patience to not just break Scotch's arm and leave.

"I'm sorry for pushing you, Akai. Please, give me half a minute more."

Unfortunately, his best glare stopped working on Scotch several years back. Shuuichi looks at his wristwatch, starts counting down. As soon as Hiromitsu starts talking, he knows his time is better spent focusing on what he has to say, instead.

"Look at me, Akai, and listen up. You can't get between the two of us. I've offered you a place at my side years ago, and Zero... well, he's come around. The offer still stands. It wasn't conditional, but if it was, you would've earned your place easily, by now. I owe you my life, and so does Zero, several times over."

"We did what we had to, and you did the same for me." For the longest time it was that simple, their relationship purely transactional, because Bourbon could only ever deal in exchanges. A favour for a favour.

It's long since stopped working that way, and Shuuichi knows it.

"Oh, please. None us had to do anything more than cooperate on missions, and yet we all chose to do so anyways. You're one of us, Akai. Stop fighting it."

And he wants to, desperately so. The thought of spilling his rotten insides for them to see has him sick to his stomach, and yet, how much worse could it be than what they've already witnessed?

Hiromitsu squeezes his arm, a burning brand of human connection. It staves off the cold, just a little.

When he speaks again, it's soft, but firm.

"You should've joined us for dinner, yesterday. Both of us missed you."

Shuuichi doesn't know what to say to that, too busy fighting his internal battles, but surely something shows on his face, because Hiro laughs at him.

"As amusing as it is to see you flush, no, that wasn't an invitation to a threesome."

...he isn't quite sure whether he's supposed to be relieved, or crestfallen, at this.

"I didn't think-"

"Yeah, I'm sure you didn't." Hiromitsu's smile is too sly and knowing. It's a testament to the fact Shuuichi's spent too much time with Furuya, because wiping it off his face in a fight sure sounds appealing, right about now.

He's always been better at expressing himself through deeds rather than words, anyways.

"Otherwise, I wouldn't need to set the record straight. Zero's furious, by the way. Count yourself lucky that I'm the one breaking the news to you. He doesn't appreciate being set up on a date with his best friend."

Hiromitsu pauses, presumably to let that sink in. Shuuichi stares him down. That is supposed to be new information, how?

"Let me be perfectly clear: I love Zero."

He says it easily, with a sweet smile. It stings fiercely in Shuuichi's chest. By now, he thinks he knows what Hiromitsu is playing at, but unfortunately that knowledge doesn't prevent it from being an effective tactic.

(If this is how Hiromitsu treats his friends, he doesn't want to be his enemy.)

"He's my best friend, I love him like a brother. But he's family. Nothing more, nothing less."

There's a small pang of guilt at the relief that floods his system, but he needs it said explicitly to really believe it.

"You aren't a couple, then?"

Hiromitsu raises an eyebrow, as if to ask 'and why would that matter to you?' But thankfully he's done teasing, or Shuuichi really would need to break something, or rather, someone.

"No. I can see how you got the idea, but there's never been anything between us. Zero says you have a brother? Imagine we presumed the same about you two, just because you're close."

The confirmation lets him breathe more freely, even if it will need time to settle. His mind is still spinning, too many thoughts fighting for control. From this mess, of all things, his long-forgotten manners emerge as the failsafe. "Sorry."

Hiromitsu waves it off with a grin.

"I don't mind too much, we got excellent dinner out of it. Thank you for that, by the way. But do make sure to apologize properly to Rei."

Hiro winks at him, then straightens, looks him in the eye.

Squeezes his arm a final time, before he lets go.

"I mean it, Akai - you're our friend. And I hope you rest a little easier, knowing the truth."

Shuuichi does.

He's five minutes late to the requested location downtown - through little fault of his own, this time.

Masumi's text arrived a mere twenty minutes ago, and the things PSB liaison Akai Shuuichi might get away with, such as speeding, don't apply to the civilian Okiya Subaru (though that would admittedly be a very nice perk of the job).

He can hazard a guess why Masumi didn't send the details earlier as he drives past the building in question to find a parking spot - she probably didn't want to give him time to reconsider and back out.

Because she's dragging him to a goddamn karaoke bar, and, standing in the huddle of girls waiting for him, is Miyano Shiho.

His instincts tell him to cancel, to take up position on the rooftop bar across the street - it would provide easier surveillance options.

(But he's tried to protect Akemi from afar, and failed her, miserably.)

Besides, he promised, and he really does try to be better, these days.

So he smiles, all awkward and apologetic Subaru, as he joins them. It's going to be a long night.

(He's soothed by the smell of Rei's hypoallergic fabric softener clinging to the sweater he picked. Can't help but feel that there would be a certain appeal to sharing them, if Rei were open to the idea.)

The evening goes better than he imagined, all things considered, even if there's crying involved - as is often the case when he meets Mouri Ran.

It's a pleasant distraction, if nothing else.

He keeps an eye on Masumi all night to see what could possibly be bothering her, but as far as he can tell she's genuinely happy to spend the night with her friends. In fact, considering she told him how it had been too long since they'd last seen each other, she pays surprisingly little attention to him.

He prefers it this way.

(Although he would've liked to ask for her advice on how to apologise properly. Alas, this is probably not the right time, or place.)

Mostly he stays at their table, watching the girls' drinks and the crowd, occasionally giving guys who seem to consider chatting the girls up cheerful glares. Masumi made her wishes very clear, after all.

It's a good thing he talked to Scotch Hiromitsu yesterday. Enthusiasm permeates the bar, but unfortunately confidence doesn't equate to talent. Several of the loud, out of tune performances would've been torture with a hangover.

He finds himself humming along to the classics regardless.

As it is, it's almost pleasant. Sure, Shiho keeps ignoring him when it's just the two of them left at the table, but that's better than open hostility. Probably.

(It feels a little worse.)

Two hours in Sonoko ushers Ran to stay with Subaru rather conspicuously.

Smalltalk is stilted between them, lacking in common ground, and it doesn't really help that their connection is through the Kudo family, the memories of which she's here to escape for the night. She's polite as ever, but without the other girls as buffer, the conversation quickly runs dry.

Thankfully, the girls' singing distracts them soon enough. A cutesy pop song about moving on, dedicated to Ran.

She seems about ready to cry halfway through, and by the time they're done she's sniffling and trying to discreetly wipe her tears. Shuuichi gives her a handkerchief and pats her back rather awkwardly in an effort to try and soothe her. He hopes the girls will be back soon to take care of this. He's woefully underqualified to handle this kind of situation.

When they finally do get back, he plans to excuse himself, but before he finds a good time he's swept up in a group hug instead.

Turns out he might have misread the situation - what with Ran being overjoyed at her friends' continued support, and needing to express that, somehow. How exactly that translates into him also being included in their huddle is beyond his comprehension, but he's not going to struggle and cause a scene.

(It's kind of nice to see her smile again - gloominess doesn't suit her.)

It might've been a bit too much excitement for Ran, because around midnight she's almost falling asleep at their table. At this point, the rest of the girls declare their mission a success, and the focus shifts to trying to figure out how to get back in the middle of the night.

Shuuichi volunteers to drive them home.

It's crammed in his little Subaru, but the girls manage, and once he's dropped off Sonoko, things quiet down considerably.

Masumi makes him swear not to tell their mother how long they were out.

He agrees, of course, knowing he got up to much worse as a teen - back when he was still susceptible to peer pressure and living abroad in a fraternity, alcohol made him do very stupid things indeed to prove his worth.

If this is how Masumi chooses to defy their mother, he'll take it - she could be up to so much worse.

She's arranged to stay with Ran; thus, he's released from his services for the night. He watches as they help each other up the stairs, leaning in close, whispering and laughing to each other.

He would make an assumption, now, but Hiromitsu's words are still clear in his mind.

So for now, he refrains, and is simply glad they're supporting each other.

In the end, predictably, Shiho is the only one left in the car.

"Didn't dare to join us wearing your own skin, cousin?"

He shrugs. "Masumi requested Subaru."

"Well. At least you didn't creep on us from several buildings away. Baby steps." 'But progress, nonetheless', her small smile says.

He doesn't know why he says it. Maybe because it's late. Because Scotch Hiromitsu has chipped away at his protective tissue. Because it's Shiho.

"Staying away didn't save her." He doesn't need to say who - the same wound is carved into Shiho's heart, after all. And judging by the songs she chose to sing today, it still bleeds just the same.

She sighs, long-winded and too world-weary for a girl her age.

"No. No, it didn't. All it did was rob us of the time we had with her. Utter idiocy, in retrospect."

Shuuichi hums in agreement. Lost opportunities they'll never get back, all thanks to lies and the wish to protect her.

"I tried to push her away, you know? I was too involved - maybe, if she didn't know what I was doing, she could retain her innocence. Maybe she could even leave, one day, I'd hoped. But she clung to me stubbornly."

Never backing down from what she wanted, from those she loved. That's the women he fell for.

Shuuichi finds himself smiling, somewhat pained.

"She loved you dearly, to the bitter end."

He hands her the flip phone that has been his constant companion for almost a year now. Past the lockscreen waits Akemi's last message to him. With its P.S., asking him to protect her dear little sister, if the worst should come to pass.

He never got to reply to her, to promise that he would, of course he would.

It's short, so Shiho doesn't take long to read it. She attempts to hand it back, eyes glistening, but not crying.

Always composed, in front of him.

"Keep it."

It hurts to let go of it, but Shiho deserves to have assurance of Akemi's love, even in death.

(Unlike himself, who only ever lied to her.)

She looks up at him, uncertain, but what she reads on his face seems enough to convince her. She snaps the phone shut, cradles it to her chest.

Smiles grimly at him. "Thank you."

The rest of the car ride passes in silence.

They split up in front of the Kudo mansion.

"...I was planning to visit her grave on the weekend. You should come."

Shuuichi knows where Akemi's ashes have been laid to rest - he was the one to pay for her funeral, after all.

(Once upon a time, he'd dreamt of a future with her, of being family. Cruel irony, how that turned out to be true.)

Since her parents were never officially buried, and he hadn't been able to reach Shiho, he'd made the selfish decision to have Akemi's ashes stored in the Sera family grave.

He hasn't had the time to visit, yet - first, things had been too dangerous, then too busy, and by now, he's really just been unable to face her, alone. He's glad he doesn't have to, now.

Shiho sets down an incense stick, and some cut flowers - white gladioli. Shuuichi squats down next to her, puts down his flowers - lilies, also white - into the vase and lights the incense.

"Hey, sis. Look who I managed to drag along."

"Hello, Akemi." Sorry it took so long.

They stand, side by side, in silent prayer.

He's had days to prepare himself, to think about what he wants to say to her. But as he stands before her grave, all that's left is sorrow, a hollow in his chest where she should be.

(Filled with regret, and someone else. Jodie's right. He's a terrible partner.)

I'm sorry.

I'm sorry I couldn't tell you the truth.

I'm sorry I left you behind.

I'm sorry I couldn't protect you.

I miss you.

The gentle smile when she talked about her little sister. The sweet blush when he'd kissed her hand. The way she'd awkwardly apologize for flipping the pancake she was making for breakfast into the sink. The ikebana arrangements she'd spend hours and hours on, decorating her flat. Her kind hands, mending his body and soothing his soul. The way the sunlight would turn her hair into gold.

A thousand small joys she gave to him, and all he had for her in turn were lies.

He doesn't remember the last time he cried - maybe as a child, when he fell and scraped his knee. It feels so far away.

His body doesn't remember how to, either - otherwise he surely would be, now.

How cruel. Even in death, he can't show her his honest feelings.

Shuuichi shows her cold comfort, instead.

Takes out a plastic evidence bag he requisitioned from the PSB, and places it on the altar as an offering. In it, the shattered scope of a rifle, splattered with its owner's blood. Gin's. It was found by his side, together with his Beretta, the instrument of his voluntary destruction. As the PSB forces had closed in on him, he'd chosen to kill himself, rather than surrender.

When Shuuichi lies awake at night, it irks him that Gin had a choice, at the end, where he took it away from so many others. He didn't deserve that kindness. A part of him is furious that he wasn't there to see his enemy's dying breaths, preferably through the scope of his rifle.

But it was probably for the best - if he'd been there, he's not sure he could've reigned himself in. Might've murdered Gin with his own two hands, and become the kind of monster he swore to hunt. (And if he's completely honest, there's another possibility: caught in a struggle with his enemy, he might have lost sight of his surroundings and slipped up. Facing Gin, that would've been a death sentence.)

Instead, and he's got the boy to thank for that, he was tasked with keeping their allies - Rei - alive and breathing. He can't help but feel like that matters.

I'm sorry I couldn't avenge you; you deserved better.

But he won't be making anyone miserable, anymore.

It's over, and they're still standing, in defiance of the bloodlust of their enemies. He's managed to keep one promise to Akemi, at least.

I'll continue to watch over her, if she lets me.

Shiho claps beside him, done with her prayer.

Thank you for everything.

The incense stick's stump turns to ash and scatters in the wind.

I hope your spirit can find peace, Akemi.

When he lights himself a cigarette to calm his mind, Shiho holds out a hand, wordlessly, expectantly.

He regards her with mild curiosity, but offers the pack regardless.

"What. You think I haven't done worse?"

She snatches his lighter, and with a hiss of flame, lights up her own cigarette.

"Akemi used to tell me to stay away from drugs, but I deserve this for bringing you here."

She takes a deep drag, managing not to cough. It's clear, from her posture and practiced ease, that it's far from her first foray into smoking.

"I hated you, you know? For the longest time. For playing with her, breaking her heart, leaving her behind, all alone. Leaving her to die."

It burns his lungs, to have his own thoughts voiced out loud, by Shiho of all people. But he deserves every cruel word dropped from her lips - she speaks nothing but the truth, after all. He needs to bear her judgement.

Shiho smiles, grimly. Doesn't look at him, focused on the grave instead.

"But not Akemi. She saw through you, and loved you still. Forgave you, even, because that's the kind of person she was."

A cold spring breeze plays with her hair. The sweater and cap protect him from the worst of it, but it still bites at his face, makes his eyes sting.

"I don't think I can ever be as forgiving as she was. You were, and still often are, an unrepentant jerk."

She turns to look at him, eyes as hard as steel. So familiar his eyes burn. He can't look away.

"But her death is not your fault."

It's cloaked in insults and pain. But it's an absolution he could never have asked for, one no one else could have given him. His breathing stops, then comes a little easier.

"Neither is it Kudo's. Did he ever tell you? He was there, watched her die. For the longest time, I blamed him for not saving her. He's brilliant when he puts his mind to it. Did he care so little, as to not even try?"

She shakes her head.

"It is a cruel thing to begrudge him for having witnessed her death. He was just a kid - small, powerless, afraid. Up against enemies that tried to kill him, too, only failed through sheer luck. I had to first be put into the same shoes to understand that."

As if she's not just a kid now, too. Neither of them should have gone through what they did, and yet it happened, has left them weathered and worn, tired beyond their years. They're still young - he hopes they can recover from the worst.

"I'm trying to tell myself it's not my fault either. She died for me, for us, trying to get us out of there. But I didn't know. She kept it from me, in case something went wrong. And I lie awake, going over conversations, wondering if I missed any signs. If I could've warned her or stopped her. If she could still be here, that way."

He's familiar with the spirals and hypotheticals, repeating the scenario over and over, to look for a way out. It never changes the facts.

"That kind of thinking gets you nowhere."

She gives him a sharp glare, a wordless threat to 'shut the fuck up'. He takes a step back, raising a hand in surrender.

"I know it's useless. Because she is dead, and no amount of analysing can bring her back. At least the one person who truly is at fault will not be a problem any longer. That's a small comfort."

She glares at the scope with barely concealed hatred in her eyes.

"And that's all there is. Akemi was proud and strong-willed - she chose her path. Not reaching out to any of us for help was a choice she made. I can't take away her agency in this matter."

Shiho smiles, pained and beautiful in the setting sun.

"The worst thing is that if she hadn't done what she did, I might still be a prisoner of the organisation. I'd like to think she didn't want to die to achieve it, but she'd be so happy to see me living in the sunlight, once more."

"She would be overjoyed." It's an obvious and simple truth he can't help but confirm.

Oh. Shiho's crying, now, quiet tears trailing down her cheeks, reflecting the sunlight in streaks of gold. It shaves years of her worn face, makes her look as young as she truly is.

He gives her a handkerchief, is glad to see her accept it. She wipes her face, smudging some of the make-up - he'll need to let her know before they return to the public. She doesn't usually like it when people can see past her composure. Shuuichi's pretty sure he, too, shouldn't be here to witness this.

But she doesn't hide from him, today, so he'll take all she gives to him, and treasure it.

"I brought you here because I'm trying to be better. I got a second chance at life, and I want to take it, all of it, for myself and for Akemi. But I won't be able to, if I hold on to useless grudges."

She looks at the handkerchief in her hands.

"You're a jerk, but you're not horrible. And you're trying to be better, too."

She holds out her hand.

"I want to get to know you, Akai Shuuichi. Maybe we could start with meeting for coffee?"

He waits for her to take it back, to reconsider.

She just looks at him expectantly, raises an eyebrow too when he doesn't comply immediately.

Shuuichi is many things, but he tries not to be a coward.

So he fights the vertigo, takes a leap of faith.

"I'd like that."

And shakes her hand.

Sweater Weather AU masterpost

#working title: akai shuuichi and the mortifying ordeal of being known #man. hiro is cruel. showers akai with love to make him confess his silly misconceptions #knows full well the stupid thing akai is agonizing over but still makes him say it...#okiya has been adopted as one of the girls™#not me looking up popular japanese karaoke songs and then not putting them in there #Ran's singing Dry Flower for sure #(Shiho's picked Lemon for Akemi. Akai finds himself quietly singing along)#Masumi Sonoko and a somewhat grumpy Shiho dedicate PonPonPon to Ran #(also I presume Ran is mostly fine with Shiho because she's not her childhood friend/boyfriend who lied to her while living with her.#she knew for the longest time that there was something up with Ai and tried to help her. is probably glad Shiho opened up when she could)#shiho after all of that angst in the end: we're not going to talk about the incest thing ok? ok.#sweater weather AU #you thought Rei slowly getting over his sweater fixation would be the end of it? joke's on you - he's infected Akai #the rich inner life of akai shuuichi #iris writes fic #akam #long post #dcmk #akai shuuichi #miyano shiho #sera masumi

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snickerdoodlles · 1 year ago

Text

pulling out a section from this post (a very basic breakdown of generative AI) for easier reading;

AO3 and Generative AI

There are unfortunately some massive misunderstandings in regards to AO3 being included in LLM training datasets. This post was semi-prompted by the ‘Knot in my name’ AO3 tag (for those of you who haven’t heard of it, it’s supposed to be a fandom anti-AI event where AO3 writers help ��further pollute” AI with Omegaverse), so let’s take a moment to address AO3 in conjunction with AI. We’ll start with the biggest misconception:

1. AO3 wasn’t used to train generative AI.

Or at least not anymore than any other internet website. AO3 was not deliberately scraped to be used as LLM training data.

The AO3 moderators found traces of the Common Crawl web worm in their servers. The Common Crawl is an open data repository of raw web page data, metadata extracts and text extracts collected from 10+ years of web crawling. Its collective data is measured in petabytes. (As a note, it also only features samples of the available pages on a given domain in its datasets, because its data is freely released under fair use and this is part of how they navigate copyright.) LLM developers use it and similar web crawls like Google’s C4 to bulk up the overall amount of pre-training data.

AO3 is big to an individual user, but it’s actually a small website when it comes to the amount of data used to pre-train LLMs. It’s also just a bad candidate for training data. As a comparison example, Wikipedia is often used as high quality training data because it’s a knowledge corpus and its moderators put a lot of work into maintaining a consistent quality across its web pages. AO3 is just a repository for all fanfic -- it doesn’t have any of that quality maintenance nor any knowledge density. Just in terms of practicality, even if people could get around the copyright issues, the sheer amount of work that would go into curating and labeling AO3’s data (or even a part of it) to make it useful for the fine-tuning stages most likely outstrips any potential usage.

Speaking of copyright, AO3 is a terrible candidate for training data just based on that. Even if people (incorrectly) think fanfic doesn’t hold copyright, there are plenty of books and texts that are public domain that can be found in online libraries that make for much better training data (or rather, there is a higher consistency in quality for them that would make them more appealing than fic for people specifically targeting written story data). And for any scrapers who don’t care about legalities or copyright, they’re going to target published works instead. Meta is in fact currently getting sued for including published books from a shadow library in its training data (note, this case is not in regards to any copyrighted material that might’ve been caught in the Common Crawl data, its regarding a book repository of published books that was scraped specifically to bring in some higher quality data for the first training stage). In a similar case, there’s an anonymous group suing Microsoft, GitHub, and OpenAI for training their LLMs on open source code.

Getting back to my point, AO3 is just not desirable training data. It’s not big enough to be worth scraping for pre-training data, it’s not curated enough to be considered for high quality data, and its data comes with copyright issues to boot. If LLM creators are saying there was no active pursuit in using AO3 to train generative AI, then there was (99% likelihood) no active pursuit in using AO3 to train generative AI.

AO3 has some preventative measures against being included in future Common Crawl datasets, which may or may not work, but there’s no way to remove any previously scraped data from that data corpus. And as a note for anyone locking their AO3 fics: that might potentially help against future AO3 scrapes, but it is rather moot if you post the same fic in full to other platforms like ffn, twitter, tumblr, etc. that have zero preventative measures against data scraping.

2. A/B/O is not polluting generative AI

…I’m going to be real, I have no idea what people expected to prove by asking AI to write Omegaverse fic. At the very least, people know A/B/O fics are not exclusive to AO3, right? The genre isn’t even exclusive to fandom -- it started in fandom, sure, but it expanded to general erotica years ago. It’s all over social media. It has multiple Wikipedia pages.

More to the point though, omegaverse would only be “polluting” AI if LLMs were spewing omegaverse concepts unprompted or like…associated knots with dicks more than rope or something. But people asking AI to write omegaverse and AI then writing omegaverse for them is just AI giving people exactly what they asked for. And…I hate to point this out, but LLMs writing for a niche the LLM trainers didn’t deliberately train the LLMs on is generally considered to be a good thing to the people who develop LLMs. The capability to fill niches developers didn’t even know existed increases LLMs’ marketability. If I were a betting man, what fandom probably saw as a GOTCHA moment, AI people probably saw as a good sign of LLMs’ future potential.

3. Individuals cannot affect LLM training datasets.

So back to the fandom event, with the stated goal of sabotaging AI scrapers via omegaverse fic.

…It’s not going to do anything.

Let’s add some numbers to this to help put things into perspective:

LLaMA’s 65 billion parameter model was trained on 1.4 trillion tokens. Of that 1.4 trillion tokens, about 67% of the training data was from the Common Crawl (roughly ~3 terabytes of data).

3 terabytes is 3,000,000,000 kilobytes.

That’s 3 billion kilobytes.

According to a news article I saw, there has been ~450k words total published for this campaign (*this was while it was going on, that number has probably changed, but you’re about to see why that still doesn’t matter). So, roughly speaking, ~450k of text is ~1012 KB (I’m going off the document size of a plain text doc for a fic whose word count is ~440k).

So 1,012 out of 3,000,000,000.

Aka 0.000034%.

And that 0.000034% of 3 billion kilobytes is only 2/3s of the data for the first stage of training.

And not to beat a dead horse, but 0.000034% is still grossly overestimating the potential impact of posting A/B/O fic. Remember, only parts of AO3 would get scraped for Common Crawl datasets. Which are also huge! The October 2022 Common Crawl dataset is 380 tebibytes. The April 2021 dataset is 320 tebibytes. The 3 terabytes of Common Crawl data used to train LLaMA was randomly selected data that totaled to less than 1% of one full dataset. Not to mention, LLaMA’s training dataset is currently on the (much) larger size as compared to most LLM training datasets.

I also feel the need to point out again that AO3 is trying to prevent any Common Crawl scraping in the future, which would include protection for these new stories (several of which are also locked!).

Omegaverse just isn’t going to do anything to AI. Individual fics are going to do even less. Even if all of AO3 suddenly became omegaverse, it’s just not prominent enough to influence anything in regards to LLMs. You cannot affect training datasets in any meaningful way doing this. And while this might seem really disappointing, this is actually a good thing.

Remember that anything an individual can do to LLMs, the person you hate most can do the same. If it were possible for fandom to corrupt AI with omegaverse, fascists, bigots, and just straight up internet trolls could pollute it with hate speech and worse. AI already carries a lot of biases even while developers are actively trying to flatten that out, it’s good that organized groups can’t corrupt that deliberately.

#generative ai #pulling this out wasnt really prompted by anything specific #so much as heard some repeated misconceptions and just #sighs #nope #incorrect #u got it wrong #sorry #unfortunately for me: no consistent tag to block #sigh #ao3

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