#How is AI different from ML

[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.

[thejohnlockedfemboy]

. " ♜ " ♖ " ♜ " ♖ " ♜ " ♖ " ♜ " ♖ " .

about me c:

♠️

“He is half of my soul, as the poets say.” — The Song of Achilles by Madeline Miller >> my dni >> my opinions on ai and creativity, as well as ai add*ction and ai’s impact on environmentalism, please read this before bashing me for using c.ai taken anons: 👽, 📀,

Basic Info:

name(s):

[ Paul, Atreus/Atre, Alex ]

pronouns:

[ he/they ]

here is a full list of my pronouns/identities

gender:

[ ftm 🏳️‍⚧️ ]

fluid between aboyic non-binary , femboy , nameflux male

personality type:

INFP-T

my partner:

@pubbipawz Ilysm ❤️ 1+ years will turn into forever, ml ���

misceverse secondary gender:

dynamifluid between Nu ( socially submissive beta ) and Sigma ( socially dominant omega )

a compiled masterlist of info about the misceverse and how it both differs from and is similar to the omegaverse, alterhumanity/therianthropy, and gender identity

more info under the cut :3

MY C.AI ACCOUNT + AO3

I create original bots of characters from many fandoms and also write fanfic ( NOT AI GENERATED ) with my ocs + canon characters. My most common fandoms are Call of Duty and Arcane.

// TUMBLR VERSIONS OF MY FICS CAN BE FOUND AT THE BOTTOM OF THIS POST

my c.ai:

babyboyroach (@viktornation25) | character.ai | Personalized AI for every moment of your day

my ao3:

I struggle with obsessive-compulsive disorder ( OCD ) and anxiety. Sometimes my replies may be apathetic or late because of my low moods.

Please note that I will answer as soon as possible. Don’t be discouraged from messaging me!

I thrive on interaction and love to answer asks! 👏 // my requests and ask inbox is ALWAYS open <3

I am TAKEN.

Do not interact with me flirtatiously, even if joking. It will result in an instant block.

some more info

I am an agnostic theist.

DNI IF OVERLY RELIGIOUS PLS ( unless ur pagan )

I am also a practicing Hellenistic polytheist and heathen. I mainly worship Ganymede and Loki.

Here is an original hymn I wrote for Ganymede inspired by "Dionysus" by Tomo.

🪐

MY HOBBIES

I'm a fantasy and science fiction writer with one finished book waiting to be published and another nearly completed. I write Call of Duty fanfiction with my ocs and I like omegaverse.

I’m open for Call of Duty roleplays at any time, just go to my ask box :)

Here is a list of some of my hyperfixations, as well as my top 20 fav shows and top 50 fav movies and books.

Here is a list of some lesser-known fandoms I’m in.

Here’s some music that I like

I love fishkeeping!

🦐

I own two ten-gallon live planted tanks with aquasoil substrate.

One has dwarf shrimp ( neocaridina ) and four kuhli loaches. The other hosts two baby Cory catfish, and three neon tetras. I've had three bettas-- a blue male halfmoon named Merlin, a white and gold halfmoon named William, and most recently, a koi plakat betta named Rudy.

. . . . .

My biggest hyperfixation is Greek Mythology!

My favorite myths are that of Ganymede, Cyparissus, Heracles and Hylas, and the Odyssey <3 also I love EPIC: the Musical by Jorge Rivera-Herrins

— Paul/Atreus

↷ . ↷ . ↷ .

my call of duty fic series:

“Songbird on a Wall”

[ original male character and the rest of the 141, not a shipwork but does include ghostsoap ]

pt.1

pt.2

pt.3

pt.4

pt.5

pt.6

pt.7

pt.8

“Nothing Permanent But Change”

[ poly/pack 141 omegaverse + male oc ]

pt.1

pt.2

pt.3

pt.4

pt.5

pt.6

pt.7

pt.8

“One K.I.A.”

[beatrice1979a]

Shadyverse Re-verse fic list

Miraculous World Paris dark themed fanfics

Original post here: Compliance

Decided to create a separate post for this list. These are re-verse fics dealing with angst, bullying, abuse, war, death and co-dependency; themes that were (surprisingly) introduced in the Paris special. These are not the fluffy lovely ones. I should make a separate list because I love them too.

**trigger warning** read at your own discretion.

==== I am finally back to catching up with my fic-reading in 2025 so... list will be updated ====

Complete:

2025 update

@hamsteriffic MUST READ Requiem for a Dream Hugely popular. I don't want to spoil much but this fic is like 3 different genres in one humongous volume (yes these numbers are correct Words:141,110 Chapters:35/35). The art is gorgeous, characters are complex and the story runs well wrapped up arcs. Plus it comes with a soundtrack. Not for the faint of heart because it's a deep dive to the world of the Supreme (guess what, Supreme included as a character). Go read with an open mind because this fic is R rated (Explicit) for a reason. But you will not regret reading it. And after you read it go and take a look at the comment section... you'll have fun.

@ladynoirfanao3 Dawning Light paired with the mirrored spinoff "Sideways" *still ongoing* this series will go down history the most popular Shadyverse/Reverse Miraculous series in this angsty category (correct me if I'm wrong). And it is Why have the cool reverse kids if you can have them mingle with the normie versions. Hello!!! This is Shadybug paired with our lovely sunshine boy. She brings enough emo emotion to the story... I'm shipping them so HARD!

@monpetitchattriste Dying on the Inside one shot. Explores the very steamy toxic relationship between pre-special Claw and Shadybug. Touches on their personal struggles and how they are using each other to escape reality. Beautiful and emotional. There's a sequel in the works. Check below.

@xiueryn You can call me villain Complete multichapter re-verse Shadyverse fic about parent abuse, bullying, death, crime and two young teenagers navigating it all. Just read it. Thank me later.

@tanzle 's Caring Fleabag don't let the cute title fool you. this is gritty, action packed and heavily emotional. Multichapter and complete.

@dreamer-from-yuggoth @artemonh has many ficlets You know my name (Shady and Claw post-special realize their new purpose), I would let you win (The supreme bloody games) Blood on his hands (Claw's haunting memories), Shadybug tattoo (this is actually a sweet romantic one. Love it <3)

@toxinellebug Extensive and detailed Alt world ruled by the Supreme. Too many fav posts to count. It's like a re-verse AU encyclopedia. I think this is complete but you never know... an update might be around the corner. Update: Yeah! New posts

Frisky69's To a World of Absolution was the first fic i read that explores the final moments of Shadybug and Clawnoir. *awestruck*

AelitaYoru's La Chute du Double Maléfique I'm still obsessed with the veins/disease effect of the miraculous. They better refer to it in S6

@aanabear2803 surprised me with this tiny ficlet You don't belong here Lila got what she deserved from the evil pair *trigger warning*

Ongoing:

@ladynoirfanao3 Sideways **ongoing audiobook** sequel to Dawning Light and featuring my favorite Adrien version. (sorry chat... i'm a Claw fan thru and thru) so OF COURSE this is my favorite between the two. I'm partial to it and I am still reading it. PLUS there's a PODFIC. Not AI. This is the real deal. Adds so much to listen Claws inner struggles and nonchallant attitude and how he is balanced with Ladybug's energy. Drama.

@revolutionary-thoy 's ML Paris Reverse AU * Felix/Kagami/Luka vs the Supreme release ** project in hiatus for now** Still love it.

The Project Reverse AU X. <-love this! Where u can see feat. the big/evil sword. That is the one Shady is handling on the fanart above.

This has grown into EPIC levels. Fav of mine: @justmywritingstuff Speechless Changes AO3 Full of emotions. I think there's only 1/2 chapter left to turn to a complete fic. ALMOST there ... PLEASE FINISH THIS if you can. no pressure but yes please.

@monpetitchattriste @Skin and Bones sequel to dying on the inside. Who knows, might be continued one day. First chapter opens with a lot of promise. Love their dynamics in this fic.

Purple_doom's Dead set against (ongoing) might be abandoned but the three chapters are worth a read. Post special. Reformed Shady and Claw try to survive without being discovered by The Supreme!!

I hope there are more... I am fascinated by the gritty side of this re-verse world.

[rabbitindisguise]

Coming to fountain pens after being into fiber crafts so far long is comical in its size difference. Like yes hello I'm a ball of 30 meters of yarn and I won't even make a scarf. Meanwhile the humble 15 ml of ink in the bottle will easily write 600+ pages using a fine or medium nib. You get people going like "oh god . . . I bought too much ink, I'll never finish it all in my lifetime" about a box smaller than a suitcase, while a crafter is going to the local craft store for the nth time and has a closet overflowing with yarn (the wrong kind)

And like, I think this reflects how we undervalue some aspects of our lives under capitalism because once you actually stop to consider things long term, a shirt that gets torn in less than a year is worth less than a shirt that's $50+ in materials and 20+ hours of unpaid labor. Because that shirt will last forever!! It will last so long you'll be like "ffs I wish I could get rid of this the style is outdated and it doesn't fit me properly anymore." And yet. The short term one IS more expensive when you divide the cost over the years it lasts. That's not just cope, that's Vimes boots theory right there. The fun part where you knit/sew/etc it all yourself is an additional benefit that obscures how much value a handmade shirt (no matter how shittily) has in material life.

With things that are optional, where you can do it the more efficient but not necessarily less costly way, you no longer have to rely on a company to produce the things you need for it. If your gel pen dies an untimely death by its ink running out, and you find you they don't make those refills anymore, you have a plastic casing with nothing new to put in it and no pen to write with. With fountain pens you have a converter option that frees you from proprietary products. It's basically open source handwriting. You can even hand make your own ink (professionals course, do not attempt) so even if you're stuck in the woods you can still write with it if you had the foresight to write down the recipe.

And uhhh what are some other "luxury" hobbies that are just doing things without a subscription model . . . physical journalling/mail doesn't require electricity, film photography doesn't require software updates, typewriters can make things legible without relying on a computer, physical art doesn't rely on software either, hand sewing can work without electricity and you can do more complicated/stronger techniques, etc etc. Basically: electricity isn't bad, but being beholden to a corporation (as we know with AI) who can put a stranglehold on it and remove your capacity to do that task independently is bad. Acoustic hobbies- even if they don't amount to anything from a survivalist or independence from society sense- give people greater autonomy in important areas of their lives that they can leverage when people put in price raising measures. And that's ✨ priceless ✨

Important edit: I don't think "investment pieces" are valuable though. The value of an acoustic hobby is not if you can sell it, it's if companies can't sell to YOU. A mistake people get tripped up on us the $10,000 purses and shit that's just markers of wealth. Hobby value bottoms out low and you're immediately destroying any resell value it has by using it so like. If it isn't materially worth the money you spend on it then it's a ripoff. (Example: fancy decals you don't want? Rip off. Unnecessary gold accents? Rip off. Etc)

[flightfoot]

ML Fanfic Recs for 2023: 20K - 40K words

So I’ve been going through and adding particularly good fics I’ve read throughout the year. Only Complete fics, of course. Enjoy!

Alliance!Adrien’s AI is self-writing, enabling him to grow and change and adapt. As he learns and starts analyzing some of his own systems, he finds some disquieting correlations. Why are there such strong connections between akuma attacks and the Alliance network?

Fu keeps on trying to give Marinette Miraculouses. Marinette refuses to cooperate.

Chat is happy with the person Fu chose to succeed him as Guardian, but confused. Why did he choose Multimouse?

One of Hawk Moth’s akuma attacks ends tragically, with many dead, Adrien in critical condition, and Chat Noir MIA. Alya’s prepared to go to extremes to save the people she cares about, if it comes to it.

In Kuro Neko, Adrien decides to seal off his more rebellious, wilder side, in order to make himself into the perfect partner for Ladybug. This has unintended consequences.

Chat Noir suddenly turns on Ladybug, joining up with Monarch as Cat Walker. Marinette’s devastated. At least she still has Adrien by her side.

Nino offers to fake-date Adrien in order to get the paparazzi off his back. He starts to wish it wasn’t fake.

All this and more below the break!

---

The Ghost in the Machine by @jheqiawrites

As part of this function, Adrien knew about Monarch, the akuma butterflies, the victims, and, of course Ladybug and Cat Noir, the heroes of Paris. He was authorized to contact the Ladyblog as well as the citywide alert system if one of his platforms was active during an akuma manifestation, allowing his friends to get somewhere safe until Ladybug and Cat Noir could deal with the situation

While the necessity of these functions was disconcerting, it was programmed to be his routine so he gradually grew used to the inconsistencies. After all, humans tended to be selfish, highly inconsistent, and often flighty, but once you had observed them for a while an intelligence such as his could begin to see the patterns.

That is until she came online.

This is just a beautiful, though bittersweet story. I adore how Alliance!Adrien grows and changes throughout the story, how he develops as a person. He starts off not being able to figure out what he’s feeling, needing to make new modules in order to try to process the emotions he has welling up, and not totally understanding his own reactions. But as time goes on he grows and gets a better handle on himself. This isn’t an “evil AI” story, he’s just a person who’s slowly figuring out who he is and how to handle himself. 

Not that it’s entirely about Adrien Alliance figuring out his own emotions, there’s other things going on as well. He’s worried about why there seems to be weird surges in the Alliance Network right before akumas attack, for instance, and why the details about the reason for that seem to be hidden from him, making him more paranoid about the Alliance system the more he looks into it...

 It’s just... it’s really good and absolutely worth a read. 

---

Thanks, But No by @pauliestorylover

For every miraculous that Fu cupped in his palms, an image of the same blue-eyed girl flashed through his mind. Marinette Dupain-Cheng was born to hold the miraculous—she resonated with every single one of them far better than even the late Celestial Guardian, and it was Fu’s duty as the last Guardian not to allow such talent to slip through his hands.

Too bad Marinette wasn’t on the same page.

Or; au where Master Fu keeps throwing miraculous at Marinette hoping one will stick, Marinette goes around handing out miraculous like candy, and Wayzz has never seen anything so ridiculous in his millennia-long lifespan.

This one’s fun. Everyone except for Adrien ends up with a different Miraculous than in canon, and it’s really interesting to see how they all adapt. Marinette’s thorough noping out is pretty funny too, and there’s some sweet bits of Adrino and Alyanette in here!

---

The Power of Love by @nedjsmlfavs

In which Ladybug announces that she’s pregnant via her long term boyfriend and Chat Noir is a supportive partner. After all, he can hardly be upset when he’s been dating his Princess for years!

A different take on the show’s tagline (“The Power of Love Always so Strong”) written for Valentine’s day 2023.

This is just a sweet, fluffy fic about Ladybug and Chat Noir finding out they’re having a baby, revealing to each other, getting married, and becoming parents. Gabriel actually tries to do better here, as he does actually care about getting to know his grandchild, and realizes that he can’t undo this timeline without undoing his granddaughter’s existence as well. 

---

Radio Silence by @into-september

When an inexplicable change between Marinette and Adrien brings the two closer than ever, Alya is left on the outside of a secret too confounding to be about cheesemaking or puppy love.

[No S4 AU]

This is a wonderful Alya-centric fic, with her just being baffled by Marinette’s and Adrien’s newfound closeness. But it’s not all about her being puzzled by the Lovesquare. Things really get rolling when Lila makes her entrance and Marinette and Adrien are particularly hostile to her, with Alya being confused about it and thinking there must be a misunderstanding here, somewhere, even with Lila saying something she KNOWS can’t be true - partially because she doesn’t want to believe she’s been fooled all this time.

But this isn’t a saltfic. Alya’s treated like a full person, and her perspective and thoughts are given credence. She and Marinette talk things out in depth, with both of them feeling badly for accidentally hurting the other person, and reassuring each other (Marinette also told a lie, though unbeknownst to Alya, it was connected to her being a superhero. Alya, however, didn’t know that, and just knew that Marinette lied to her for no clear reason), and they make up. It’s really nice and treats the characters with love and respect.

It’s got a lot of similarities to The Investigation by @11jj11, so if you liked that fic, you’ll probably like this one too.

---

I’ll give myself a name (something stupid and pretentious) by @bbutterflies

Nino looked at the number and didn’t recognize it. Usually he wouldn’t answer, but he had nothing better to do – and could still really use a distraction – so he did. “Hello?”

“Hey, Nino.”

Nino stood up quickly, chest tightening. He knew that voice. He’d been waiting to hear it again for over two years. “Adrien?” he whispered.

“Yeah. It’s me."

-

When Monarch is defeated (and revealed to be Gabriel Agreste), Chat Noir immediately goes missing. Adrien disappears not long after. When Adrien finally shows up in Paris again, Nino would do anything to make sure he doesn't disappear again.

Ah this is lovely, Adrien’s been in a lot of emotional turmoil since Monarch’s defeat, convinced that everyone would hate him, SHOULD hate him, for not realizing that his father was the villain, and should hate him even more for disappearing like he does. But slowly Marinette and Nino get through to him, convince him that they just want him back. 

And also Adrien and Nino smooch. Multiple times. So that’s a bonus XD.

---

The New Guardian Is... Multimouse?  by The_Rabbit42

During the events of Miracle Queen, Master Fu passes on the role of guardian to a surprising successor... Multimouse! Marinette is frustrated, Alya is confused, and Chat Noir is oddly pleased. How will this affect Marinette's friendships and partnership on both sides of her identity? How will this affect Adrien's view of the girls in his life? And how long will they keep it together?

I adore this fic! It diverges from the season 3 ending, with Multimouse - who Chat knows is Marinette, becoming Guardian instead of Ladybug. Which leads to some ripple effects, like Marinette not confessing her identity to Alya, since she’s able to get some support from Chat when he drops by her house. Not that that stops tension from building between Ladybug and Chat Noir, since she won’t just let Chat go and get a Miraculous from Marinette during a battle, and she won’t tell him why, leading him to think that she just dislikes Marinette or doesn’t trust him to get Miraculous like she does. But even while all this tension is building between Ladybug and Chat Noir, Chat’s still able to talk to Marinette, air his feelings in ways he doesn’t feel like he should do with Ladybug, and it’s all a great, complicated situation that I thoroughly enjoyed seeing unfold!

---

Two Steps Back (One Step Forward) by @buggachat

Sure, Adrien hadn't been texting her as often as he used to. And sure, Nino noticed it too. But just because Adrien had struggled with depression in the past, didn't mean he was struggling now. Surely, he'd tell her if something was wrong. Right?

Marinette just missed him, and she had a tendency to catastrophize. Surely, he was fine.

But if he wasn't... well, she wasn't above hopping on a flight back to Paris to make sure.

—————

Marinette's at an internship in New York, and Adrien has a depression relapse.

Once again buggachat comes out swinging with a fic centered around Adrien being super depressed and his friends charging in to help him, despite him not wanting them to because he feels like a burden. It’s not easy and Marinette goes through a lot of emotional turmoil, especially since his apartment is in bad enough shape that it can’t be changed to something that a human should be living in without also going shopping, but gradually she helps drag Adrien out of the hole he’s gotten himself stuck in. The emotions are on point and just... if you want to read a hurt/comfort fic with Found Family helping one of their own who’s struggling and doesn’t think they deserve it, this is a great fic to read.

---

If only I could break free by megetstoread

It started with Adrien being upset about going away, but led to a lot of revelations.  

Another Sentiadrien fic here! After telling Adrien that he’s being sent to London, Gabriel takes advantage of Adrien being distraught to akumatize him. Luckily Ladybug’s right there and deakumatizes him before he can even do anything, but it shakes both her and Chat, leading to her allowing him to tell her a lot more about his home life than usual, and for her and Adrien to investigate to see whether there might be more to Adrien’s inability to stand against his father than just psychological abuse.

---

Skinny Dipping in the Seine by whensparksfly

When Marinette and Chat Noir cross paths one stormy night, an unexpected friendship blossoms, and between the two of them they’re both able to admit what they’ve been looking for the most — freedom. Vowing to tackle all of the things they’ve never tried before, they set out on a series of adventures to complete their bucket lists.

Cute little Marichat fic here! Just Marinette and Chat Noir hanging out and doing things they’ve always wanted to do, like going to a rave or, well, skinny-dipping in the Seine.

---

Nor No Man Ever Loved by @jheqiawrites

It starts with a gift to cheer up a friend, a friend Marinette's heart is trying to move on from. But when she is blatantly confronted with her feelings by the most unexpected person, Marinette's life takes a turn for the better.

Welcome to my Adrienette April story. It is based around Shakespeare's Sonnet 116: Let Me Not to the Marriage of True Minds. Each chapter will be framed around part of the sonnet and should be able to stand alone, though the story itself will all be tied together.

This is a nice little story, mostly focusing on Marinette’s perspective while being there for Adrien, WITH Adrien, while dealing with his father and the aftermath of his father’s takedown. We do get some perspective from Adrien though for things like his therapist appointments. I really like that it covered some of the therapy Adrien should have after this event, he needs it.

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Villainous Matchmaking by @nedjsmlfavs

When Chat Noir is tragically unable to attend an event with Ladybug, the mayor calls in a favor from a designer ‘friend’. Now she’s attending in style, on the arm of the hottest male model in Paris. Which would be fine if it weren’t for one, tiny issue: Paris’ favorite domestic terrorist now knows how Ladybug feels about his son. This leads him to his greatest plan yet, using Ladybug’s extremely obvious crush on Adrien Agreste to akumatize Chat Noir.

A Ladrien/“platonic” Ladynoir fic

This is adorable and hilarious. Gabriel keeps on “accidentally” releasing things which makes it looks like Adrien and Ladybug are a couple in an effort to make Chat Noir jealous, while Adrien and Ladybug ae just over-the-moon about getting to spend time together and finding out that the other person loves them XD.

---

Vantage Point by @ashes-555

Most of the time, with more information, life get easier and things make more sense. But Alya discovers that sometimes, knowing everything is just plain complicated.

Alya POV fic here, which instantly drew my attention, I think most people know how much I love fics giving her some focus. 

This is set post-Gang of Secrets. Basically, Ladybug tells Chat that he can tell someone his secret identity, and he chooses Alya (he thought about telling Nino, but he didn’t want to rock the boat with Nino since he’s his best friend, and he figured Nino would let it slip to Alya anyway). Which leads to Alya just. Dying. As she deals with knowing the full truth about the Lovesquare and not being able to tell Adrien and Marinette that they’re chasing each other around in circles.

The fic soon changes gears, though, becoming a Hawkmoth Defeat fic, with Rena coming up with a plan to discover Scarlet Moth’s location, and then everyone dealing with the ramifications. 

---

Justifying the Means by @ashes-555

When the worst happens, Alya finds that she may be willing to do the unthinkable. Is any sacrifice to big to make for her friends?

Once again, Ashes comes out swinging with an Alya focused fic! 

Basically, there’s a major, destructive akuma attack. During it, Ladybug orders Chat to cataclysm a building in order to stop from being trapped. Unfortunately the building collapses, injuring or killing a lot of people - unbeknownst to her, including Chat Noir. Gabriel releases the akuma, which means she has no way of fixing the damage, either.

A lot of of focus is placed on Alya and Nino worrying over Adrien, who was found in the wreckage barely clinging to life, in a coma, with the doctors unsure whether he’d make it. Shadow Moth takes advantage of their distress to make an offer: if he gets the Ladybug and Black Cat Miraculouses, he can make a Wish to fix everything, including saving Adrien. With as dark a place as Alya and Nino are in, they seriously consider it. Especially with how unhappy both of them are with Chat Noir supposedly “abandoning” Ladybug and Paris as a whole, and Nino being angry with Ladybug for failing (since Alya knows that Marinette is Ladybug, she’s far more understanding on that front).

I love how much credence Alya’s thought and emotions are given here, and that she doesn’t go for the more drastic option right away, either - she talks with Ladybug about it first, tries to do it her way. She understands the costs, but... her friends are important to her, and she’s desperate. I think this was a really good way to present a more antagonistic sort of Alya. She’s still very much herself here, and still considers Marinette her friend, willing to do things her way to an extent, and understanding why Marinette doesn’t want to use the Wish, even though she disagrees with her. Alya’s mindset, her emotions, her problems, are given respect and credence by the narrative. She’s still willing to talk things out, she’s still sympathetic to Marinette and the enormous trauma and guilt she’s going through, she just disagrees with Marinette’s approach. She wants her friend back.

If you want a fic that has some solid focus on Alya as a person, on her emotional struggles and mindset and just... dealing with things, I highly recommend checking out “Justifying the Means”.

---

Would Trust You With Everything by @kasienda

Nino breaks off, tears streaking down his face. Adrien wishes he was here as himself instead of Chat so he could offer a hug.

“It’s not like I don’t think she deserved her privacy. It’s just it felt like I was her last priority. And if I knew why, then maybe we could overcome it. But when I don’t, I’m not willing to be her last thought. You know? I always put her first.”

“Yeah,” Chat agrees, able to relate too well. He always put Ladybug first too, and he’s not sure it has ever been the same for her. “I’m sorry you’ve been so alone through this."

“I haven’t been totally alone,” Nino disagrees, holding up his phone. “My best friend has been keeping me company virtually most of the day.”

“Yeah? It helped?”

“I don’t know if any of the stuff he sent helped, but like, given what I know he’s up to, he totally had to move heaven and earth to talk to me so much, and that really helped. You know, just knowing that someone was thinking of me.”

“I’m glad,” Chat Noir said. “I wish he could be there in person for you.”

Nino sighs. “Yeah, me too, but at least you’re here."

...

Season 4 au - canon divergent from Rocketear Rocketear led to DJWiFi breakup.

Ahh, Adrino my beloved XD. I love the identity shenanigans in this one with Adrien being around Nino as both Adrien and Chat Noir, and both of them vaguely describing their situations to each other. It takes Adrien a bit to figure out that he has a crush on Nino, but once he does...

---

Dr. Walker & Kitty Hyde series by @pearl484-blog

Summary of the first fic, Rain Falls, Everybody Lies:

Chat Noir loves the rain. He loves the danger. He loves the excitement, and he especially loves how much Catwalker hates it. 

Jekyll and Hyde AU

Adrien AUGreste Entry 3: Rain

So like the summary says, and the title indicates, this series is inspired by the popular conception of Dr Jekyll and Mr. Hyde - not how the book actually goes, but how it’s portrayed in popular media, with Jekyll splitting himself in two, with a “good” side and a “bad” side. 

During Kuro Neko, instead of just changing his appearance through changing his mindset, Adrien took more extreme measures, sealing off his “undesirable” characteristics, his anger and sadness and all his sharp edges, into the ring so he could assume a more placid, genial persona that’d be more accepted - Cat Walker. 

But Chat Noir’s still there, taking over whenever Adrien gets too testy, and desperately trying not to be pressed out of existence entirely. With embodying Adrien’s sealed anger and snappishness and rebelliousness, he’s not too kind to the other heroes - he already felt looked down upon and ignored before this, and seeing them accept Cat Walker while he’s fighting for his life doesn’t endear them to him either.

The series isn’t unfair to them - this isn’t a case where one party is entirely in the wrong and another’s entirely in the right. Marinette, Zoe, Nino, and all the others - they did wonder about what was going on with Chat, but he wasn’t in a position where he could see it, and he did have legitimate questions about how much Ladybug would budge on things, if he’d told her what he was going through. It’s a series that emphasizes characters hurting and lashing out in some terrible ways, but that hurt still being respected, and working things out, trying to get everything to a better place.

---

First Dance, Second Chance by @gabriel-agreste-has-no-rights

After fighting by Ladybug's side as Aspik, Adrien finally has an excuse to connect with her. But when Gabriel voices concerns about Ladybug during a charity event, Adrien realizes she might need him for more than just one dance.

Or, the one where Ladybug and Adrien work together to find out Hawkmoth's identity, while maybe squeezing in a date or two along the way.

Ladrien Hawkmoth defeat fic here! I love Ladybug and Adrien teaming up to figure out how to track down Hawkmoth and defeat him, and being super supportive of each other more generally. If you like Ladrien and Hawkmoth Defeat fics, you should check it out!

---

The Great War by icebelle24

'And maybe it’s the past that’s talking, screaming from a crypt Telling me to punish you for things you never did So I justified it'

The unthinkable happens, and suddenly, Chat Noir’s allegiances change. Now Ladybug stands on the opposite side of the battlefield from the boy who was once her partner, left alone to make sense of an impossible situation.

At least she still has Adrien to give her hope. Or maybe things are not entirely as they seem.

I adore Ladynoir enemies au, and this is a good one. The reveal of what’s really going on is pretty great, everything makes sense. I love the pieces of Alya’s POV in this as well, as she’s trying to support Marinette through one of the biggest betrayals that could possibly happen, even while Marinette’s making some frustrating decisions that don’t make much tactical sense. Everyone’s pissed at Chat Noir (now Cat Walker) for apparently siding with Hawk Moth, and the subsequent frustrating inability to make any headway against him, as Ladybug always insists on fighting Cat Walker personally, and letting no one else take part. 

---

The moment I knew (I’d no choice but to love you) by @bbutterflies

“He’s dating me,” Nino said, taking Adrien’s hand in his own.

Adrien could only stare back at him in shock.

“How dare you all force him to come out?” Nino continued, glaring at the reporters. “That was disgusting.” He pulled Adrien over to the car, guided him in, and shut the door behind them.

In the relative quiet and privacy of the backseat, Adrien finally processed what had just happened. “So… when were you going to tell me we were dating?”

This Adrino fic is delicious XD. Reporters keep hounding Adrien about his love life, so Nino finally gets them off Adrien’s back by fake-dating him. Problem is, Adrien’s actually been madly in love with Nino for years but has never been able to tell him. And now as they’re spending more time together, Nino’s beginning to find that he’s enjoying all these “couple” activities more than maybe he ought to if it’s entirely platonic...

If you want to see Adrien and Nino PINING for each other while “fake” dating (is it really fake if both parties want it to be real?) then you’ve come to the right fic!

---

Evillustrator Reimagined by onewaywriteturn

A full, mostly-standalone rewrite of the episode "The Evillustrator".

Nathaniel never planned to tell anyone about his secret crush on his friend Marc, but his world changes when Chloe picks up his sketchbook and mocks his art in front of the whole class, inadvertently outing him as bisexual. Now as the Evillustrator, he has two objectives: to take vengeance on Chloe for what she did to him and to go on a date with Marc for his birthday.

At the same time, Marinette is already struggling to defend Sabrina from Chloe when she learns of the Evillustrator's crush on Marc, one of her good friends. And while getting Marc involved with an akuma fight is messy enough, the fact that Marc has secretly liked Nathaniel for a long time complicates the situation so much more.

If you ever wanted to see Evillustrator rewritten to focus around NathMarc, this is the fic for you! The two of them just PINE for each other so hard and are so convinced that the other person couldn’t possibly actually want to date them, even with Evillustrator making it uh. Exceedingly obvious XD.

[gojoest]

Hey Ai, I just watched this movie earlier called Fear (idk if you already watched it but incase u haven’t I’ll just explain the storyline) and it’s basically about a guy named David (Mark Wahlberg) who becomes so obsessed with Nicole (Reese Witherspoon). I mean he’s literally obsessed with her he wants her to himself all the time, following her around, stalking her, and gets annoyed when she’s not with him and gets angry and jealous when she’s around her male friends. He also has a shrine made just for her with all her pictures and stuff, and tattooed her name across his torso. He also uses his charm and manipulation tactics to take her and resorted into violence when she doesn’t want to go with him and leaver her family behind like he literally tried to kill her family members just to forcefully take her.

I was wondering like I know Satoru wouldn’t do these kinds of extremes like u know trying to kill your family members, etc. But I want to know how similar could Satoru and David be in terms of obsession? Like I know Satoru can be pretty obsessed and intense with you minus the dark aspects like violence and murders.

so i watched the movie last night bc the second i saw your ask my mind immediately went ! yandere satoru ! but david and satoru are vastly different when it comes to their obsession, i think.

satoru would too be intense and quite mental with his obsession but in his own crafty way. he’d absolutely never be violent with you!!! insanity can manifest in various ways. but like he is very calculating and smart about it. he would never openly do things that would upset you and push you away — everything he does, he does so to pull you closer and keep you with him. he’d get rid of disturbances furtively. secretly, carefully, while he’s being your sweet and caring boyfriend. he wouldn’t show his true colors and intentions, because you wouldn’t love him if he did.

incredibly possessive. i think he’d get really worked up when faced with signs of you holding a special place in someone else’s life — it could be a friend, it could be a parent. like you belonging to someone in a different way than you belong to him. which leads to this one scene from the movie that i associated with something that yandere satoru would do — david stealing nicole’s baby bracelet and carving his name on it so it reads “david’s girl” instead of “daddy’s girl”. oh boy… i think it’s something satoru would do too ;-; just to feel good about it himself, like he’s won. see? you’re his.

tbh right now the yandere i associate a lot with satoru is the ML from the manhwa ‘tears on a withered flower’, i think yantoru would be a lot like him.

the ML there goes to the flower shop where FL works at and buys roses every day. every day, for months — his house is basically filled with them at this point, like there are roses and petals scattered all around the floors… he’s been watching her for so long, waiting for her to notice him. by this point he knows a lot about her. she’s having a really hard time, going through major changes, life has basically beaten her down — she got cheated on by her (ex) husband she’s been with since high school and is in a lot of debt because of him which is why she works multiple jobs to make ends meet and pay off the debt… so he comes into her life in a very tough and vulnerable time and knows exactly how to make use of it. they get close eventually... he pretends to be poor too, yk to be more relatable, while in reality he is rich af. swaps his brand new super expensive shoes with one of his friend’s worn out ones to make it look more believable that he’s a lower class (he’s also younger than her btw, 10 year age gap) also beats up men that hit on her, secretly in the alleyways, without her knowing about it. she suspects nothing NOTHING i really love the story — there’s so much depth to it — and highly recommend it to everyone! it’s still ongoing and we’re starting to see more about ML’s backstory and how he also went through very traumatic experiences. i wait for every chapter religiously!!!! if you ever read it please lmk if you see the vision! i think yandere satoru would be a lot like ML

[not-terezi-pyrope]

It doesn't excuse the misinformation and reactionary sentiments that get thrown around, but something I reality check myself on occasionally is that the sharp divide, especially on capabilities/usefulness, between a lot of computing/ML people and the general public in how they view modern AI post its popular emergence into culture really is due to where those two crowds are coming from.

If you've been into AI, machine learning on really anything to do with computing/automation at all, you've seen how useless pretty much all automation/machine data comprehension used to be outside of a very narrow context. You've programmed algorithms to try and simulate aspects of human speech, to query databases, to try and classify different data sets. From that context, you look at something like ChatGPT and rightfully recognize it as a paradigm changing near miracle, because your baseline was so low.

Meanwhile, you have your laypeople who have only interacted with humans and fictional portrayals of AI systems that act like humans, so when presented with something and told that it's an AI that's more realistic than ever, I guess that's the assumption. It always frustrated me to see these long essays talking like they've just "discovered" that a new model is unreliable or can't robustly understand a given task, or that it's just emulating a behaviour instead of really "experiencing" the internals of it. I was always like, why would you ever assume it can do that? Nothing before has ever been able to come close, why would you expect perfection immediately? But I need to remind myself that most people have had this drop into their lives out of the blue and really have almost no realistic grounding.

I do need people to recognize that this is a consequence of their own lack of knowledge and information than to talk like people in tech have actively "deceived" them. When you drill down into stuff like the "it's not really AI" conversation, it's always just "I had assumptions and this didn't live up to them", but people are always so aggressive about it, like they've been deliberately taken for a ride. I need people to have a little humility here and recognize that what actually happened is that they didn't know as much as they thought they did.

Of course in the current climate that would require acknowledging that the entire AI field isn't composed of simpering Elon Musk-worshipping "techbro" idiots selling snake oil, against whom anyone else is immediately morally, and therefore apparently intellectually, superior to. So I'm not holding my breath too hard.

(Obligatory fuck Elon Musk in case anyone gets the wrong idea, I am also using "Elon Musk fan" as derogatory. Not because his companies have never done anything technically interesting but because the man himself is doing more harm to the world and the reputation of the fields he sticks his dick in than practically anyone alive right now)

[etirabys]

I've been experimenting with "identifying as stupid and lazy" and it's going pretty well. This month I went to a Javascript meetup with the explicit goal of being slightly stupid there, got into an AI conversation, said a few coherent things, and then mentioned I just didn't want to put in the work into understanding e.g. transformers. Also I said as a simplification that I'd flunked out of linear algebra in college which isn't true (I got an A in linalg but flunked out of the ML course where linalg was heavily in use) but felt. WEIRDLY. pleasurable to say.

When I talked about this on Discord, one of them brought up Stupidism, which is from a good post @mark-gently made. But there's something about my wanton dignity-discarding that goes several steps further from Stupidism and feels very liberating.

Last year I read a weird... pagan?... book, Existential Kink, that invites you to notice how much of your life is shaped to bring about outcomes you supposedly hate, and how you secretly take joy in those outcomes. This seems false for the majority of things one tries to avoid, but leaning into it sure is interesting to try out! And I'm finding it is surprisingly true for "coming off as stupid".

There's something absurdly joyful/thrilling about deciding to go to a meetup and presenting as a moron. Some years ago I would have gone NOOO at the thought, and now I feel like an adrenaline junkie being invited to a new type of gambling event or weird sex thing.

I fully expect to tire of "identifying/presenting as stupid and lazy", but when I move on from it I expect to be more integrated or whatever. Less afraid of being stupid and lazy because I've just gone and done it openly.

One of the stupid things I said at the Javascript meetup was that I hate using libraries in almost full generality. I'm too lazy to read docs or troubleshoot my calls to other people's code. Someone recced me a different meetup for people who roll their own tooling, but warned me it was all male, because he knew I'd found all-male programming contexts stressful in the past.

In college I tended to not even really notice if a lab or a team was all male, because I was a top-half student and just felt totally secure about being in class. But I became phobic of it in jobs because I'm usually the worst dev in any remotely selective workplace, and being the worst dev AND the only woman sucks. I was ashamed of being bad at my job, obviously, but I was mortified at being the entity that diversity posters and mandatory trainings point at to say "if you think women are like that you are a terrible person and causing problems in society". But... I am like that. I guess for society's good I need to hide this as hard as possible?

(I solved this by going to a much less selective workplace and almost explicitly saying "I will be kind of a bad programmer, but I come cheap". I am pretty happy now.)

So, given that I got twisted up by that employment record, current me is delighted at the thought of being openly dumb at an all-male CS meetup. This wouldn't be good for the men (some of whom Want To Unlearn Sexism, etc) nor for Women In Tech, but it would be good for ME. Time to abandon class consciousness and defect on women for my own gain.

It is, well, yeah, existentially kinky to imagine going to this meetup and cheerfully asking dumb questions & occasionally responding with "I don't think I'm ever going to understand that, sorry, you should stop explaining that because I don't want to waste your time".

[hanasatoblogs]

Intelligent Data Management in Life Sciences: A Game Changer for the Pharmaceutical Industry

In the fast-paced world of life sciences and pharmaceuticals, data management is crucial for driving innovation, enhancing compliance, and ensuring patient safety. With an ever-growing volume of data being generated across clinical trials, drug development, and regulatory compliance, pharmaceutical companies face the challenge of managing and analyzing this vast amount of data efficiently. Intelligent data management offers a solution to these challenges, ensuring that organizations in the life sciences industry can harness the full potential of their data.

Mastech InfoTrellis is a leader in implementing AI-first data management solutions, enabling pharmaceutical companies to streamline their operations, improve decision-making, and accelerate their research and development efforts. This blog explores the critical role of intelligent data management in the pharmaceutical industry, focusing on how Mastech InfoTrellis helps companies navigate data complexity to enhance business outcomes.

What Is Intelligent Data Management in Life Sciences?

Intelligent data management refers to the use of advanced technologies, such as artificial intelligence (AI), machine learning (ML), and automation, to manage, analyze, and leverage data in a way that improves operational efficiency and decision-making. In the life sciences industry, data is generated from various sources, including clinical trials, electronic health records (EHR), genomic research, and regulatory filings. Intelligent data management solutions help pharmaceutical companies streamline the collection, organization, and analysis of this data, making it easier to extract actionable insights and comply with stringent regulatory requirements.

Mastech InfoTrellis applies cutting-edge data management solutions tailored to the pharmaceutical industry, focusing on improving data accessibility, enhancing data governance, and enabling real-time analytics for better decision-making.

Join - ReimAIgined Intelligence at Informatica World 2025

The Importance of Data Management in the Pharmaceutical Industry

Effective data management is the backbone of the pharmaceutical industry. With the increasing volume of data generated in drug discovery, clinical trials, and regulatory compliance, pharmaceutical companies need intelligent systems to handle this data efficiently. Poor data management can lead to significant challenges, such as:

Regulatory non-compliance: In the pharmaceutical industry, compliance with global regulations, including those from the FDA and EMA, is paramount. Mishandling data or failing to track changes in regulations can lead to severe penalties and delays in product approvals.

Data silos: In many organizations, data is stored in different departments or systems, making it difficult to access and analyze holistically. This leads to inefficiencies and delays in decision-making.

Inaccurate data insights: Inaccurate or incomplete data can hinder the development of new drugs or the identification of critical health trends, affecting the overall success of research and development projects.

Intelligent data management solutions, such as those offered by Mastech InfoTrellis, address these issues by ensuring that data is accurate, accessible, and actionable, helping pharmaceutical companies optimize their workflows and drive better business outcomes.

Key Benefits of Intelligent Data Management in Life Sciences

1. Improved Data Governance and Compliance

In the pharmaceutical industry, data governance is a critical function, particularly when it comes to regulatory compliance. Intelligent data management solutions automate the processes of data validation, audit trails, and reporting, ensuring that all data handling processes comply with industry regulations.

Mastech InfoTrellis provides Informatica CDGC (Cloud Data Governance and Compliance), which ensures that data management processes align with industry standards such as Good Clinical Practice (GCP), Good Manufacturing Practice (GMP), and 21 CFR Part 11. This integration enhances data traceability and ensures that pharmaceutical companies can provide accurate and timely reports to regulatory bodies.

2. Enhanced Data Access and Collaboration

In a complex, multi-departmental organization like a pharmaceutical company, it is essential to have data that is easily accessible to the right stakeholders at the right time. Intelligent data management systems ensure that data from clinical trials, research teams, and regulatory departments is integrated into a unified platform.

With Mastech InfoTrellis's AI-powered Reltio MDM (Master Data Management) solution, pharmaceutical companies can break down data silos and provide a 360-degree view of their operations. This enables seamless collaboration between teams and faster decision-making across departments.

3. Faster Drug Development and Innovation

Pharmaceutical companies must make data-driven decisions quickly to bring new drugs to market efficiently. Intelligent data management accelerates the process by enabling faster access to real-time data, reducing the time spent on data gathering and analysis.

By leveraging AI and machine learning algorithms, Mastech InfoTrellis can automate data analysis, providing real-time insights into clinical trial results and research data. This accelerates the identification of promising drug candidates and speeds up the development process.

4. Real-Time Analytics for Better Decision-Making

In life sciences, every minute counts, especially during clinical trials and regulatory submissions. Intelligent data management systems provide pharmaceutical companies with real-time analytics that can help them make informed decisions faster.

By applying AI-powered analytics, pharmaceutical companies can quickly identify trends, predict outcomes, and optimize clinical trial strategies. This allows them to make data-backed decisions that improve drug efficacy, reduce adverse reactions, and ensure patient safety.

Mastech InfoTrellis: Transforming Data Management in the Pharmaceutical Industry

Mastech InfoTrellis is at the forefront of intelligent data management in the life sciences sector. The company's AI-first approach combines the power of Reltio MDM, Informatica CDGC, and AI-driven analytics to help pharmaceutical companies streamline their data management processes, improve data quality, and accelerate decision-making.

By leveraging Master Data Management (MDM) and Cloud Data Governance solutions, Mastech InfoTrellis empowers pharmaceutical companies to:

Integrate data from multiple sources for a unified view

Enhance data accuracy and integrity for better decision-making

Ensure compliance with global regulatory standards

Optimize the drug development process and improve time-to-market

Real-World Use Case: Improving Clinical Trial Efficiency

One real-world example of how intelligent data management is revolutionizing the pharmaceutical industry is the use of Mastech InfoTrellis's Reltio MDM solution in clinical trials. By integrating data from multiple trial sites, research teams, and regulatory bodies, Mastech InfoTrellis helped a major pharmaceutical company reduce the time spent on data gathering and processing by over 30%, enabling them to focus on analyzing results and making quicker decisions. This improvement led to a faster drug approval process and better patient outcomes.

People Also Ask

How does data management benefit the pharmaceutical industry?

Data management in the pharmaceutical industry ensures that all data, from clinical trials to regulatory filings, is accurate, accessible, and compliant with industry regulations. It helps streamline operations, improve decision-making, and speed up drug development.

What is the role of AI in pharmaceutical data management?

AI enhances pharmaceutical data management by automating data analysis, improving data accuracy, and providing real-time insights. AI-driven analytics allow pharmaceutical companies to identify trends, predict outcomes, and optimize clinical trials.

What are the challenges of data management in the pharmaceutical industry?

The pharmaceutical industry faces challenges such as data silos, regulatory compliance, and the sheer volume of data generated. Intelligent data management solutions help address these challenges by integrating data, automating governance, and providing real-time analytics.

Conclusion: The Future of Data Management in Life Sciences

Intelligent data management is no longer just an option for pharmaceutical companies—it's a necessity. With the power of AI, machine learning, and advanced data integration tools, Mastech InfoTrellis is helping pharmaceutical companies improve efficiency, compliance, and decision-making. By adopting these solutions, life sciences organizations can not only enhance their current operations but also position themselves for future growth and innovation.

As the pharmaceutical industry continues to evolve, intelligent data management will play a critical role in transforming how companies develop and deliver life-changing therapies to the market.

[quickpay1]

Human vs. AI: The Ultimate Comparison & Future Possibilities

The debate of Human Intelligence vs Artificial Intelligence (AI) is one of the most important topics in today’s world. With AI advancing at an exponential rate, many wonder: Will AI surpass human intelligence? Can AI replace humans in creativity, emotions, and decision-making?

From self-driving cars to chatbots and even AI-generated art, artificial intelligence is rapidly transforming industries. But despite AI’s impressive capabilities, humans still have unique traits that make them irreplaceable in many aspects.

In this article, we will explore everything about Humans vs AI—how they differ, their strengths and weaknesses, and the possible future where both coexist.

What is Human Intelligence?

Human intelligence refers to the ability to think, learn, adapt, and make decisions based on emotions, logic, and experience. It is shaped by:

Cognitive Abilities: Problem-solving, creativity, critical thinking

Emotional Intelligence: Understanding and managing emotions

Adaptability: Learning from past experiences and adjusting to new situations

Consciousness & Self-Awareness: Understanding oneself and the impact of actions on others

Humans have common sense, emotions, and moral values, which help them make decisions in unpredictable environments.

What is Artificial Intelligence (AI)?

AI (Artificial Intelligence) is the simulation of human intelligence by machines. AI can process massive amounts of data and make decisions much faster than humans. The different types of AI include:

Narrow AI (Weak AI): AI specialized in specific tasks (e.g., voice assistants like Siri, Alexa)

General AI (Strong AI): AI with human-like reasoning and adaptability (not yet achieved)

Super AI: Hypothetical AI that surpasses human intelligence in every aspect

AI works on algorithms, machine learning (ML), deep learning (DL), and neural networks to process information and improve over time.

Strengths & Weaknesses of Human Intelligence

Strengths of Humans

Creativity & Imagination: Humans can create original art, music, inventions, and solutions.

Emotional Understanding: Humans can relate to others through emotions, empathy, and social skills.

Problem-Solving: Humans can solve problems in unpredictable and unfamiliar environments.

Ethical Reasoning: Humans can make moral decisions based on personal beliefs and societal values.

Adaptability: Humans can learn from experience and change their approach dynamically.

Weaknesses of Humans

Limited Processing Power: Humans take time to analyze large amounts of data.

Subjective Thinking: Emotions can sometimes cloud judgment.

Fatigue & Errors: Humans get tired and make mistakes.

Memory Limitations: Humans forget information over time.

Strengths & Weaknesses of AI

Strengths of AI

Fast Data Processing: AI can analyze vast datasets in seconds.

Accuracy & Precision: AI minimizes errors in calculations and predictions.

Automation: AI can perform repetitive tasks efficiently.

No Fatigue: AI doesn’t get tired and works 24/7.

Pattern Recognition: AI detects trends and anomalies better than humans.

Weaknesses of AI

Lack of Creativity: AI cannot create something truly original.

No Emotions or Common Sense: AI cannot understand human feelings.

Dependency on Data: AI needs large datasets to function effectively.

Security & Ethical Risks: AI can be hacked or misused for harmful purposes.

Job Displacement: AI automation can replace human jobs.

How AI is Impacting Human Jobs?

AI is automating many industries, raising concerns about job security. Some professions being replaced or transformed by AI include:

Jobs AI is Replacing

Manufacturing: Robots handle repetitive production tasks.

Retail & Customer Service: AI chatbots assist customers.

Transportation: Self-driving cars and delivery drones.

Jobs AI Cannot Replace

Creative Professions: Artists, writers, filmmakers.

Healthcare & Therapy: Doctors, nurses, psychologists.

Leadership & Management: Decision-making roles that require intuition.

The future will require reskilling and upskilling for workers to adapt to AI-driven jobs.

Can AI Surpass Human Intelligence?

Currently, AI lacks self-awareness, emotions, and real-world adaptability. However, advancements in Quantum Computing, Neural Networks, and AI Ethics may bring AI closer to human-like intelligence.

Some experts believe AI could reach Artificial General Intelligence (AGI), where it can think and learn like a human. However, whether AI will truly replace humans is still debatable.

Future of AI & Human Collaboration

The future is not about AI replacing humans but about AI and humans working together. Possible future scenarios include:

AI-Augmented Workforce: AI assists humans in jobs, increasing efficiency.

Brain-Computer Interfaces (BCI): AI could merge with human intelligence for enhanced cognition.

AI in Healthcare: AI helping doctors diagnose diseases more accurately.

Ethical AI Regulations: Governments enforcing AI laws to prevent misuse.

Rather than competing, humans and AI should collaborate to create a better future.

Conclusion

The battle between Human Intelligence vs AI is not about one replacing the other but about how they can complement each other. While AI excels in speed, accuracy, and automation, human intelligence remains unmatched in creativity, emotions, and moral judgment.

The future will not be AI vs Humans, but rather AI & Humans working together for a better society. By understanding AI’s capabilities and limitations, we can prepare for an AI-powered world while preserving what makes us uniquely human.

[xaltius]

The Dos and Don’ts of AI & ML in Digital Marketing

Artificial intelligence (AI) and machine learning (ML) are revolutionizing the digital marketing landscape, offering unprecedented opportunities for personalization, automation, and optimization. However, like any powerful tool, AI and ML must be wielded wisely. This blog outlines the dos and don'ts of leveraging these technologies effectively in your digital marketing strategies.

The Dos:

Do Define Clear Objectives: Before implementing any AI/ML solution, clearly define your marketing goals. What are you trying to achieve? Increased conversions? Improved customer engagement? Specific objectives will guide your AI/ML strategy and ensure you're measuring the right metrics.

Do Focus on Data Quality: AI/ML algorithms are only as good as the data they are trained on. Prioritize collecting clean, accurate, and relevant data. Invest in data cleansing and validation processes to ensure the reliability of your AI-driven insights.

Do Start Small and Iterate: Don't try to implement everything at once. Begin with a specific use case, such as automating social media posting or personalizing email campaigns. Test, refine, and iterate on your approach before scaling up.

Do Prioritize Personalization: AI/ML excels at personalization. Leverage these technologies to create tailored content, product recommendations, and offers for individual customers based on their behavior, preferences, and demographics.

Do Embrace Automation: AI can automate repetitive tasks, freeing up marketers to focus on strategic initiatives. Identify areas where AI can streamline workflows, such as ad campaign optimization, content curation, or customer service interactions.

Do Focus on Transparency and Explainability: Understand how your AI/ML models work and ensure they are transparent and explainable. This is crucial for building trust and addressing ethical concerns.

Do Measure and Analyze Results: Track the performance of your AI/ML-driven marketing campaigns and analyze the data to identify areas for improvement. Use data to inform your decisions and optimize your strategies.

Do Stay Updated: The field of AI/ML is constantly evolving. Keep up with the latest advancements, new tools, and best practices to ensure you're maximizing the potential of these technologies.

The Don'ts:

Don't Treat AI as a Magic Bullet: AI/ML is a powerful tool, but it's not a magic solution. It requires careful planning, implementation, and ongoing management. Don't expect overnight results without putting in the effort.

Don't Neglect Human Oversight: While AI can automate tasks, it's essential to maintain human oversight. Human judgment is still crucial for strategic decision-making, creative development, and ethical considerations.

Don't Over-Rely on Automation: While automation is beneficial, don't over-automate to the point where you lose the human touch. Maintain a balance between automation and human interaction to ensure a personalized and engaging customer experience.

Don't Ignore Ethical Implications: AI/ML raises ethical concerns about data privacy, bias, and transparency. Be mindful of these issues and ensure that your AI-driven marketing practices are ethical and responsible.

Don't Forget About Data Security: Protecting customer data is paramount. Implement robust security measures to safeguard your data from unauthorized access and breaches.

Don't Be Afraid to Experiment: AI/ML is a field of experimentation. Don't be afraid to try new approaches, test different algorithms, and learn from your mistakes.

Don't Underestimate the Importance of Training: Proper training is essential for effectively using AI/ML tools and understanding their capabilities and limitations. Invest in training for your marketing team to ensure they have the skills they need to succeed.

Digital Marketing & AI Certification Program: Your Path to AI-Powered Marketing Mastery

Want to become a sought-after digital marketing professional with expertise in AI and ML? Consider enrolling in a Digital Marketing & AI Certification Program. These programs provide comprehensive training on the latest AI/ML tools and techniques, preparing you to leverage the power of these technologies in your marketing strategies. You'll learn how to:

Develop and implement AI/ML-driven marketing campaigns.

Analyze data and generate actionable insights.

Choose and use the right AI/ML marketing tools.

Address ethical considerations related to AI/ML in marketing.

Conclusion:

AI and ML are transforming the landscape of digital marketing, offering unprecedented opportunities for growth and innovation. By following these dos and don'ts, marketers can harness the power of these technologies effectively and responsibly, driving better results and achieving their marketing goals. The future of digital marketing is intelligent, and it's powered by AI and ML.

[christianbale121]

AI Agent Development: How to Create Intelligent Virtual Assistants for Business Success

In today's digital landscape, businesses are increasingly turning to AI-powered virtual assistants to streamline operations, enhance customer service, and boost productivity. AI agent development is at the forefront of this transformation, enabling companies to create intelligent, responsive, and highly efficient virtual assistants. In this blog, we will explore how to develop AI agents and leverage them for business success.

Understanding AI Agents and Virtual Assistants

AI agents, or intelligent virtual assistants, are software programs that use artificial intelligence, machine learning, and natural language processing (NLP) to interact with users, automate tasks, and make decisions. These agents can be deployed across various platforms, including websites, mobile apps, and messaging applications, to improve customer engagement and operational efficiency.

Key Features of AI Agents

Natural Language Processing (NLP): Enables the assistant to understand and process human language.

Machine Learning (ML): Allows the assistant to improve over time based on user interactions.

Conversational AI: Facilitates human-like interactions.

Task Automation: Handles repetitive tasks like answering FAQs, scheduling appointments, and processing orders.

Integration Capabilities: Connects with CRM, ERP, and other business tools for seamless operations.

Steps to Develop an AI Virtual Assistant

1. Define Business Objectives

Before developing an AI agent, it is crucial to identify the business goals it will serve. Whether it's improving customer support, automating sales inquiries, or handling HR tasks, a well-defined purpose ensures the assistant aligns with organizational needs.

2. Choose the Right AI Technologies

Selecting the right technology stack is essential for building a powerful AI agent. Key technologies include:

NLP frameworks: OpenAI's GPT, Google's Dialogflow, or Rasa.

Machine Learning Platforms: TensorFlow, PyTorch, or Scikit-learn.

Speech Recognition: Amazon Lex, IBM Watson, or Microsoft Azure Speech.

Cloud Services: AWS, Google Cloud, or Microsoft Azure.

3. Design the Conversation Flow

A well-structured conversation flow is crucial for user experience. Define intents (what the user wants) and responses to ensure the AI assistant provides accurate and helpful information. Tools like chatbot builders or decision trees help streamline this process.

4. Train the AI Model

Training an AI assistant involves feeding it with relevant datasets to improve accuracy. This may include:

Supervised Learning: Using labeled datasets for training.

Reinforcement Learning: Allowing the assistant to learn from interactions.

Continuous Learning: Updating models based on user feedback and new data.

5. Test and Optimize

Before deployment, rigorous testing is essential to refine the AI assistant's performance. Conduct:

User Testing: To evaluate usability and responsiveness.

A/B Testing: To compare different versions for effectiveness.

Performance Analysis: To measure speed, accuracy, and reliability.

6. Deploy and Monitor

Once the AI assistant is live, continuous monitoring and optimization are necessary to enhance user experience. Use analytics to track interactions, identify issues, and implement improvements over time.

Benefits of AI Virtual Assistants for Businesses

1. Enhanced Customer Service

AI-powered virtual assistants provide 24/7 support, instantly responding to customer queries and reducing response times.

2. Increased Efficiency

By automating repetitive tasks, businesses can save time and resources, allowing employees to focus on higher-value tasks.

3. Cost Savings

AI assistants reduce the need for large customer support teams, leading to significant cost reductions.

4. Scalability

Unlike human agents, AI assistants can handle multiple conversations simultaneously, making them highly scalable solutions.

5. Data-Driven Insights

AI assistants gather valuable data on customer behavior and preferences, enabling businesses to make informed decisions.

Future Trends in AI Agent Development

1. Hyper-Personalization

AI assistants will leverage deep learning to offer more personalized interactions based on user history and preferences.

2. Voice and Multimodal AI

The integration of voice recognition and visual processing will make AI assistants more interactive and intuitive.

3. Emotional AI

Advancements in AI will enable virtual assistants to detect and respond to human emotions for more empathetic interactions.

4. Autonomous AI Agents

Future AI agents will not only respond to queries but also proactively assist users by predicting their needs and taking independent actions.

Conclusion

AI agent development is transforming the way businesses interact with customers and streamline operations. By leveraging cutting-edge AI technologies, companies can create intelligent virtual assistants that enhance efficiency, reduce costs, and drive business success. As AI continues to evolve, embracing AI-powered assistants will be essential for staying competitive in the digital era.

[bloggergaurang]

What is Artificial Intelligence?? A Beginner's Guide to Understand Artificial Intelligence 

1) What is Artificial Intelligence (AI)??

Artificial Intelligence (AI) is a set of technologies that enables computer to perform tasks normally performed by humans. This includes the ability to learn (machine learning) reasoning, decision making and even natural language processing from virtual assistants like Siri and Alexa to prediction algorithms on Netflix and Google Maps. 

The foundation of the AI lies in its ability to simulate cognitive tasks. Unlike traditional programming where machines follow clear instructions, AI systems use vast algorithms and datasets to recognize patterns, identify trends and automatically improve over time.

2) Many Artificial Intelligence (AI) faces

Artificial Intelligence (AI) isn't one thing but it is a term that combines many different technologies together. Understanding its ramifications can help you understand its versatility:

Machine Learning (ML): At its core, AI focuses on enabling ML machines to learn from data and make improvements without explicit programming. Applications range from spam detection to personalized shopping recommendations.

Computer Vision: This field enables machines to interpret and analyze image data from facial recognition to medical image diagnosis. Computer Vision is revolutionizing many industries. 

Robotics: By combining AI with Engineering Robotics focuses on creating intelligent machines that can perform tasks automatically or with minimal human intervention.

Creative AI: Tools like ChatGPT and DALL-E fail into this category. Create human like text or images and opens the door to creative and innovative possibilities.

3) Why is AI so popular now??

The Artificial Intelligence (AI) explosion may be due to a confluence of technological advances:

Big Data: The digital age creates unprecedented amounts of data. Artificial Intelligence (AI) leverages data and uses it to gain insights and improve decision making.

Improved Algorithms: Innovations in algorithms make Artificial Intelligence (AI) models more efficient and accurate.

Computing Power: The rise of cloud computing and GPUs has provided the necessary infrastructure for processing complex AI models.

Access: The proliferation of publicly available datasets (eg: ImageNet, Common Crawl) has provided the basis for training complex AI Systems. Various Industries also collect a huge amount of proprietary data. This makes it possible to deploy domain specific AI applications. 

4) Interesting Topics about Artificial Intelligence (AI)

Real World applications of AI shows that AI is revolutionizing industries such as Healthcare (primary diagnosis and personalized machine), finance (fraud detection and robo advisors), education (adaptive learning platforms) and entertainment (adaptive platforms) how?? 

The role of AI in "Creativity Explore" on how AI tools like DALL-E and ChatGPT are helping artists, writers and designers create incredible work. Debate whether AI can truly be creative or just enhance human creativity.

AI ethics and Bias are an important part of AI decision making, it is important to address issues such as bias, transparency and accountability. Search deeper into the importance of ethical AI and its impact on society. 

AI in everyday life about how little known AI is affecting daily life, from increasing energy efficiency in your smart home to reading the forecast on your smartphone.

The future of AI anticipate upcoming advance services like Quantum AI and their potential to solve humanity's biggest challenges like climate change and pandemics.

5) Conclusion

Artificial Intelligence (AI) isn't just a technological milestone but it is a paradigm shift that continues to redefine our future. As you explore the vast world of AI, think outside the box to find nuances, applications and challenges with well researched and engaging content

Whether unpacking how AI works or discussing its transformative potential, this blog can serve as a beacon for those eager to understand this underground branch.

"As we stand on the brink of an AI-powered future, the real question isn't what AI can do for us, but what we dare to imagine next" 

"Get Latest News on www.bloggergaurang.com along with Breaking News and Top Headlines from all around the World !!"

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Top Trends in Software Development for 2025

The software development industry is evolving at an unprecedented pace, driven by advancements in technology and the increasing demands of businesses and consumers alike. As we step into 2025, staying ahead of the curve is essential for businesses aiming to remain competitive. Here, we explore the top trends shaping the software development landscape and how they impact businesses. For organizations seeking cutting-edge solutions, partnering with the Best Software Development Company in Vadodara, Gujarat, or India can make all the difference.

1. Artificial Intelligence and Machine Learning Integration:

Artificial Intelligence (AI) and Machine Learning (ML) are no longer optional but integral to modern software development. From predictive analytics to personalized user experiences, AI and ML are driving innovation across industries. In 2025, expect AI-powered tools to streamline development processes, improve testing, and enhance decision-making.

Businesses in Gujarat and beyond are leveraging AI to gain a competitive edge. Collaborating with the Best Software Development Company in Gujarat ensures access to AI-driven solutions tailored to specific industry needs.

2. Low-Code and No-Code Development Platforms:

The demand for faster development cycles has led to the rise of low-code and no-code platforms. These platforms empower non-technical users to create applications through intuitive drag-and-drop interfaces, significantly reducing development time and cost.

For startups and SMEs in Vadodara, partnering with the Best Software Development Company in Vadodara ensures access to these platforms, enabling rapid deployment of business applications without compromising quality.

3. Cloud-Native Development:

Cloud-native technologies, including Kubernetes and microservices, are becoming the backbone of modern applications. By 2025, cloud-native development will dominate, offering scalability, resilience, and faster time-to-market.

The Best Software Development Company in India can help businesses transition to cloud-native architectures, ensuring their applications are future-ready and capable of handling evolving market demands.

4. Edge Computing:

As IoT devices proliferate, edge computing is emerging as a critical trend. Processing data closer to its source reduces latency and enhances real-time decision-making. This trend is particularly significant for industries like healthcare, manufacturing, and retail.

Organizations seeking to leverage edge computing can benefit from the expertise of the Best Software Development Company in Gujarat, which specializes in creating applications optimized for edge environments.

5. Cybersecurity by Design:

With the increasing sophistication of cyber threats, integrating security into the development process has become non-negotiable. Cybersecurity by design ensures that applications are secure from the ground up, reducing vulnerabilities and protecting sensitive data.

The Best Software Development Company in Vadodara prioritizes cybersecurity, providing businesses with robust, secure software solutions that inspire trust among users.

6. Blockchain Beyond Cryptocurrencies:

Blockchain technology is expanding beyond cryptocurrencies into areas like supply chain management, identity verification, and smart contracts. In 2025, blockchain will play a pivotal role in creating transparent, tamper-proof systems.

Partnering with the Best Software Development Company in India enables businesses to harness blockchain technology for innovative applications that drive efficiency and trust.

7. Progressive Web Apps (PWAs):

Progressive Web Apps (PWAs) combine the best features of web and mobile applications, offering seamless experiences across devices. PWAs are cost-effective and provide offline capabilities, making them ideal for businesses targeting diverse audiences.

The Best Software Development Company in Gujarat can develop PWAs tailored to your business needs, ensuring enhanced user engagement and accessibility.

8. Internet of Things (IoT) Expansion:

IoT continues to transform industries by connecting devices and enabling smarter decision-making. From smart homes to industrial IoT, the possibilities are endless. In 2025, IoT solutions will become more sophisticated, integrating AI and edge computing for enhanced functionality.

For businesses in Vadodara and beyond, collaborating with the Best Software Development Company in Vadodara ensures access to innovative IoT solutions that drive growth and efficiency.

9. DevSecOps:

DevSecOps integrates security into the DevOps pipeline, ensuring that security is a shared responsibility throughout the development lifecycle. This approach reduces vulnerabilities and ensures compliance with industry standards.

The Best Software Development Company in India can help implement DevSecOps practices, ensuring that your applications are secure, scalable, and compliant.

10. Sustainability in Software Development:

Sustainability is becoming a priority in software development. Green coding practices, energy-efficient algorithms, and sustainable cloud solutions are gaining traction. By adopting these practices, businesses can reduce their carbon footprint and appeal to environmentally conscious consumers.

Working with the Best Software Development Company in Gujarat ensures access to sustainable software solutions that align with global trends.

11. 5G-Driven Applications:

The rollout of 5G networks is unlocking new possibilities for software development. Ultra-fast connectivity and low latency are enabling applications like augmented reality (AR), virtual reality (VR), and autonomous vehicles.

The Best Software Development Company in Vadodara is at the forefront of leveraging 5G technology to create innovative applications that redefine user experiences.

12. Hyperautomation:

Hyperautomation combines AI, ML, and robotic process automation (RPA) to automate complex business processes. By 2025, hyperautomation will become a key driver of efficiency and cost savings across industries.

Partnering with the Best Software Development Company in India ensures access to hyperautomation solutions that streamline operations and boost productivity.

13. Augmented Reality (AR) and Virtual Reality (VR):

AR and VR technologies are transforming industries like gaming, education, and healthcare. In 2025, these technologies will become more accessible, offering immersive experiences that enhance learning, entertainment, and training.

The Best Software Development Company in Gujarat can help businesses integrate AR and VR into their applications, creating unique and engaging user experiences.

Conclusion:

The software development industry is poised for significant transformation in 2025, driven by trends like AI, cloud-native development, edge computing, and hyperautomation. Staying ahead of these trends requires expertise, innovation, and a commitment to excellence.

For businesses in Vadodara, Gujarat, or anywhere in India, partnering with the Best Software Development Company in Vadodara, Gujarat, or India ensures access to cutting-edge solutions that drive growth and success. By embracing these trends, businesses can unlock new opportunities and remain competitive in an ever-evolving digital landscape.

[nvisust]

Generative AI: The Creative Genius of the Machine World

Picture this: you're at a fancy art gallery, admiring a breathtaking landscape painting. The brushstrokes are perfect, the colors vibrant, and the composition is spot-on. You turn to the curator and ask, "Who's the artist?" Their response? "Oh, that was created by an AI last Tuesday."

Welcome to the world of Generative AI, where machines are the new Picassos, Shakespeares, and Mozarts all rolled into one. But what exactly is this digital DaVinci, and how does it differ from its less creative AI cousins? Let's dive in!

What is Generative AI? A Simple Definition

Generative AI is like that overachieving friend who's good at everything. It's a type of artificial intelligence that can create new content – be it images, text, music, or even code – that looks like it was made by humans. In essence, it's a digital content creator on steroids.

Generative AI vs. Conventional AI/ML: The Showdown

To understand how Generative AI differs from conventional AI and Machine Learning (ML) models, let's imagine a bake-off:

The Task:

Conventional AI/ML: "Here's a bunch of cakes. Sort them by flavor."

Generative AI: "Create a brand new cake recipe that will wow Gordon Ramsay."

The Process:

Conventional AI/ML: Analyzes existing cakes, identifies patterns, and categorizes them.

Generative AI: Studies thousands of cake recipes, understands flavor combinations, and invents a new recipe.

The Output:

Conventional AI/ML: A neatly organized list of cakes by flavor.

Generative AI: A detailed recipe for a never-before-seen "Quantum Quince Quake Cake."

Input vs. Output: What's the Deal?

Conventional AI/ML models are like that friend who's great at organizing your closet. You give them a messy pile of clothes (input), and they return a well-organized wardrobe (output). The input and output are of the same type – clothes in this case.

Generative AI, on the other hand, is like a fashion designer. You give them a vague idea (input), and they return a whole new outfit (output). The input and output can be completely different in nature and format.

The Thumb Rule: When to Call in the Generative Cavalry

Stuck on whether to use Generative AI or conventional AI/ML for your problem? Here's a simple thumb rule:

If you're asking "What is this?" or "Which category does this belong to?" – Go for conventional AI/ML.

If you're asking "Can you create something new based on this idea?" – It's Generative AI time, baby!

Real-World Applications: Where Generative AI Shines

Tech: Imagine coding assistants that can write entire functions based on a simple description. "Create a function that sorts a list of names alphabetically" – boom, done!

Climate Change: Generative AI could design new energy-efficient building structures or create predictive models for climate patterns to help in disaster preparedness.

Social Issues: It could generate personalized education content, making learning more accessible and tailored to individual needs.

The Final Word

Generative AI is not just another tech buzzword – it's a game-changer that's redefining what machines can do. It's turning the world of AI from a multiple-choice test into an open-ended essay question. So the next time you see a mind-blowing piece of art or read a captivating story, don't be too surprised if the creator turns out to be a bunch of ones and zeros!

Remember, in the world of Generative AI, the only limit is our imagination… and maybe processing power. But hey, who's counting?

[Suggested Visualization: A humorous infographic comparing Conventional AI/ML and Generative AI. On one side, show a robot sorting items into neat categories. On the other side, show a robot wearing a beret and holding a paintbrush, surrounded by various creative outputs like paintings, musical notes, and lines of code.]