#Code Completion
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Generative AI: A Force for Change or Replacement?

The dawn of Generative AI marks the beginning of a new era, much like the rise of the Force wielders in the Star Wars galaxy. Applications such as ChatGPT, GitHub Copilot, and DeepArt have sparked a revolution, unleashing a wave of innovation and productivity that was once unimaginable.
Generative AI possesses the ability to mimic human capabilities to an astounding degree, leading some to fear its potential to replace humans. However, it’s crucial to recognize that Generative AI is meant to empower rather than replace humans.
Leaders in various organizations are realizing that by fostering collaboration between humans and Generative AI, they can achieve extraordinary feats.
So, what are the potential benefits of this collaboration for businesses?
Generative AI Use Cases
Test Case and Data Generation
Generative AI can assist in generating comprehensive test cases by analyzing application requirements and existing code. It can cover positive and negative scenarios, as well as edge cases.
For the banking application, it can generate test cases for tasks like creating new accounts, transferring funds between different account types, and testing transaction limits. It can create sample customer account details, names, addresses, and other necessary data.
Code Completion
Generative AI can provide developers with recommendations and code snippets to speed up coding tasks. By understanding code semantics and structure, it offers accurate suggestions.
Examples include CodeAI and GitHub’s CoPilot, which utilize contextual understanding and trained models to accelerate coding processes.
Code Optimization
Generative AI algorithms can analyze code to identify performance bottlenecks and propose code refactoring suggestions. For instance, it can pinpoint inefficient algorithms or resource usage, offering alternative implementations to improve execution speed.
Defect Identification and Prediction
Generative AI aids in identifying coding errors and deviations from standards. By learning from previous defects, it can detect patterns and predict potential defects. For example, Webomates’ AI Defect Predictor helps reduce triage time for development and QA teams, enabling proactive defect correction.
Documentation Generation
Generative AI automates the documentation process by extracting data from code, test cases, and other resources. Accenture is exploring the use of OpenAI LLMs to automatically generate documentation, saving time and effort for developers and testers.
How can Webomates Help?
Generative AI is a powerful ally in software testing and automation efforts, akin to the Force in the Star Wars saga. Webomates offers AI-driven testing solutions to optimize testing across various scenarios.
Schedule a demo to unlock the full potential of our AI-driven software testing solutions, which can enhance productivity, accelerate product releases, and propel your business forward. Contact us at [email protected] to learn more.
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StarCoder2 - open source code completion models
StarCoder2 is a family of code generation models (3B, 7B, and 15B), trained on 600+ programming languages from The Stack v2 and some natural language text such as Wikipedia, Arxiv, and GitHub issues. The models use Grouped Query Attention, a context window of 16,384 tokens, with sliding window attention of 4,096 tokens. The 3B & 7B models were trained on 3+ trillion tokens, while the 15B was…
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Code Completion | Embarcadero
Code completion is a feature in code editors and integrated development environments (IDEs) that automatically suggests and completes code elements as you type. It saves developers time by offering context-aware suggestions for variable names, function calls, classes, and keywords. Code completion is a valuable tool in modern software development, making it easier to work with large and complex codebases, and is available in popular IDEs like Visual Studio and JetBrains products, as well as code editors like Visual Studio Code.
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there will always be one who loves quietly
⋆.˚ Weak Hero Class 1 (2022)
(more weak hero edits)
#if not a romantic scene why is it shot and lit in such a romantic way#the framing is so romance drama coded too#listening to actual romance kdrama osts doesn’t help#ost in question: here I am again from crash landing#and yes I just completed whc1#*trashes myself*#weak hero class 1#kdrama#whc1#weak hero class one#yeon sieun#ahn suho#whcloveleys
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when solomon has sex with you for the first time, he makes sure to absolutely worship your body. during the first kiss scene with him, he said he's been waiting for a chance to do it. so with this, he's going to make sure his patience will pay off. not an inch of your skin will be unloved by him. it may have taken so long, but the end result will be perfect as the two of you are satisfied, love growing by the second
(Ooh, thank you for the food, anon!! Solomon's first kiss scene will forever have my heart) Reader is GN! :)
Minors DNI!
"Why don't you come just a little closer?"
You shift a little closer until there's no space between you two on the bed, and his lips are back on yours. His hand comes up to cradle your jaw, softly rubbing his thumb along to solidify in his mind that you are here and that this is happening.
Somehow, miraculously, he finally got you alone...and you want him too.
Though he fears he'll get too eager and move too fast for your liking, leading to crossing a boundary or scaring you away. So, he's careful, treating you as if you were glass, slow to do anything more than kiss you like this. Truthfully, he could just do this all night and he'd still be over the moon. But he can't deny in his heart the need for more.
His hand on your jaw slowly slides down your neck, simply letting his fingertips brush against the sensitive skin. It's warm, and he can feel your pulse thrumming just beneath. He wonders how it would feel against his lips.
Solomon reluctantly pulls away from your lips, leaning down to instead kiss along the column of your neck. It elicits a soft gasp, and he feels giddy that he can get such a cute response from you. It only serves him to want to hear more. A secondary motive.
With each article of clothing he removes from your body, he falls deeper in love as he sees his person bared completely to him. It signifies the trust you've built together. And he'll do everything to never lose it - a promise he quietly makes to himself.
From your neck, he lavishes kisses along your collarbones, down both of your arms, your shallowly rising and falling chest, your soft stomach, all the way down to your naval. Any further is iffy territory and he wants explicit permission before he does anything more.
Through a husky tone, he asks, "is this okay? Can I continue?"
Your approval and reassurance are resounding. The weight of worry eases a little, but he's still tentative to continue. He wants you to feel good. He wants this first time with you to be perfect. He can't help it, he's an ancient sorcerer in love for the first time in a very long time...if ever.
So, slowly, he ventures onward to where he sees the obvious impact he's had on you tonight. His talented silver tongue makes you squirm on the bed, your hands tangling in his soft locks as his name tumbles out of your mouth like a prayer. The taste of your sweet arousal is something he fears he could get addicted to.
Solomon can feel his own arousal growing past anything he's ever experienced before. He didn't know he had the capacity to feel so needy for someone else. Good lord, just what are you doing to him?
Once he feels he's prepped and pleasured you enough with his tongue and dexterous fingers, he pulls away to finally undress and bare himself to you. His eyes shift away nervously as he feels you studying his body now. He knows his skin is marred from centuries of living; the countless pact marks, scars he doesn't remember the stories of, and burns from experiments gone wrong. He's never felt self-conscious like this before, but it's another product of what you do to him.
When you sit up on the bed, crawling to him to brush your fingers along his skin, it takes his breath away. You aren't afraid to explore him. Tracing his pact marks, kissing his imperfections, never once showing disgust like he might've thought.
No, only care.
Solomon gently chases you back down onto the bed, crawling over your excited form with smiles and giggles exchanged in the otherwise quiet room. Once again, he gets your staunch permission before continuing. And once again, you reassure him that this is what you want. Any lingering doubt subsides, and with that, he lines himself up with your entrance and slowly slides in, letting you adjust once he's fully settled within you.
"D-Deus meus..."
His forehead rests against yours as his breathing turns ragged, reveling in how goddamn good you feel around him. It takes all of him to be patient, but he waits for your signal, and once he has it, he doesn't hesitate to start moving.
His hips snap against yours in deep, measured thrusts. Passionate kisses are shared, soft moans and grunts fill your ears, and his hands never once stop exploring your body. The love he gave it earlier wasn't nearly enough.
There's no rush. It's not frantic - it's not even desperate. It's slow and intimate as he guarantees you both feel good in this one moment of solitude.
Solomon isn't even thinking about afterwards or what those brothers might say. He's fully entranced by you. He makes love to you as if it's the last time he ever will.
Soon he brings you both to a mind-shattering orgasm. His body shudders above yours as he buries his face in your neck. The way you clench around him makes him consider asking for a second round. Though, he wants to take a break more - to love and care for you as needed. As carefully as he can, he pulls out, already missing being enveloped by you and your sweet body. The second his fatigued self hits the bed, you instantly cuddle up to him, locking him in place for the foreseeable future.
To say he's a little shocked is an understatement. Sure, you both just shared a moment of passion and pleasure, but there was still some part of him that wondered if you really wanted him. For you to take the initiative to cuddle up to him in the afterglow touches his heart. Solomon wraps his arms around you, humming at the shared warmth between your sweaty bodies and shielding you from the world outside of this room.
Tonight you're his. And he knows he'll always be yours.
#it be latin: deus meus - my god#couldn't help myself hehe#i dropped some angst into this but it's find and seek where's waldo edition... i.e. meaning it's not a lot#what's a little sex scene without a little sadness am i right?#edit: this is so hypnosis by sleep token coded#edit 2: i made some very minor changes because i wasn't completely happy with it the first time so if it's a little different that's why :p#obey me#obey me smut#obey me shall we date#obey me solomon#obey me solomon smut#solomon smut#obey me solomon x reader#jo writes spice
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COUNTDOWN TO LEE KNOW'S BIRTHDAY -> DAY 1 CAT IN WATER
#is it really me if i didnt include some skz code in this countdown....#had a completely different gifset in mind for day 2 but it didnt work out skdfj when in doubt skz code pool eps#*#*lino#lee know#stray kids#skz#bystay#skzco#linosource#staydaily#usersemily#uservasya#meltracks#majatual
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FELIX // SKZ CODE EP. 65: TRAVEL LOG #3 AUSTRALIA ♡
#felix#lee felix#stray kids#skz#bystay#skzco#hyunlixsource#staydaily#dancerachasource#usermania#userhollyjo#stayjuni#forparker#flxskzcode*#mine*#gifs*#mine: felix#felix*#not happy with the colouring on this but If i spend another moment in photoshop working on it I'll just completely delete the whole thing#skz code is foul to color??? all the different lighting!!! never makes the colouring consistent reeeeeee#anyways#felix was struggling so hard with cooking 😭#he just like me fr#excpet i would of just given up half way thru hasgdsajh
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Lan Wangji Goes To Lotus Pier AU: Part 4: Deranged Bedfellows
(Part 1, Part 2, Part 3, Part 4.5)
#poorly drawn mdzs#mdzs#mdzs au#lan wangji#nie huaisang#Yungmeng Jiang training arc AU#This is the *first* part of what was supposed to be a much longer comic (LWJ's morning routine in full).#I'll finish the remaining part as a reblog to this post! I just think this is the funnier chunk.#Lan Wangji absolutely is the kind of person who has a perfect internal alarm clock for when it is time to get up.#He already has a dedicated sleep schedule. He is accurate within 10 seconds of 5am every day.#I think the Jiang disciples are most likely used to waking up around 6:00-7:00am#But the allure of having a guaranteed time keeper getting you up in the morning is worth the earlier hour.#I imagine they started outside lwj's door and slowly moved closer as the weeks went on.#Now LWJ has to cope with being way too warm in the night from all the extra body heat.#LWJ is not a fan of this but they scamper off immediately after he wakes up and they at least show initiative to follow routine.#NHS joins in only because he is a chronically heavy sleeper and needs this level of intervention to get up early.#His boldness would be a death sentence in the cloud recesses but here? Whole new game.#Yungmeng Jiang isn't a lawless land. It's just a land with different laws.#And one of those laws is to forcefully domesticate the catboy coded Lan boy through any means necessary.#Completely different tangent: I drew the thumbnail for this before I did comic 134. I then realized they had the same visual gag.#So I had to space this one out so it didn't seem like I repeated the waking up joke. That's my secret and all of you have to keep it.#And in my land the law is that snitches get itches (telepathically transfers hives onto your body)
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More half-assed voxval doodles before I pass out
They're so romantic it's killing me
#in celebration of the completing of my work#everyone knows they're addams coded#basically trying to find a shape for what I'm thinking about#i might redraw this when I get time for proper lining and shit#because it looks wild in my head#ugh#hazbin hotel#hazbin hotel vox#hazbin hotel valentino#voxval#staticmoth#half assed drawing#hazbin hotel fanart#my art shit
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Guys I swear it's not Jay again I swear it's not-
*this drops out of my pocket*
😨😨😨
#No!! Not my favorite character who is continuously mischaracterized by fandom!! Oh jeepers!! 🤯🤯🤯#marble hornets#jay merrick#Mh jay#mh jay merrick#Marble hornets jay#Jay mh#Im sad that his neurodivergent and depression traits that aren't just “quirky and awkward” are completely looked over#Let autistic coded characters be less empathetic please#Let characters be less emotional and less vunerable in that sense#Anyway 🙄🙄#marble hornets fanart#jay merrick fanart#mh fanart#Wrote a whole essay in the tags but sigh. The world isnt ready for it#my art teehee
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If you like to talk to tomatoes
#childhood earworms are fun#you can post a complete nonsense phrase and thousands of people will join in like you just said their sleeper agent activation code
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im shaking every single student organizer and screaming that they need to separate a demand to divest from arms funding from the demand for a university to cut off all contact with Israeli and Israeli-American scholars and students, a demand which no university will agree to because implementing it would in many cases be very illegal
#We’re not talking about personal ethics or whatever or strategy#We’re talking about the fact that discriminating against people based on ethnic origin nationality or passport is in fact a complete#Violation of almost any especially state universities legal code of conduct#And if they did that they could get sued. BY those same lefty legal aid organizations#Not to mention that in practice it would mean blockinf a bunch of researchers or students who are (by American standards) people of color#Pleaaaaase separate your radical demands from this!
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Eddie’s live-streaming in his studio when Steve comes into the room like, “Did you hear about Lydia Martinez?”
Eddie: Who?
Steve: Lydia… Dude, she sat behind you in Click’s class
Eddie: ????
Steve: Tuesday/Thursdays?? 1985????
Steve: Big Farrah Fawcett hair. Green eyes. Great… *gestures* boobies. She was sweet! Really cute. Let you copy her homework. You know.
Eddie:
Eddie: Yesterday, you forgot what the password on your phone was but you remember a random person we went to high school with?
Steve, rolling his eyes: You know her though, right?
Eddie: Clearly not!
Steve: Well, she died. Heart attack.
#Steve later that day: You remember Lydia?#Robin: With the great rack? yeah#Steve will remember the most random memories in great detail#but has just completely forgotten his own ssn mid-writing it down#this is actually based on this one time I forgot the code to unlock my computer but could type it in using muscle memory#eddie munson tiktok saga#steve harrington#eddie munson
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@disembodiedbutts HEY HEY i was your secret santa this year! your prompts included Loboto/Oleander and it made me realise i'd never drawn Oleander before? so this was a great opportunity. it's a crime we never get to see them interact directly because in my head they make an outrageously funny couple
(thanks so much to @kibasniper for hosting again this year! it's always a blast to participate <3)
#you're so right in that they're both completely unhinged in different ways#and that's something that can be so special. i think#psychonauts#psychonautssecretsanta2024#(ALSO hi!! i was a huge fan of your stuff back in the earlier days of the fandom)#(i think your older dogen design fully planted something in my brain like a sleeper agent code. so thank you for that)
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Tolerance threshold.
#lab#cyborg#android#cyberpunk#retro#monitor#tolerance#threshold#code#admin#automation#complete#artificial#intelligence#brain#mind#computer#nudesketch#femalebody#colunavertebral#silicon#robotics#cables#critical#illustration#digitalillustration#digitalart#digitalartwork#90s
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