#code completion

[webomates]

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 info@webomates.com to learn more.

[emasters]

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…

[zenlesszonezero]

[embarcaderous]

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.

[twice-in-a-blue-moon]

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.

[linoyes]

COUNTDOWN TO LEE KNOW'S BIRTHDAY -> DAY 1 CAT IN WATER

[poorly-drawn-mdzs]

Lan Wangji Goes To Lotus Pier AU: Part 4: Deranged Bedfellows

(Part 1, Part 2, Part 3, Part 4.5)

[zenlesszonezero]

[smilefullofcaligari]

More half-assed voxval doodles before I pass out

They're so romantic it's killing me

[theelmoarchive]

Guys I swear it's not Jay again I swear it's not-

*this drops out of my pocket*

😨😨😨

[rotzaprachim]

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

[morganbritton132]

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.

[jinikaris]

FELIX // SKZ CODE EP. 65: TRAVEL LOG #3 AUSTRALIA ♡

[lorenzonuti]

Tolerance threshold.

[soullessjack]

not only should any autistic character who’s ever been infantilized by their fanbase kill and maim more people, but they should also fuck as nasty as possible too. as a treat

[tangramkey]

i love my Basketbot Portal AU

[aroaceleovaldez]

What is the PR disaster in question that made Rick announce TSATS? I wasn’t active in the online fandom at that point

Of course! This was awhile ago so it figures people don't remember it/aren't familiar:

Basically a couple years back (2020) the fandom had some posts circulate discussing the ways different characters in the Riordanverse were written poorly or offensively. There was a masterpost that went around tumblr but the two major points people were particularly focusing on were Piper and Samirah (particularly because Piper had featured prominently again in Trials of Apollo recently and the third MCGA book had further emphasized and discussed Samirah being Muslim, since it was supposed to take place during Ramadan). Basically each had multiple posts breaking down the ways they were depicted incorrectly or offensively. The entire fandom for a little bit was VERY intensely discussing this (and it's around this time the "RR crit" tag got very popularized on tumblr - it did exist before, but suddenly was being used VERY frequently - cause it was that wide-spread - though the discussion took over basically every side of Riordaverse social media on different platforms). People really wanted Rick to respond to these criticisms, so he did!

He made two blog posts, one about Piper and one about Samirah. He has since deleted both so the links are to archived versions. The short version: he essentially tried to justify his poor research and double-down that he hadn't written them offensively, actually, people were just being mean to him. The fandom, of course, reacted poorly to this.

[Further elaborated events under the cut since this got a bit lengthy]

(Fun fact, this all happened within a month or so of the time i posted an open letter on aphobic tropes in the Riordanverse that Rick replied to, and then he immediately followed with announcing that Reyna was intended to be ace-coded [which cause a LOT of fandom debate] before Rick dipped for a couple of weeks, and then came back to post the blog posts in response to Piper and Sam stuff. So I like to jokingly refer to this as "The time I imploded the fandom/drove Rick off of twitter." Twas I that set the house ablaze.)

Rick fully left social media after this and the LT Musical social media manager became Rick's social media manager for the time being.

So this all happened June/July of 2020. Tower of Nero would end up being published in October of 2020 and a few months after that Rick would state that he was done with the series and wouldn't be writing any more series installments involving Percy, and also that he wouldn't be writing a Nico quest following Tower of Nero as it "wasn't his place to" and encouraged the community to write their own versions of Nico's story.

The community continued to circulate the tumblr posts and discuss the topics of Rick's offensive character depictions, and this is also where we see the dramatic shift in how the fandom depicts Piper in fanwork (though in most cases it is admittedly not an improvement 😬) because of all this discussion. This is also around the time when the fandom brought Viria under scrutiny claiming that she was whitewashing Piper as part of the same discussions, through the justification that she was drawing Annabeth as having tan skin (which she does canonically), and if Annabeth has tanner skin then Piper then that's whitewashing Piper? Except they were using completely separate images of not fully rendered Piper art versus Annabeth in dramatic lighting, so it's all very awkward and poor logic, and did actually get kind of racist. A lot of people were calling it "Tannabeth Blackchase" (yeah, i know) or similar and a common sentiment you'd see repeated is "Don't draw Annabeth as having darker skin than Piper, because that's offensive/racist/whitewashing." (Note: it was not phrased "don't draw Piper as having lighter skin than Annabeth" - we also won't get into certain offensive depictions of Native Americans, but I digress). But yeah, the Annabeth stuff in all that did not age well at all.

Anyways, in October of 2021 however Rick would announce that he was co-writing The Sun And The Star - with a lot of heavy emphasis on how Mark Oshiro works as a sensitivity reader, and some false advertising from the official social media that Mark Oshiro was the first time a non-Riordan author would be collaborating on the series (disregarding the ghostwriters completely). One of the big criticisms in the breaking down of issues in Rick's writing was his lack of ever seeking a sensitivity reader, and fans claiming that a sensitivity reader could solve a lot of the problems. This was basically Rick's "look! I totally listened!!!!" (though it did little to actually improve things, based on the book) and in TSATS as well Piper gets a large cameo at the end where the text very directly addresses a lot of points made in criticism of Rick's writing of her.

We also then of course got the CoTG trilogy later, explicitly stated to be for advertising purposes for the show.

So basically, short version: Rick came under scrutiny for a lot of offensive writing within the span of two months, made some bad blog posts doubling down about it, left social media. TOA ends. Rick says he wasn't going to continue the series/write what would become TSATS. Community celebrates the end of of the franchise but also continues to discuss Rick's poor writing and the blog posts at length. Rick suddenly announces TSATS and Mark Oshiro's involvement. Everybody gets distracted from being mad. Show announcement stuff also happens and the discussions peter out.

[zenlesszonezero]

[renard-dartigue]

Vessel and the different ways he clings to his band mates for affection.