#ML model development

[jenniferphilop0420]

AI Software Development in USA for Smart Business Growth

Artificial Intelligence (AI) is revolutionizing industries across the globe—and nowhere is this transformation more evident than in the United States. As businesses race to stay competitive, AI software development in USA has emerged as a cornerstone for driving innovation, boosting efficiency, and enabling smart business growth. From personalized customer experiences to automation of complex operations, AI solutions are becoming vital for modern enterprises.

Why the USA Leads in AI Software Development

The United States remains a global leader in AI innovation due to its advanced technological infrastructure, top-tier talent, and thriving startup ecosystem. Leading universities and research labs fuel continual innovation, while tech giants like Google, Microsoft, and IBM heavily invest in AI R&D.

What makes AI software development in USA particularly compelling is the convergence of cutting-edge technologies, agile development processes, and a business-friendly environment. Whether it’s Silicon Valley, New York, or Austin, AI development firms in the U.S. are setting the pace for digital transformation.

Benefits of AI Software Development for Businesses

1. Enhanced Customer Experience

AI-powered chatbots, virtual assistants, and recommendation engines offer personalized interactions that increase customer satisfaction and loyalty. U.S.-based AI developers build intelligent systems that learn from user behavior and deliver tailored solutions in real time.

2. Automation of Repetitive Tasks

AI automates mundane and repetitive tasks, freeing up employees to focus on strategic initiatives. From automating emails to processing invoices, American AI development companies design custom automation tools that improve productivity and reduce operational costs.

3. Predictive Analytics for Smarter Decisions

AI enables businesses to make data-driven decisions by analyzing large datasets and forecasting future trends. Companies in the USA are building AI tools that help executives anticipate market changes, customer needs, and inventory demands with high accuracy.

4. Scalability and Flexibility

AI solutions developed in the USA are highly scalable, allowing businesses to grow without limitations. Cloud-based AI software ensures seamless integration with existing systems and easy expansion as your business evolves.

Key Industries Leveraging AI in the USA

● Healthcare

AI is transforming diagnostics, drug discovery, and patient care. U.S. firms are leading the way in developing AI applications that analyze medical images, predict disease progression, and enhance treatment plans.

● Finance

Financial institutions are using AI for fraud detection, risk assessment, and algorithmic trading. AI software development in USA enables banks and fintech firms to make faster and more accurate financial decisions.

● Retail & E-Commerce

AI enhances inventory management, personalized marketing, and customer support. U.S.-based retailers use AI to analyze consumer behavior and optimize the buyer journey.

● Manufacturing

Predictive maintenance, robotic process automation, and smart logistics are made possible with AI. American manufacturers are embracing AI to streamline production and reduce downtime.

● Real Estate

AI-powered valuation tools, virtual property tours, and smart contract systems are gaining popularity. Real estate companies in the USA are leveraging AI to improve property management and customer engagement.

Choosing the Right AI Software Development Company in the USA

When selecting a partner for AI software development in USA, businesses should consider several critical factors:

✔ Expertise & Experience

Look for firms with a proven track record in developing AI applications across various industries.

✔ Customization

Choose a company that offers tailor-made AI solutions suited to your business goals, rather than one-size-fits-all platforms.

✔ Integration Capabilities

The AI software should seamlessly integrate with your existing systems and technologies.

✔ Ongoing Support

AI models need regular updates and optimization. A reliable U.S. AI development partner offers continuous support and upgrades.

✔ Compliance & Security

Ensure the company follows U.S. data privacy regulations like HIPAA and GDPR, especially if your application involves sensitive data.

Popular AI Technologies Used in U.S. Software Development

Machine Learning (ML) – Enables systems to learn and improve over time.

Natural Language Processing (NLP) – Powers chatbots, sentiment analysis, and voice assistants.

Computer Vision – Used for image recognition and video analytics.

Robotic Process Automation (RPA) – Automates business workflows.

Generative AI – Builds new content, such as text, images, and even code.

Future Trends in AI Software Development in USA

🔹 Generative AI in Business Applications

Generative AI tools like GPT and DALL·E are being customized for business use—from content generation to product design.

🔹 AI and Edge Computing

U.S. companies are exploring AI at the edge to reduce latency and process data locally for faster insights.

🔹 AI Ethics and Responsible AI

As AI adoption grows, U.S. developers are increasingly focused on building ethical and transparent AI systems.

🔹 AI for SMBs

AI is no longer just for large enterprises. American AI developers are creating cost-effective solutions tailored for small and mid-sized businesses.

Conclusion: Fuel Your Business with AI Innovation

Investing in AI software development in USA is not just a trend—it's a strategic move for future-proofing your business. With world-class talent, cutting-edge tools, and a history of tech leadership, the USA is the ideal destination for businesses seeking innovative and scalable AI solutions. Whether you’re in healthcare, finance, retail, or manufacturing, leveraging AI can unlock unprecedented growth, efficiency, and customer satisfaction.

Need help getting started? Partner with a top-tier AI software development company in the USA to craft intelligent solutions tailored to your business needs.

[aichatbot08]

Leading AI Software Development Solutions in Malaysia

Empowering businesses in Malaysia with cutting-edge AI Software Development in Malaysia, tailored software solutions, and innovative automation tools to drive growth and efficiency.

[aidevelop]

"Leading AI Development Services in the UAE for Business Transformation"

Unlock the full potential of artificial intelligence with our cutting-edge AI development services in the UAE. We help businesses optimize operations, enhance customer experiences, and drive digital transformation through innovative AI solutions.

[river-taxbird]

There is no such thing as AI.

How to help the non technical and less online people in your life navigate the latest techbro grift.

I've seen other people say stuff to this effect but it's worth reiterating. Today in class, my professor was talking about a news article where a celebrity's likeness was used in an ai image without their permission. Then she mentioned a guest lecture about how AI is going to help finance professionals. Then I pointed out, those two things aren't really related.

The term AI is being used to obfuscate details about multiple semi-related technologies.

Traditionally in sci-fi, AI means artificial general intelligence like Data from star trek, or the terminator. This, I shouldn't need to say, doesn't exist. Techbros use the term AI to trick investors into funding their projects. It's largely a grift.

What is the term AI being used to obfuscate?

If you want to help the less online and less tech literate people in your life navigate the hype around AI, the best way to do it is to encourage them to change their language around AI topics.

By calling these technologies what they really are, and encouraging the people around us to know the real names, we can help lift the veil, kill the hype, and keep people safe from scams. Here are some starting points, which I am just pulling from Wikipedia. I'd highly encourage you to do your own research.

Machine learning (ML): is an umbrella term for solving problems for which development of algorithms by human programmers would be cost-prohibitive, and instead the problems are solved by helping machines "discover" their "own" algorithms, without needing to be explicitly told what to do by any human-developed algorithms. (This is the basis of most technologically people call AI)

Language model: (LM or LLM) is a probabilistic model of a natural language that can generate probabilities of a series of words, based on text corpora in one or multiple languages it was trained on. (This would be your ChatGPT.)

Generative adversarial network (GAN): is a class of machine learning framework and a prominent framework for approaching generative AI. In a GAN, two neural networks contest with each other in the form of a zero-sum game, where one agent's gain is another agent's loss. (This is the source of some AI images and deepfakes.)

Diffusion Models: Models that generate the probability distribution of a given dataset. In image generation, a neural network is trained to denoise images with added gaussian noise by learning to remove the noise. After the training is complete, it can then be used for image generation by starting with a random noise image and denoise that. (This is the more common technology behind AI images, including Dall-E and Stable Diffusion. I added this one to the post after as it was brought to my attention it is now more common than GANs.)

I know these terms are more technical, but they are also more accurate, and they can easily be explained in a way non-technical people can understand. The grifters are using language to give this technology its power, so we can use language to take it's power away and let people see it for what it really is.

[baturwebdevelopers]

Whether you are a financial professional, analyst, or researcher, it provides you with the ability to navigate the world of credit risk modelling confidently. Analyse data manipulation, model building to empower you in making informed choices and mitigating risk virtually.

[reachartwork]

re: "outlawing AI"

i am reposting this because people couldn't behave themselves on the original one. this is a benevolent dictatorship and if you can't behave yourselves here i'll shut off reblogs again. thank you.

the thing i think a lot of people have trouble understanding is that "ai" as we know it isn't a circuitboard or a computer part or an invention - it's a discovery, like calculus or chemistry. the genie *can't* be re-corked because it'd be like trying to "cork" the concept of, say, trigonometry. you can't "un-invent" it.

even if you managed to somehow completely outlaw the performance of the kinds of linear algebra required for ML, and outlawed the data collection necessary, and sure, managed to get style copyrighted, you can't un-discover the underlying mathematical facts. people will just do it in mexico instead. it'd be like trying to outlaw guns by trying to get people to forget that you can ignite a mixture of powders in a small metal barrel to propel things very fast. or trying to outlaw fire by threatening to take away everyone's sticks.

the battleground is already here. technofascists and bad actors without your ethical constraints are drawing the lines and flooding the zone with propaganda & slop, and you’re wasting time insisting to your enemies that it’s unfair you’re being asked to fight with guns when you’d rather use sticks.

as a wise sock puppet once said; "this isn't about you. so either get with it, or get out of the fucking way"

-----

Attempts to prohibit AI "training" misunderstand what is being prohibited. To ban the development of AI models is, in effect, to ban the performance of linear algebra on large datasets. It is to outlaw a way of knowing. This is not regulation - it is epistemological reactionary-ism. reactionism? whatever

Even if prohibition were successful in one nation-state:

Corporations would relocate to jurisdictions with looser controls - China, UAE, Japan, Singapore, etc.

APIs would remain accessible, just more expensive and less accountable. What, are you gonna start blocking VPNs from connecting to any country with AI allowed? Good luck.

Research would continue outside the oversight of the very publics most concerned about ethical constraints.

This isn’t speculation. This is exactly what happened with stem cells in the early 2000s. When the U.S. government restricted federal funding, stem cell research didn’t vanish, it just moved and then kept happening until people stopped caring.

The fantasy that a domestic ban could meaningfully halt or reverse the development of a globally distributed method is a fantasy of epistemic sovereignty - the idea that knowledge can be territorially contained and that the moral preferences of one polity can shape the world through sheer force of will.

But the only way such containment could succeed would be through:

Total international consensus (YEAH RIGHT), and

Total enforcement across all borders, black markets, and academic institutions, at the barrel of a gun - otherwise, what is backing up your enforcement? Promises and friendly handshakes?

This is not internationalism. It is imperialist utopianism. And like most utopian projects built on coercion, it will fail - at the cost of handing control to precisely the actors most willing to exploit it.

Liberal moralism often derides socialist or communist futures as "unrealistic.", as you can see in the absurd, hyperbolically, pants-shittingly mad reaction to Alex Avila's video. Yet the belief that machine learning can be outlawed globally - a method of performing mathematics that is already published, archived, and disseminated across open academic networks the globe over - is far more implausible. literally how do you plan on doing that? enforcing it?

The choice is not between AI and no AI. The choice is between AI in the service of capital, extraction, and domination, or AI developed under conditions of public ownership, democratic control, and epistemic openness. You get to pick.

The genie and the bottle are not even in the same planet. The bottle's gone, Will.

[celesteleoves]

Could you do a todoroki oneshot/head cannons for him having a secrete crush on (y/n) and doing some cheesy confessions? Thanks a lot!!❤️🤍

“I LOVE IT WHEN YOU CALL MY NAME.”

shoto todoroki x reader.

summary: shoto has developed a crush that even he himself doesn’t quite understand, so he’s hiding it. you however, have a small huge crush on him yourself aswell. hopefully he can confess!

warnings: mentions of the todoroki family, shoto being a little insecure, fluff with a SMALL tinge of angst! reader is as whipped as he is lol!

a/n: i decided to turn this into a little one shot. ty for requesting this ml! i really enjoy writing shoto and trying to understand his character (especially trying to interpret how he would do a confession lol!) enjoy!!!! pls send more requests. this is quite long i feel like :( i hope it’s to your liking!!!

—

“todoroki, have you ever wondered what it would be like to be in love?”

that was a sentence shoto didn’t think he’d have to answer at 10 am in the morning. yet here he is. standing very stiffly next to a happy momo who is helping him make breakfast for their classmates. the question certainly woke him up at this early time.

“not really.”

“oh come on! you know i’m not the type to push boundaries but are you sure?” momo looked at him in confusion, for a boy like shoto everyone would’ve thought love defintely came easily to him.

“i don’t think i have. please hand me the knife.”

momo sighed and passed him the knife before moving around the kitchen and grabbing the rest of the ingredients to finish up their meal.

——

the conversation with momo had been stuck in shoto’s head all throughout the day (it was currently 1 pm). he felt as though he answered her wrong. yet, how would he know a thing about love? romantic love. souls being practically tied to another. he didn’t know anything about it.

shoto felt uneasy facing emotions he never explored: love. It was like standing on a cliff's edge, peering into an unfamiliar abyss. His usually composed demeanor faltered as he grappled with the intensity of these new feelings. yet, despite his apprehension, a part of him was curious, cautiously reaching out to understand this uncharted territory.

from a young age, shoto learned he couldn't rely on his parents to model what real love looked like or how to navigate relationships. they weren't an example he could follow, leaving him uncertain and unguided in matters of the heart. that’s something shoto learnt at a young age, he couldn’t rely on his parents to show him what real love looks like.

he’s not very good at lying. thats also something shoto learnt at a young age. it baffles him how he has been able to hide his crush on you for this long.

you sat comfortably next to shoto, scrolling through your phone and peppering him with questions about the various foods you were discovering on your Pinterest feed.

“oh my gosh! did you know that strawberries are the most common fruit people use to confess their love?” you grinned like a child and turned your phone towards shoto who was already paying attention to your scrolling.

“oh wow, i didn’t know that.” shotos answer came out more nonchalant than he wanted and he winced, praying you wouldn’t be upset with him.

instead, you felt a warmth in your stomach at his words. excited to teach him more about strawberries, you leaned closer.

shotos breath hitched at the smell of your perfume engulfing his senses, he could practically see ever detail of your face. to the way you did your makeup all the way down to the necklace you wore that shoto had gifted you for your birthday.

the sight made shotos cheeks flushed as he took deep breaths. as of right now, shoto wished he would be more calm like he usually is.

damn it, hiding a crush is not easy.

little did either of you know, you were both thinking the same thing.

——

strawberries. the history of the strawberry dates back to Ancient Rome where the fruit was considered the symbol of Venus, the goddess of love, because of its red color and enticing taste.

shoto had been sitting in his dorm for hours looking up facts about strawberries.

he gently placed his phone down and pondered. does the kitchen have strawberries? or would he have to go buy some?

“i’ll check the kitchen.” he mumbled, hurriedly making his way there.

upon his arrival, he realized everyone seemed to be also chilling in their dorms. it was only 5 o’clock and a free day for his classmates to relax and catch up.

he searched the fridge, a deep frown settling on his face when he realized there were no strawberries.

shoto stared at the fridge for a couple minutes, debating what to do.

“shoto? is that you?” he jumped at the sound of the kitchen door creaking open but relaxed after realizing it was just you.

“sorry! didn’t mean to scare you. what are you looking for?” you moved towards him, stopping right behind him and peering over his shoulder to look at what the fridge might contain for him.

much to shotos dismay, it didn’t contain the one thing he wanted. the thing he craved however was just standing behind him.

“i want strawberries. do you want to come to the store with me to get some?” shoto peered back at you with the cutest look on his face. your heart clenched at his unintentional puppy eyes.

“yes! i mean- sure.” you stumbled over your words and he softly smiled, moving to grab his hoodie as you excitedly walked beside him, leaving the dorms and heading to the store.

the walk was calm, exactly what you needed but also despised. for months, it felt as if you had been left in the dark with shoto. it seems as though he’s keeping something from you.

selfishly, you really want to understand his sudden demeanour change. he’s almost softer, sweeter and very careful with you.

selfishly, shoto also wants to just run away and hide. he is not good at keeping secrets from you. this secret is something he knows would affect your friendship greatly. which is why he’s afraid.

“shoto. we’re here.” you spoke to him softly, the chill evening air makes you feel at peace next to him and shoto swears you glow as the afternoon sun hits the side of your face perfectly.

“i really want strawberries.” shoto said and you swore you almost let out a cackle at his blunt words, why did he need that fruit so badly?

“then let’s look!”

you two trudged to the fruit section of the store, analyzing which strawberries would be perfect.

“y/n, look at these ones.” shoto beckoned you over and you happily walked over to where he stood.

shoto had managed to find the most perfect strawberries you had never seen, they looked so perfect! (just like him) and you quickly nodded your head towards the cashier.

“hello! my my, what a lovely young couple you two are! did you know, strawberries are a symbol of love?” the cashier, a friendly middle aged women, spoke endearingly at you two.

“oh! we aren’t a-”

“thank you, m’aam.” shoto softly smiled at the lady and she grinned back, winking at you as you blushed.

“have a good one, you two!” the cashier waved as you two exited the store, you being too flustered to reply while shoto waved back at her.

his nerves began to get the best of him, his idea didn’t seem like it would work now. what if his perspective of love is wrong and he’s doing the opposite of what you think love is? the questions continued to plague his mind like a sick joke and taunt. his mind seemed to be his biggest enemy.

were you against the idea of dating him? you didn’t reply to the lady in the store. was it his scar? was it his personality? shoto suddenly really liked the idea of crawling into hole.

you moved towards a bench nearby, patting the seat next to you. you didn’t enjoy how quiet shoto had been. normally he would at least say a few words and you would be able to continue the conversation. shoto seemed speechless suddenly.

shoto stared at the batch of strawberries in his lap, grateful they were washed. he could eat them now with you.

he picked up what seemed like one singular strawberry that laid perfectly on top of the rest. as he picked the strawberry up, it revealed to be a double strawberry. (press on the text to learn more!)

“woah! a double strawberry, can we split it?” you spoke for the first time in a while and shoto felt his heart swoon, you wanted to share a strawberry with him?

shoto only nodded and split the strawberry for you two, a red hue very evident on his cheeks as he took a bite of the strawberry.

“you know, i’ve been wanting to tell you something for a while.”

shotos nerve racking words caused you to perk up in your seat as you quietly ate the strawberry, encouraging him to continue.

“um, strawberries mean love.” shoto mentally face palmed. that is not what he wanted to say!

you giggle, “i know sho! i told you that.”

silence overtook you two once again as you gave shoto a moment to think about his words, patiently nervously swinging your legs back and fourth beneath the bench.

“it is also said that if you spilt a double strawberry with someone, you two will fall in love.” shoto whispered those words as if they were forbidden.

your eyes widened and you let out a huff of laughter, trying to make humour of the situation incase he does but agree with your next words.

“and what happens if you’re already in love?”

shotos eyes bulged, he looked up from where he was staring at his feet nervously to make eye contact with you for the first time in a while.

the feeling of being nervous about what the other will say seems so intense, but once you're already in love, every word they utter becomes a symphony that warms your heart. you two felt that way each time the other spoke.

“then… the two will grow their relationship and be more than friends?” shoto asked shyly.

“yeah, that sounds about right.” you grinned, shuffling closer to shoto, finishing your strawberry as you place your head on his shoulder.

shoto smiled a toothy grin, silently applauding himself. his confession wasn’t as bad he thought it would be! strawberries really do symbolize love.

——

A/N: UM HI… i hope this was how you wanted it!!! i kinda got carried away… if you guys can’t tell i really like strawberries so i had to include them. please send tips for me to improve my writing and requests for not just mha, but jjk too!

[catalyswitch]

Was talking with wife recently about AI and the ways it's incredibly stupid and I am reminded of the time a few years ago the Execs at the place I worked previously wanted to incorporate AI into our workflow in order to help materials development. They wanted to make sure that the company was "utilizing the latest technology to make us more productive" so they partnered with a company that uses AI/ML to predict chemical structures in order to enhance performance based on our desired properties. My boss and I kinda thought this was stupid when it was first announced, but we were still unprepared for how bad it was really going to be.

The problem of course here is that what a computer thinks is good and will perform well does not often make sense according to the laws of physics. So more often than not the computer would spit out extremely specific and nonsensical structures that it believed would increase performance. These structures could range from completely impractical to sometimes downright impossible to actually make, so for every set of predictions we got back we had to first filter all the nonsense and then select a set from the ones that could be made and tested in a reasonable amount of time. In addition, they emphasized that the more data that they have the better the predictions would be, so the pressure was on to synthesize and validate as many molecules as possible as quickly as possible. This was a huge drain on time and energy because again some of these structures were nontrivial to make. Not that the computer people would be able to tell the difference. But still the executives were excited about it so we gave it a try anyway. The idea was that we would start by making a bunch of different materials and test the results and then feed those results back into the machine to predict better structures based on the ever growing data pool.

The funny part of the story, of course, is that with every iteration, the performance got worse. This was not surprising to me. The mechanisms that dictate performance in this field are not fully understood even now, and there are still many papers coming out every year adding more knowledge to the field. Additionally, the predictions weren't being made using some fundamental understanding of the mechanisms at play, but by training an algorithm using a pool of existing literature. You're just not going to get good results by "midjourneying" chemistry. We did around 3-4 iteration cycles with them over that year contract and every time the performance of the structures that it had predicted were worse than the last set, sometimes dramatically so. And they would tell us "no no, the data set isn't really big enough to give good results yet" and "once the model has tested enough structures it'll get better" but it didn't in that period. And it's possible that on a long enough timescale it might be possible? But, the reality was that we had a whole year of time and resources essentially wasted because our CEO thought that some tech guys in SV could use AI to do chemistry and didn't believe us when we said it was stupid.

And you know what? We figured out something that worked really well less than six months after dumping them and getting to do it our way again.

[jacquesthepigeon]

In a way, ML was doomed from S1 with how incompatible their episodic format and serious overarching plot are and I distinctly remember this being brought up to the crew early on. Logically, something would have to give: the episodic format in favor of consistent development of the serious overarching plot or the serious plot in favor of keeping the series lighthearted by making the villain exclusively comic relief and therefore better suited for the episodic model. Their response, which would become standard, was that they had the ability to pull it off well without compromising on either aspect and then actively (I apologize for misusing this term but it’s the only one that comes to mind) gaslighting the audience whenever they notice any failures in fulfilling promises the crew made. It’s funnier still to me that when they finally decided to wrap up the arc after 4 seasons of nothing of value happening, they did abandon the episodic format and it was still a disaster.

It just goes to show imo what happens when a creator severely overestimates their abilities, consistently enacts poor judgement throughout the entirety of the narrative’s development, and has an ego too inflated to make or even acknowledge any necessary corrections

The format they chose being inappropriate for the story they wanted to tell wasn’t the tragedy itself but rather a warning sign of the crew’s lack of ability and forethought to live up to their ambitions

I understand that working on such a grand scale series has it setbacks and limitations and unexpected things can happen to throw a wrench in your plans, but I also understand that adjusting to these things means having to give up on your original vision and rework it so that you can still tell an entertaining and satisfying story

Instead, it seems the crew was too stubborn and inflexible with their ideas that they did the bare minimum to accommodate for whatever came up and tried to brute force the story to happen their way even if it no longer made sense

[hyuuukais]

-`♡´ - APARTMENT 143

paring -> lee minho x fem reader

synopsis -> after a bad breakup, y/n needs to find a new place to live. although she's grateful for her best friend, up-and-coming model hwang hyunjin, for letting her stay at his, she can't keep living with him and his model roommates. so when an opening for somewhere nearby with cheap rent opens up, she jumps on it, despite knowing next to nothing about the 3 other tenants, only that one owns 3 cats. the three quickly learn of her breakup, determined to help get her back on her feet. but what happens when one of them begins to develop feelings?

warnings -> gen (on ml)

MASTERLIST | PREVIOUS | NEXT

CHAPTER THIRTY-TWO -> CELEBRATION

notes -> smaller update for today, but still an update!! sorry for taking so long between chapters. i do plan on trying to finish this fic before the end of the year

taglist -> @chaeryred @toplinelix @channie-143 @staysinbloom @puppyminnnie

@tfshouldidohere @kangaracha @chlodavids @whitney190 @thisisnotjacinta

@borahae-reads @brooklynie @gini143 @kayleigh-28 @skz-streamer

@babyphotos0325 @scallywag1299 @venusmoonxnight @naomisosoup @fertiliezedtoesw

@s00buwu @realrintaro @anothershorthuman @stayatinykatsy @ilovejeongin007

@btswestan @multifandomedsimp @ihrtlix @raehawthorne @euphoric-univers

@catchingskzzzs @evermourning @satsuri3su @jazziwritesthings @minhwa

@wyzminho @fic-for-readers @dreamerwasfound @imsiriuslyreal @lailac13

@palindrome969 @lixie-phoria @aalexyuuuhm @sunflowerbebe07 @st4rhwa

@lukeys-giggle @jabmastersupriseee @judeduartewannabe @gaysontheprince @stepout-09-15

[aidevelop]

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[generalluxun]

The OG Five were still the best Miraculous team imo.

The OG Five had all the appearances of a carefully crafted team. 5 is a classic sentai number. All the members had interesting established interpersonal dynamics. None of the powers overlapped, or were narrative problems. It would have been an excellent base to develop from.

Instead they expanded the team to 17! members which no show can properly flesh out or explore. You don't fault ML for not executing it. You fault them for even attempting it m when there is tons of research material on hand for them to use.

I still say the larger class would have worked better purely as civilian 'heroes' with the occasional one off. Utilizing the other miraculous could have been done via fusions.

From a merchandizing standpoint it just makes sense too. You're not dropping 17 different hero models into the market, that's just begging for dead stock. (Yes some franchises get away with it, but TF is in a fairly unique position. Heck even DC/Marvel don't dump all their heroes out there)

Having an OG5 would have let them built up those 5 civilian characters and the fusions/use of different miraculous would let you still make many different toys. A kid won't care about having 10 different heroes, but 10 different *Ladybugs*? 'Mommy mommy I neeeeeeeeeed it' 😂

OG5 lets them explore a broader range of topics, because you can always do things 'Marinette adjacent' while never making it feel like the show would 'lose sight' of her.

The list goes on.

[mlbigbang]

2023 Adrinette Fic Rec List

It’s the end of the year which means it’s finally time for the ML Big Bang’s yearly fic rec lists! We’re really excited to bring you our contributors’ favourite fics started this year to supply you with plenty of reading material while you’re waiting for the Big Bang fics’ publication in January.

Fate, Destiny... A Hamster by @mostmagical

After finally moving into his very first apartment per Ladybug’s suggestion, Adrien discovers something no movie or TV show could have ever prepared him for: someone else's hamster. Marinette was so excited to have her first pet. If only it would stop escaping! At least now there’s an excuse to talk to the new neighbor. (Adrinette Never Met AU)

This fic is peak adrinette identity shenanigans! Adrien and Marinette star as the next door neighbors losing and finding the titular hamster, falling in love, and avoiding an identity reveal like the plague.

If I Let Myself Love You by @uptoolateart

It’s hard to be a normal girl with a normal life when your mother has terminal cancer. And when fashion model Adrien Agreste moves back to Paris and wants to be Marinette’s friend – or maybe even more – her life is turned upside down again. How can she risk opening her heart to love when her whole world is falling apart? Especially when Adrien is hiding a dark secret of his own…. - COMPLETE FIC – updates on Sundays *** No kwamis AU - 100% Adrinette. About half of it is fluffy and half heavy. Please read tags for trigger warnings. ***

It is such an incredible balance of beautiful, heart-wrenching and funny! I adored the relationship between Adrien and Marinette, how it developed throughout, how natural it was, how they both helped each other through their grief. Just beautiful.

hearth by @asukiess

Because how do you describe a dream once you wake up, when it’s fleeting and slipping through the cracks in your mind like it’s a sieve? You can barely wrap your lips around the concepts and words before you realize it has slipped through like water, and what lay in your hands is just a pang in your chest? When every moment away from it clouds your mind just a little more, until the memories are threadbare? or: Adrien understands what it means to have a home.

call it even by @sha-nwa & @anna-scribbles

After a year of dating, there is one thing Marinette knows for certain: it's her and Adrien against the world. Through it all, Adrien is kind, patient, and endlessly understanding—even as she tries her best to keep her secret superhero identity hidden from him along with the rest of the world. Nothing could ruin it, not even the supervillains of Paris: Hawkmoth and Chat Noir. (adrinette dating // ladynoir enemies au)

A really well-written Adrienette fic featuring Ladynoir as enemies.

All the Missing Pieces by @uptoolateart

At 14, Adrien stepped into the time burrow and saw the truth no one could have guessed. When he came out, he was changed forever. And after defeating his father, he was finally free...or was he? At 37, Adrien has everything he ever dreamed of – married to Marinette, three kids, the hamster – but none of it has turned out as expected. Marinette’s career is such a success that she’s never home, Hugo is an angsty difficult teenager, and Adrien is still struggling with his secret identity as a sentimonster. And now, Lila Rossi is back after more than 20 years. But has time changed her? Or is she up to her old tricks?

It's my actual life (except I'm not good looking lol), and I vouch for how WILDLY accurate its treatment of the emotional issues of stay-at-home-dad stuff. I just cannot recommend highly enough how it handles jealousy, isolation, parenting struggles, etc. Not me in the comments every chapter telling the author how she got the feels so perfectly right.

If I Let Myself Love You by @uptoolateart

It’s hard to be a normal girl with a normal life when your mother has terminal cancer. And when fashion model Adrien Agreste moves back to Paris and wants to be Marinette’s friend – or maybe even more – her life is turned upside down again. How can she risk opening her heart to love when her whole world is falling apart? Especially when Adrien is hiding a dark secret of his own…

So absolutely sweet. So emotionally devastating. Gets meta by taking advantage of how AO3 works at one point. Next level in every way. I loved the developing Adrienette friendship. I loved Marinette and her father. I loved Marinette's feelings about her sick mother. Please everyone read this fic your face will melt with emotion, and you weren't really using your face, were you?

Our Tales are Endless (That's Why I Tell Them) by joonapeach

Marinette lives a simple life - one surrounded by pretty dresses, fresh macaroons, and the calming view of Paris. It's a life she thinks she has always fit in. And yet sometimes, when a certain boy comes by her shop with a flower and a new adventurous story, she can't help but wonder if there's something else she's missing.

you don't even know me at all (but i was made for loving you) by @ladyofthenoodle

They didn’t remember each other. The hospital told them there’d been an accident—brain damage—but Alya had told them the truth, later. Who’d they’d been to each other. What they’d given up, and why. But even with their memories of each other gone, Adrien and Marinette are still inextricably tied together—by law, by their social circles, and by their hearts. And in the apartment they share, there's only one bed.

If you like amnesia AUs, angst with a happy ending, married adrinette, and only one bed scenarios, you need to read this fic! It's beautifully bittersweet and will break your heart before putting it back together.