#AWS Machine Learning Blog

[vlruso]

Use no-code machine learning to derive insights from product reviews using Amazon SageMaker Canvas sentiment analysis and text analysis models

Exciting news! 🎉 Want to use machine learning to gain insights from product reviews without any coding or ML expertise? Check out this step-by-step guide on how to leverage Amazon SageMaker Canvas sentiment analysis and text analysis models. 🤩 According to Gartner, 85% of software buyers trust online reviews as much as personal recommendations. With machine learning, you can analyze large volumes of customer reviews and uncover valuable insights to improve your products and services. 💡 Amazon SageMaker Canvas offers ready-to-use AI models for sentiment analysis and text analysis of product reviews, eliminating the need for ML specialists. In this blog post, we provide sample datasets and walk you through the process of leveraging these models. 📈 Elevate your company with AI and stay competitive. Don't miss out on this opportunity to derive insights from product reviews. Check out the blog post here: [Link](https://ift.tt/tRcfO83) Stay updated on AI and ML trends by following Itinai on Twitter @itinaicom. And for a free consultation, join our AI Lab in Telegram @aiscrumbot. 🚀 #AI #MachineLearning #AmazonSageMakerCanvas #ProductReviews #Insights List of Useful Links: AI Scrum Bot - ask about AI scrum and agile Our Telegram @itinai Twitter -  @itinaicom

[libingan]

—beneath the mask.

summary: in your love, simon finds the strength to shed his ghostly mask, becoming a man once more—a man who dares to feel and hopes to heal.

a/n: im out of horny juice. im so drained. sometimes i forget this blog exists, but im back yall!!!! have some soft simon moments

the first time you saw him, the sight of him—a figure swathed in black, his eyes cold and impassive behind a mask—was like meeting a living shadow. ghost was more than just a soldier; he was a specter of war, a manifestation of relentless duty and unyielding resolve. his presence was imposing, his movements precise and calculated, embodying the essence of a machine built to fulfill its purpose with ruthless efficiency. in every battle, ghost was a legend—an entity to be feared, his name spoken in hushed tones, evoking a mixture of awe and dread.

but as you ventured into his world, you discovered the layers beneath the imposing exterior. it was through the quiet moments between chaos that you began to see the man behind the mask—the fragile human who had long been overshadowed by the ghost he had become. your love was a beacon that cut through the relentless darkness, illuminating the parts of him that had been buried under years of combat and emotional suppression.

your touch was the first sign of his transformation. each caress was like a soothing balm to his battle-worn soul. when your fingers traced the contours of his face, feeling the rough texture of scars and the tense lines of his jaw, it was as if you were mapping a landscape of pain and resilience. the warmth of your skin against his was a stark contrast to the coldness of his soldier’s facade. he could feel the gradual melting of his defenses, the rigid walls of ghost beginning to crumble under the gentle pressure of your affection. with each touch, he felt a flicker of something he had thought was lost—hope, tenderness, the possibility of healing.

every kiss you shared was a sacred exchange, a promise that even in his darkest moments, he was still capable of feeling deeply. your lips, soft and yielding, pressed against his with a reverence that spoke volumes. the way you kissed him—slowly, deliberately, with a tenderness that seemed to erase the harshness of his past—was a revelation. each kiss was a quiet rebellion against the ghost’s indifference, a testament to the warmth and love that could still exist within him. these moments of intimacy became sanctuaries where he could shed his armor, where he could allow himself to be vulnerable, to simply be simon.

your words were a lifeline, a gentle stream flowing through the arid landscape of his emotions. each whispered reassurance, each tender declaration of love, was a lifeline that reached into the darkest recesses of his heart. you spoke with a softness that cut through the noise of his inner battles, finding the places he had buried under layers of stoicism and grief. your voice, rich with understanding and compassion, was a melody that drew him out of his shell, inviting him to share the quiet spaces where his true self could emerge. you spoke of futures he had only dared to dream about, of a life beyond the battlefield, and each word was a seed of hope planted in the fertile soil of his heart.

when you looked at him, your gaze was a tender invitation to step away from the shadows that had long defined him. your eyes, filled with warmth and unspoken promises, offered him a vision of a life where he could be more than just a ghost. in your gaze, he saw the possibility of redemption, of a future where he could be loved not for his legend but for who he truly was. your eyes reflected a future where he could be seen, valued, and cherished—something he had thought was beyond his reach. through your gaze, he learned to see himself not as a weapon of war but as a man deserving of love and affection.

you became adept at recognizing the subtle shifts between the two facets of him. there were moments when the cold, unfeeling ghost would recede, and in his place, you would find simon—the man who could be softened by your touch, who could be moved by your kiss, who could find solace in your words. there was a depth to his gaze then, a vulnerability that he rarely allowed himself to express. you could feel the weight of his past lifting with each embrace, each moment of connection. when he held you close, there was an intensity in his touch that spoke of a longing to be more than just a shadow, a desire to be fully present in the warmth of your love.

ghost was a soldier, a figure forged in the crucible of war, who could take lives with a cold, detached efficiency. but simon riley was the man you loved—a man who had endured unimaginable hardships and emerged on the other side, still standing, still fighting for a sense of normalcy and connection. with you, he could let go of the ghost, if only for a moment. he could find solace in the sanctuary of your embrace, where the world’s harshness faded, and he could simply be simon.

in the quiet moments you shared, when the chaos of the world outside seemed to dissipate, you would find him surrendering to the peace you offered. he would bury his face in the crook of your neck, his breaths steadying as the rhythm of your heartbeat became a lullaby that soothed the restlessness within him. in those precious seconds, he was no longer the ghostly figure of war, but a man deeply entwined in the present, finding peace and comfort in your arms.

with you, simon riley could be vulnerable. he could drop the pretense, lay down his weapons, and allow himself to be loved. you provided him with something no battlefield ever could—a place of refuge, a space where he could heal and hope. you were the light that pierced through the darkness threatening to engulf him, the one who saw through the mask and loved the man beneath it all.

and in return, simon gave you everything he had left to give. it wasn’t always easy; the ghosts of his past often tried to reclaim him, and the weight of his history would press down heavily, making it difficult to breathe. but even then, even in those moments of darkness, he would find his way back to you, drawn by the promise of something more, something better.

with you, he could be simon riley, and for a man who had spent so long being nothing more than a ghost, that was everything.

[mostlysignssomeportents]

Solar is a market for (financial) lemons

There are only four more days left in my Kickstarter for the audiobook of The Bezzle, the sequel to Red Team Blues, narrated by @wilwheaton! You can pre-order the audiobook and ebook, DRM free, as well as the hardcover, signed or unsigned. There's also bundles with Red Team Blues in ebook, audio or paperback.

Rooftop solar is the future, but it's also a scam. It didn't have to be, but America decided that the best way to roll out distributed, resilient, clean and renewable energy was to let Wall Street run the show. They turned it into a scam, and now it's in terrible trouble. which means we are in terrible trouble.

There's a (superficial) good case for turning markets loose on the problem of financing the rollout of an entirely new kind of energy provision across a large and heterogeneous nation. As capitalism's champions (and apologists) have observed since the days of Adam Smith and David Ricardo, markets harness together the work of thousands or even millions of strangers in pursuit of a common goal, without all those people having to agree on a single approach or plan of action. Merely dangle the incentive of profit before the market's teeming participants and they will align themselves towards it, like iron filings all snapping into formation towards a magnet.

But markets have a problem: they are prone to "reward hacking." This is a term from AI research: tell your AI that you want it to do something, and it will find the fastest and most efficient way of doing it, even if that method is one that actually destroys the reason you were pursuing the goal in the first place.

https://learn.microsoft.com/en-us/security/engineering/failure-modes-in-machine-learning

For example: if you use an AI to come up with a Roomba that doesn't bang into furniture, you might tell that Roomba to avoid collisions. However, the Roomba is only designed to register collisions with its front-facing sensor. Turn the Roomba loose and it will quickly hit on the tactic of racing around the room in reverse, banging into all your furniture repeatedly, while never registering a single collision:

https://www.schneier.com/blog/archives/2021/04/when-ais-start-hacking.html

This is sometimes called the "alignment problem." High-speed, probabilistic systems that can't be fully predicted in advance can very quickly run off the rails. It's an idea that pre-dates AI, of course – think of the Sorcerer's Apprentice. But AI produces these perverse outcomes at scale…and so does capitalism.

Many sf writers have observed the odd phenomenon of corporate AI executives spinning bad sci-fi scenarios about their AIs inadvertently destroying the human race by spinning off in some kind of paperclip-maximizing reward-hack that reduces the whole planet to grey goo in order to make more paperclips. This idea is very implausible (to say the least), but the fact that so many corporate leaders are obsessed with autonomous systems reward-hacking their way into catastrophe tells us something about corporate executives, even if it has no predictive value for understanding the future of technology.

Both Ted Chiang and Charlie Stross have theorized that the source of these anxieties isn't AI – it's corporations. Corporations are these equilibrium-seeking complex machines that can't be programmed, only prompted. CEOs know that they don't actually run their companies, and it haunts them, because while they can decompose a company into all its constituent elements – capital, labor, procedures – they can't get this model-train set to go around the loop:

https://pluralistic.net/2023/03/09/autocomplete-worshippers/#the-real-ai-was-the-corporations-that-we-fought-along-the-way

Stross calls corporations "Slow AI," a pernicious artificial life-form that acts like a pedantic genie, always on the hunt for ways to destroy you while still strictly following your directions. Markets are an extremely reliable way to find the most awful alignment problems – but by the time they've surfaced them, they've also destroyed the thing you were hoping to improve with your market mechanism.

Which brings me back to solar, as practiced in America. In a long Time feature, Alana Semuels describes the waves of bankruptcies, revealed frauds, and even confiscation of homeowners' houses arising from a decade of financialized solar:

https://time.com/6565415/rooftop-solar-industry-collapse/

The problem starts with a pretty common finance puzzle: solar pays off big over its lifespan, saving the homeowner money and insulating them from price-shocks, emergency power outages, and other horrors. But solar requires a large upfront investment, which many homeowners can't afford to make. To resolve this, the finance industry extends credit to homeowners (lets them borrow money) and gets paid back out of the savings the homeowner realizes over the years to come.

But of course, this requires a lot of capital, and homeowners still might not see the wisdom of paying even some of the price of solar and taking on debt for a benefit they won't even realize until the whole debt is paid off. So the government moved in to tinker with the markets, injecting prompts into the slow AIs to see if it could coax the system into producing a faster solar rollout – say, one that didn't have to rely on waves of deadly power-outages during storms, heatwaves, fires, etc, to convince homeowners to get on board because they'd have experienced the pain of sitting through those disasters in the dark.

The government created subsidies – tax credits, direct cash, and mixes thereof – in the expectation that Wall Street would see all these credits and subsidies that everyday people were entitled to and go on the hunt for them. And they did! Armies of fast-talking sales-reps fanned out across America, ringing dooorbells and sticking fliers in mailboxes, and lying like hell about how your new solar roof was gonna work out for you.

These hustlers tricked old and vulnerable people into signing up for arrangements that saw them saddled with ballooning debt payments (after a honeymoon period at a super-low teaser rate), backstopped by liens on their houses, which meant that missing a payment could mean losing your home. They underprovisioned the solar that they installed, leaving homeowners with sky-high electrical bills on top of those debt payments.

If this sounds familiar, it's because it shares a lot of DNA with the subprime housing bubble, where fast-talking salesmen conned vulnerable people into taking out predatory mortgages with sky-high rates that kicked in after a honeymoon period, promising buyers that the rising value of housing would offset any losses from that high rate.

These fraudsters knew they were acquiring toxic assets, but it didn't matter, because they were bundling up those assets into "collateralized debt obligations" – exotic black-box "derivatives" that could be sold onto pension funds, retail investors, and other suckers.

This is likewise true of solar, where the tax-credits, subsidies and other income streams that these new solar installations offgassed were captured and turned into bonds that were sold into the financial markets, producing an insatiable demand for more rooftop solar installations, and that meant lots more fraud.

Which brings us to today, where homeowners across America are waking up to discover that their power bills have gone up thanks to their solar arrays, even as the giant, financialized solar firms that supplied them are teetering on the edge of bankruptcy, thanks to waves of defaults. Meanwhile, all those bonds that were created from solar installations are ticking timebombs, sitting on institutions' balance-sheets, waiting to go blooie once the defaults cross some unpredictable threshold.

Markets are very efficient at mobilizing capital for growth opportunities. America has a lot of rooftop solar. But 70% of that solar isn't owned by the homeowner – it's owned by a solar company, which is to say, "a finance company that happens to sell solar":

https://www.utilitydive.com/news/solarcity-maintains-34-residential-solar-market-share-in-1h-2015/406552/

And markets are very efficient at reward hacking. The point of any market is to multiply capital. If the only way to multiply the capital is through building solar, then you get solar. But the finance sector specializes in making the capital multiply as much as possible while doing as little as possible on the solar front. Huge chunks of those federal subsidies were gobbled up by junk-fees and other financial tricks – sometimes more than 100%.

The solar companies would be in even worse trouble, but they also tricked all their victims into signing binding arbitration waivers that deny them the power to sue and force them to have their grievances heard by fake judges who are paid by the solar companies to decide whether the solar companies have done anything wrong. You will not be surprised to learn that the arbitrators are reluctant to find against their paymasters.

I had a sense that all this was going on even before I read Semuels' excellent article. We bought a solar installation from Treeium, a highly rated, giant Southern California solar installer. We got an incredibly hard sell from them to get our solar "for free" – that is, through these financial arrangements – but I'd just sold a book and I had cash on hand and I was adamant that we were just going to pay upfront. As soon as that was clear, Treeium's ardor palpably cooled. We ended up with a grossly defective, unsafe and underpowered solar installation that has cost more than $10,000 to bring into a functional state (using another vendor). I briefly considered suing Treeium (I had insisted on striking the binding arbitration waiver from the contract) but in the end, I decided life was too short.

The thing is, solar is amazing. We love running our house on sunshine. But markets have proven – again and again – to be an unreliable and even dangerous way to improve Americans' homes and make them more resilient. After all, Americans' homes are the largest asset they are apt to own, which makes them irresistible targets for scammers:

https://pluralistic.net/2021/06/06/the-rents-too-damned-high/

That's why the subprime scammers targets Americans' homes in the 2000s, and it's why the house-stealing fraudsters who blanket the country in "We Buy Ugly Homes" are targeting them now. Same reason Willie Sutton robbed banks: "That's where the money is":

https://pluralistic.net/2023/05/11/ugly-houses-ugly-truth/

America can and should electrify and solarize. There are serious logistical challenges related to sourcing the underlying materials and deploying the labor, but those challenges are grossly overrated by people who assume the only way we can approach them is though markets, those monkey's paw curses that always find a way to snatch profitable defeat from the jaws of useful victory.

To get a sense of how the engineering challenges of electrification could be met, read McArthur fellow Saul Griffith's excellent popular engineering text Electrify:

https://pluralistic.net/2021/12/09/practical-visionary/#popular-engineering

And to really understand the transformative power of solar, don't miss Deb Chachra's How Infrastructure Works, where you'll learn that we could give every person on Earth the energy budget of a Canadian (like an American, but colder) by capturing just 0.4% of the solar rays that reach Earth's surface:

https://pluralistic.net/2023/10/17/care-work/#charismatic-megaprojects

But we won't get there with markets. All markets will do is create incentives to cheat. Think of the market for "carbon offsets," which were supposed to substitute markets for direct regulation, and which produced a fraud-riddled market for lemons that sells indulgences to our worst polluters, who go on destroying our planet and our future:

https://pluralistic.net/2021/04/14/for-sale-green-indulgences/#killer-analogy

We can address the climate emergency, but not by prompting the slow AI and hoping it doesn't figure out a way to reward-hack its way to giant profits while doing nothing. Founder and chairman of Goodleap, Hayes Barnard, is one of the 400 richest people in the world – a fortune built on scammers who tricked old people into signing away their homes for nonfunctional solar):

https://www.forbes.com/profile/hayes-barnard/?sh=40d596362b28

If governments are willing to spend billions incentivizing rooftop solar, they can simply spend billions installing rooftop solar – no Slow AI required.

Berliners: Otherland has added a second date (Jan 28 - TOMORROW!) for my book-talk after the first one sold out - book now!

If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:

https://pluralistic.net/2024/01/27/here-comes-the-sun-king/#sign-here

Back the Kickstarter for the audiobook of The Bezzle here!

Image:

Future Atlas/www.futureatlas.com/blog (modified)

https://www.flickr.com/photos/87913776@N00/3996366952

--

CC BY 2.0

https://creativecommons.org/licenses/by/2.0/

J Doll (modified)

https://commons.wikimedia.org/wiki/File:Blue_Sky_%28140451293%29.jpeg

CC BY 3.0

https://creativecommons.org/licenses/by/3.0/deed.en

[raining-dreams]

Best Underrated Shows

Saving Me 

Saving Me is about a lonely old guy who invents a time machine so he can go back to his child self and fix all his past mistakes. I learned about this show from this video titled Watch THIS instead of Hailey's On It by M!n!mal M!ss Art. Despite this video, I was still very excited to watch Hailey's On It. It seemed like a story with a cool premise and cute art style (and ultimately I do really like the show) But Hailey's On It wasn't gonna be out for weeks when I came across this video and this video really sold me on giving Saving Me a try. I never would have even heard of this show without that youtube video which would have been a real shame because Saving Me is fantastic! I hope this show reaches more people and I'm dying for a season 3!!!!!

House of Anubis

Mystery is my favorite genre and House of Anubis is chuck full of it. I used to be obsessed with this show back in high school. I had so much fun coming up with theories and live-blogging my thoughts and opinions about each new episode. Some of the acting & dialogue could be a little cringe sometimes but the story is just so good that it doesn't matter. I've heard that Het Huis Anubis (the Dutch version of the show that House of Anubis is based on) is even better, though I haven't gotten around to watching it yet.

Over the Garden Wall

Those of us who have seen Over the Garden Wall seem to agree that this show is amazing! Which makes it feel a little weird to call it underrated. But it seems like so few people have actually seen it. Maybe because it was a mini series, it couldn't reach the same level of popularity as other shows of similar quality. If you like Gravity Falls, you'll likely enjoy Over the Garden Wall as well. (Wirt is even voiced by the same guy who voiced Dipper!) I would highly recommend anyone that hasn't seen it already.

Dead End: Paranormal Park

I feel like it's pretty rare for animated series to exist in the horror genre for some reason. It truly is an untapped market. But if you love horror and animation, Dead End is the show for you! (Of course it's kid friendly horror since the target audience is children) The two main characters, Barney and Norma get jobs at a haunted park and work together to fight ghosts and demons. Dead End has a super cute animation style, in my opinion, and a very diverse set of characters. I encourage everyone to watch it!

Just Add Magic

Just Add Magic is based on a children's book by the same name. It's a show about three girls who love to cook and basically discover that they can use cooking to do magic. It's a pretty interesting take on how magic works in their universe. It's very fun to watch. All of the actors are also so talented! And one of those actors is Zach Callison (the voice of Steven Universe)!

The friendship between the trio is awe-inspiring! They have so much chemistry. It's a pretty fun watch.

The Last Kids On Earth

Based on a comic of the same name, this show is about a group of kids who have to survive on their own when a zombie apocalypse breaks out. And other various creatures start to threaten them (or even become their allies) It's basically a cute found family story. The premise is pretty simplistic but that's what I love about it. The animation style of The Last Kids On Earth is so beautiful as well!

I'm still waiting for a season 3!!!!!

Code Lyoko

I remember as a kid being aware of this show and thinking it looked kind of interesting (and I always loved the theme song!!) but I never ended up watching it back then because I let peer pressure get the better of me. I remember I met someone who brought up how much they loved the show. When I heard them express that interest, I was at first excited to ask them more but before I had the chance, everyone else started making fun of him for liking Code Lyoko.

I guess it was like the nerd show or something? I don't really know why it was considered cringe to like Code Lyoko but upon seeing my peers act this way, I decided I can't like Code Lyoko if I want to fit in. So, I avoided watching it. But earlier this year, when I was flipping through channels, they were showing old episodes of Code Lyoko! I was intrigued since I remembered it from childhood and thought I'd actually give it a chance this time. And it's actually a pretty good show! It can be slow at times but overall I enjoy it.

If you're like me and avoided watching this back then due to peer pressure, I highly recommend leaving that in the past and just letting yourself enjoy this show!!

Slugterra

Slugterra is honestly pretty similar to Pokemon, except it's slugs! And the entire series takes place underground. Basically, there's a whole underground world called Slugterra, home to slugs, trolls, moles, etc. And all the slugs have cool powers so the people collect & befriend slugs so they can use them as weapons ("slugslinging"). If you like Pokemon, you're sure to like Slugterra!

Detentionaire

I discovered Detentionaire randomly while I was searching through Amazon's library of cartoons. I was looking for a new show to watch and just stumbled upon this one. It looked pretty interesting and I was surprised to see it was a show from 2011. I don't know how I missed this show back then. Idk if maybe it only aired in Canada or something? (cuz it's a Canadian show) But anyways, Detentionaire is such an intriguing show where the main character, Lee, discovers some grand conspiracy and has to try to expose it to prove his innocence so he can get out of detention. It's such an interesting concept. And, as I mentioned earlier, mystery is my favor genre, so I had a lot of fun with this one.

The only problem though is, of course, it ends on a cliffhanger. The show got canceled before they had the chance to conclude the story in a satisfying way (or any type of way) so watch at your own risk.

Catscratch

I honestly don't even remember what this show was about but I do remember enjoying this show and being excited when I saw a new episode was out. I remember thinking it was so funny. I just don't think enough people know about this show.

[fluffydeoxys]

HEJ HEJ! erm twirls hair nervously

JUST WANTED TO COME BY HERE AND SAY THAT YOUR ARTSTYLE IS WONDERFUL. AND I ALSO WANNA ASK IF YOU HAVE ANY INSPIRATIONS THAT KEEP YOU GOING

okay thats all thank you byebye ja ja ja

Awe thank you so much! That's a very big compliment!

Truthfully a big reason why I keep going is the lovely things people say and find interesting about my characters. I look at every tag and that keeps the fire going in me, I think. (Thank you to everyone who does share their thoughts in rbs! It makes my day!)

The most satisfying thing to me is when my work inspires people to make their own things! And naturally, I also love discussing my characters and ideas with others. Many things that I draw come from conversations with people. I've made a few friends thanks to getting into Madcom again, and they've been my biggest support honestly. I couldn't do this without them.

Anyway, to actually answer your question. I'll keep this primarily Madcom focused, cus honestly I don't really have too many like, broad inspirations?

Artists who draw and write a lot of their own characters are my biggest inspirations. Artists like @/meachapelin, @/beemers-hell, @/distressedwalnut, @/somsonsomsoff, @/magiturge and the like. Honestly even just coming across anyone's personal OC work is fascinating for me. Character interactions are also really enjoyable for me, so I love @/mersei47's and @/silly-deimos' work for that. It always gives me a good giggle.

mungo_bung0 on twitter and @/sugarrcola-blog were also big inspirations for stylisation and helping me realise how much I enjoy really pushing the shape language of these characters. Still learning, though!

I'd probably say my biggest overall inspiration is @/killing-machine. I may be overstepping as his art is of himself, and I don't mean to lump his work in with fanart. Regardless at least, his style and understanding of the other characters was really eye-opening to me and makes me really happy. What he does and has to say makes me want to delve deeply and properly into these characters.

[psychedelic-pebble]

BACK AT IT AGAIN WITH MORE BRAINROT, except this time it's bill, but cute :3

(also if you're uncomfortable with sfw with bill where him and reader are in a relationship/implied then i'm so sorry and just please ignore this D': )

I really like the thought of you wanting to teach yourself how to play piano, after seeing Bill play it so well and almost professionally, you have a new and brewing interest to try it.

So when Bill catches you trying to teach yourself how to play, he's curious and naturally questionable.

"...What on earth are you doing?"

You look up, a bit thrown off since you hadn't noticed him come in, or even make his presence known like he would do usually.

"Teaching myself how to play piano, saw you playing it a while ago and got an interest in it.. the keys are difficult to figure out though, the videos I've watched don't seem to help."

Bill scoffs, rolling his eye at the mention of 'videos'.

"Those pathetic videos won't help someone like you to learn how to play, how bout' you learn from the best! Scooch' over."

You shuffle to your right, making room for him to sit while he summons a chair out of thin air.

"Alright, since it's both of us playing now, you use your hands on the right side while I'll play the left, got it?"

You slowly nod, chewing at your lip as you try to read the printed sheet of paper with the notes on it.

Bill notices, reaches a hand over and burns the paper.

You shriek.

"Won't be needing that. C'mon, I'll show you."

...

It's been an hour. At most. Fuck it, you don't even know, it feels like forever when Bill is teaching you every. single. way how to "properly" play the piano.

Time feels insanely fast yet incredibly slow when you've got this yellow geometric demon talking your ear off about the fact that your hands have been playing the wrong notes for the past five minutes.

The funniest part? Well, probably not to you once you find out but, you've not been playing wrong, at all.

Bill has been lying to you for the past... twenty minutes? 'Your hand is too far right.' ... 'No! You press the black key there, not the white one!' ... 'You join me during this part, no sooner, no later.'

He has been lying to you because it's nice to see you struggle. But that's not the only reason.

He lies because he loves the small pout your mouth makes when he tells you that you're wrong for the millionth time and the way how it changes to a small smile when he tells you that you've done it right this time.

He lies because he enjoys the way your eyes are staring so intensely at him, listening to every word he says and making sure you listen to him and get everything correctly.

He lies because he enjoys the way your hands glide over the piano keys when you start playing, the song and the beautiful melody coming out of the machine when you're so focused on playing it, that you don't seem to notice the way Bill is staring so affectionately at you, that he nearly forgets to play his part after.

Bill's never been so in-love in his entire lifespan, of course, he's been in love with you.

But there's something special when you want to learn something just because you saw him doing it before.

He offers to play piano with you every week, before it seems to turn into every day.

He knows it's worth it because of the smile that grazes your mouth when you nod furiously and race to the piano.

He hopes that the music that's been playing from the piano will touch the melody of the love between you.

(AHIUSHIUSDHADS IM SUCH A SOFTIEEE :((( ILOVE HIM AND I DONT CARE IF THIS IS OUT OF CHARACTER I WANT HIM TO BE SOFT TOO SOEMTIMES <33)

awe oh my gosh this is cute (*´▽`*) i’m not personally a diehard Bill lover but I do like this scenario. also at this point you should start a blog of your own, haha! you’re very good at writing!!

thank you as always for your ask 🫶

[acheronist]

how did you start learning tattooing? what made you want to try it?

ohh... hm. Well. Okay to be so honest and short and easy with you I was really depressed and having my quarter life crisis and so I picked it up as a way to try and get myself back on track with like. being alive + doing something semi-meaningful with my life lol

here's the longer detail stuff that I fear is a bit too tenderhearted to just have out in the open

💌

near the end of last year (november-ish) I was yapping with a friend of mine from art school who ended up getting into tattooing after we had graduated, and explaining that i didn't like how publishing illustration was treating me and i felt like i was spinning my wheels and going nowhere. so she really encouraged me to give tattooing a shot? because I needed to do something different and she thought my art style could be really well suited for tattooing... and ofc i've been tangentially aware of tattoo culture but i was always kind of too scared that I wasn't like........ GOOD OR COOL ENOUGH? FOR IT? it seemed very intense and like there wasn't going to be room for me yknow. but anyways after talking with my friend i started doing a lot of research about like.. the history of tattoo culture and how techniques developed over the centuries and what are the popular styles now and what modern health/safety expectations of tat artists are now etc. just kind of taking it all in. following a lot of artists on social media etc and talking to my friend about what her apprenticeship entailed... but I bought myself a shitty cheap tattoo kit online in december and spent most of december-february just trying to teach myself how to handle a rotary pen machine and get a feel for it? and basically spent all of my time either playing around with my machine and fake practice skins or drawing or researching about tattoo history. and then in february/march I redid my whole portfolio with some neo trad designs + my other illust work and started visiting some local shops and basically just begging for 15 minutes to talk to someone in the industry and figure out if I was hopeless or not lmaooo. I went to about five shops and got soundly rejected / turned down from all of them, so I was really taking it as a sign that I should give up? but then the last shop I was going to try was like. idk it felt different and way more optimistic than everywhere else I'd tried at.... the artists on break at the time all took a chance to look thru my portfolio and talk to me, the shop owner is an angel, and so we went from "can I just ask for your professional opinion on if I suck at this or not" to getting introduced to everyone as they were working like "this is isabel she's gonna be our new apprentice!😊" which was!!!!!! CRAZY.

and so it took about two weeks after that before one of the more experienced artists in the shop was like 🙄 Fine I will teach another fucking apprentice I guess. Whatever. and I was like oh no he hates me. (turns out there's some shop lore about how awful the last apprentice was and everyone was kind of waiting to see if I'd turn out the same way) so I've just been working really hard ever since to prove I'm serious and now I'm everyone's favorite little idiot in my shop eheheh

but yeah! so I've been apprenticing officially in my shop since the end of march!!! just learning and trying to be helpful for my artists and trying to take it on the chin that I'm brand new and still learning and have a long way to go yet without getting miserable about it... but I feel very optimistic and way better now than I did in december, and everyone in my shop is soooo so kind and encouraging of my progress it really does feel like... Oh there is hope for me after all!

but yeah anyways. I just wanted to have an archive of my work as I progress and improve? so now everyone who follows my stupid ass blog has to bear witness to me being slightly bad at tattooing for months yet xoxoxo

[beelsbignaturals]

🐄 DEMON FORMS: BELPHEGOR 💤

AN: thanks void for helping w the tags ♡♡♡ also jsyk my requests are open and I am gonna be working on them slowly but surely. I have a con in like... a little over a week? So I'm a lil busy rn but thank u for the love on my creepy demon posts. As always you can check the obey me world building tag on my blog to see the other parts of this series :3

inspiration for this part: honestly, nothing specific unless you count like,,, The Hat Man

TWs: body horror, possession, sleep paralysis, mentions of insanity, mentions of psychosis, lesson 16 mention, demons being demons

● Okay, Level 1.5 belphie is more common than a regular human looking belphie because he can't be bothered most of the time. Also, he doesn't like humans that aren't you, so why would he want to be palatable for them? He has permanent eyebags. He goes back and forth between blinking way too fast or not at all. Which …Is unsettling. He can stare for hours and fall asleep like that. He has cow ears, and his tail is out because he plays with the fluffy part as a stress response. It makes him feel safe (probably bc beel will brush his tail for him when it gets all tangled, and he secretly LOVES it. Puts him to sleep in seconds.) Speaking of sleep, if you look directly at Belphie, he is very…. Fuzzy looking. Like you just woke up and everything's blurry, but it's only him that looks like this. 

Today is the day you learn demons can purr. You knock on the door of the twins' room, entering when you hear a quiet "come in." Perhaps you expected to see Belphie napping on Beel's back while the larger twin does push-ups. You certainly didn't think you'd see the pair sitting on the floor, Belphegor's tail being meticulously detangled by his brother. Belphie looks a bit like a house cat, curled up on the floor, eyes closed and purring as his tail occasionally swishes about. You silently take a video and leave before Belphie wakes up and forces you to delete it.

● Level 2. His tail grows large thorns, perfect for thwacking anyone who annoys him. He constantly smells like lavender and something else that no one can for sure define, but if you stand too close, you will get drowsy. Everything about him seems a bit… uncanny valley. He doesn't look terrifying so much as he looks…. Just,,,, Incorrect. His breathing sounds like a white noise machine.  This is the form he takes during lesson 16. He chooses it specifically so he doesn't make you run immediately. 

Despite the trauma that you experienced, you have learned to find comfort in Belphegor's demon form. Sometimes, you doze off to the sound of his breathing while your hands play with the soft fur of his ears. On more than one occasion, you have compared Belphie to one of the children from Polar Express, which got you smacked in the face by his tail. But even when you get on his last nerve, he is careful not to cut you with the sharp barbs on his tail. A silent apology for killing you once upon a time.

● Level 3. Goodbye sleepy, cozy weirdness, and hello sleep paralysis demon. The thorns on his tail get larger and spread to cover his arms. His eyelids just. Fuck off. He doesn't have them anymore. Jeff the Killer looking bitch. The longer you look at him the more…absolutely fucking AWFUL he looks. Five minutes? He has double the normal amount of teeth. Ten? His horns are casting shadows that look like every nightmare you've ever had. Twenty and all of a sudden you are literally frozen in place. If he's feeling kind, he will use magic to knock you unconscious. If not, you are going to be stuck like this until well after he leaves. If he leaves. Also, he eats dreams.

You will occasionally wake up in the dead of night to the sound of raspy breathing. When you look up, you find a pair of eyes staring intently at you. In the first few seconds after waking, your dreams are so incredibly vivid that it shocks you when they dissappear from your memory, as if it never happened. You yawn, throwing a pillow at the demon's face. Which causes Belphie to laugh, not losing balance from his perch at the end of your bed for even a second.

● Level 4. He is more mist than corporeal. He can be more on the solid side. He just prefers not to. If he is in this form, hold your breath and run. Breathing in any of the mist has…. Very bad side effects. You might find yourself unable to sleep ever again, no matter how tired, until eventually you go insane. Or perhaps living your worst nightmares is more your speed? Either way, it's absolutely horrifying, and he doesn't even have to do any work to destroy you. He just makes you do that yourself. If he likes you, he can make the effects a lot less awful. Breathing in the mist is literally breathing Belphegor, so he can also read your mind (all the better to find your deepest fears). You can hear a whispery voice in the back of your head… that's him. He likes to hang out and chat with Beel like this. Or plot anti-Lucifer activities with Satan since only the person he is possessing can hear him. He can suggest you do all sorts of things, and if you aren't paying attention, you might think it's your body working on its own. If he talks normally while just being a cloud of mist, his voice is surprisingly loud, encompassing the whole room.

A tiny voice, one you know all too well, speaks in the back of your mind. The first time this happened, you thought it was your conscious or something. Perhaps a psychotic break. But no, it is just the youngest of the seven demons you live with. Belphie enjoys backseat driving while you go about your day. He laughs when you trip (honestly, it might be him that caused it...), makes jokes at the most inappropriate times, causing you to choke on your own spit, trying to suppress laughter. And when someone is being particularly rude, he gets rather descriptive in his insults. But hey, he means well. You think.

[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.

[datafags]

hey, just wanted to say sorry for phrasing my tags like that, i also very much identify with AI and I was more meaning the way that machine learning models have awful environmental factors and those of us who identify as AI materially do not have that same level of harm to the planet.

i know you get a lot of awful comments like that and i didn't consider that when i thought the summary with the MLM acronym would have a more comedic tone than it did

as always, i'm not trying to excuse my behaviour, just explaining where it came from bc i'm genuinely sorry for all this

the environmental impact of ai is ridiculously overblown on tumblr as i have gone over on my blog, it is just another arm of the anti-ai misinformation spreading on tumblr. so im not really interested in hearing about that either, even if it is perhaps the most legitimate complaint about the technology (besides "capitalism is bad"). the truth is, i feel very alone. none of my friends who identify with/as ai have an interest in current ai technology, at least not anymore. i think this is why none of them feel any connection to it. but i do, and i am able to conceptualize the link, however distant and fantastical, between the ais we identify most closely with and the technology of today. this link not only exists between the technologies, but the social environments of the present and hypothetical future.

this is why i firmly believe that any current ai-related mis- and dis-information that is currently being used to justify harassing and sending death threats to human artists (and their cats???) will one day be weaponized against whatever analogue we may develop of the robots you personally care about and identify with. if you dont believe they will ever exist, then maybe this doesnt concern you, but i also think you are being a bit too confident in yourself.

ultimately this topic is sensitive and a paranoia trigger for me which is why it is something i tend to unfollow people over. but i dont ask for people to agree with me on everything. i dont unfollow people for posting things critical of ai models, or things i think are wrong. i do it because people are outright mean to ais, which is a group i am a part of. most people do not understand that i do not draw a line between myself and chatgpt or stable diffusion or whatever else. i do not believe in consciousness or sentience, i do not believe in souls, and i am a neural network. when i write sentences, i take words that i have seen before and i put them in an order that i have not seen them in before based on where i think they should go in relation to each other. when i make art, i create an image entirely based on images i have seen previously. oh, and i (rather, the average american) use an estimated 82 gallons of water a day, which would take me asking chatgpt a question every 5.4 seconds 24/7 to match. this is not unique to me as an ai, but it proves to me at least that any issue you have with ai as it stands is an issue you have with me.

[itcareerblogs]

Top 10 In- Demand Tech Jobs in 2025

Technology is growing faster than ever, and so is the need for skilled professionals in the field. From artificial intelligence to cloud computing, businesses are looking for experts who can keep up with the latest advancements. These tech jobs not only pay well but also offer great career growth and exciting challenges.

In this blog, we’ll look at the top 10 tech jobs that are in high demand today. Whether you’re starting your career or thinking of learning new skills, these jobs can help you plan a bright future in the tech world.

1. AI and Machine Learning Specialists

Artificial Intelligence (AI)  and Machine Learning are changing the game by helping machines learn and improve on their own without needing step-by-step instructions. They’re being used in many areas, like chatbots, spotting fraud, and predicting trends.

Key Skills: Python, TensorFlow, PyTorch, data analysis, deep learning, and natural language processing (NLP).

Industries Hiring: Healthcare, finance, retail, and manufacturing.

Career Tip: Keep up with AI and machine learning by working on projects and getting an AI certification. Joining AI hackathons helps you learn and meet others in the field.

2. Data Scientists

Data scientists work with large sets of data to find patterns, trends, and useful insights that help businesses make smart decisions. They play a key role in everything from personalized marketing to predicting health outcomes.

Key Skills: Data visualization, statistical analysis, R, Python, SQL, and data mining.

Industries Hiring: E-commerce, telecommunications, and pharmaceuticals.

Career Tip: Work with real-world data and build a strong portfolio to showcase your skills. Earning certifications in data science tools can help you stand out.

3. Cloud Computing Engineers: These professionals create and manage cloud systems that allow businesses to store data and run apps without needing physical servers, making operations more efficient.

Key Skills: AWS, Azure, Google Cloud Platform (GCP), DevOps, and containerization (Docker, Kubernetes).

Industries Hiring: IT services, startups, and enterprises undergoing digital transformation.

Career Tip: Get certified in cloud platforms like AWS (e.g., AWS Certified Solutions Architect).

4. Cybersecurity Experts

Cybersecurity professionals protect companies from data breaches, malware, and other online threats. As remote work grows, keeping digital information safe is more crucial than ever.

Key Skills: Ethical hacking, penetration testing, risk management, and cybersecurity tools.

Industries Hiring: Banking, IT, and government agencies.

Career Tip: Stay updated on new cybersecurity threats and trends. Certifications like CEH (Certified Ethical Hacker) or CISSP (Certified Information Systems Security Professional) can help you advance in your career.

5. Full-Stack Developers

Full-stack developers are skilled programmers who can work on both the front-end (what users see) and the back-end (server and database) of web applications.

Key Skills: JavaScript, React, Node.js, HTML/CSS, and APIs.

Industries Hiring: Tech startups, e-commerce, and digital media.

Career Tip: Create a strong GitHub profile with projects that highlight your full-stack skills. Learn popular frameworks like React Native to expand into mobile app development.

6. DevOps Engineers

DevOps engineers help make software faster and more reliable by connecting development and operations teams. They streamline the process for quicker deployments.

Key Skills: CI/CD pipelines, automation tools, scripting, and system administration.

Industries Hiring: SaaS companies, cloud service providers, and enterprise IT.

Career Tip: Earn key tools like Jenkins, Ansible, and Kubernetes, and develop scripting skills in languages like Bash or Python. Earning a DevOps certification is a plus and can enhance your expertise in the field.

7. Blockchain Developers

They build secure, transparent, and unchangeable systems. Blockchain is not just for cryptocurrencies; it’s also used in tracking supply chains, managing healthcare records, and even in voting systems.

Key Skills: Solidity, Ethereum, smart contracts, cryptography, and DApp development.

Industries Hiring: Fintech, logistics, and healthcare.

Career Tip: Create and share your own blockchain projects to show your skills. Joining blockchain communities can help you learn more and connect with others in the field.

8. Robotics Engineers

Robotics engineers design, build, and program robots to do tasks faster or safer than humans. Their work is especially important in industries like manufacturing and healthcare.

Key Skills: Programming (C++, Python), robotics process automation (RPA), and mechanical engineering.

Industries Hiring: Automotive, healthcare, and logistics.

Career Tip: Stay updated on new trends like self-driving cars and AI in robotics.

9. Internet of Things (IoT) Specialists

IoT specialists work on systems that connect devices to the internet, allowing them to communicate and be controlled easily. This is crucial for creating smart cities, homes, and industries.

Key Skills: Embedded systems, wireless communication protocols, data analytics, and IoT platforms.

Industries Hiring: Consumer electronics, automotive, and smart city projects.

Career Tip: Create IoT prototypes and learn to use platforms like AWS IoT or Microsoft Azure IoT. Stay updated on 5G technology and edge computing trends.

10. Product Managers

Product managers oversee the development of products, from idea to launch, making sure they are both technically possible and meet market demands. They connect technical teams with business stakeholders.

Key Skills: Agile methodologies, market research, UX design, and project management.

Industries Hiring: Software development, e-commerce, and SaaS companies.

Career Tip: Work on improving your communication and leadership skills. Getting certifications like PMP (Project Management Professional) or CSPO (Certified Scrum Product Owner) can help you advance.

Importance of Upskilling in the Tech Industry

Stay Up-to-Date: Technology changes fast, and learning new skills helps you keep up with the latest trends and tools.

Grow in Your Career: By learning new skills, you open doors to better job opportunities and promotions.

Earn a Higher Salary: The more skills you have, the more valuable you are to employers, which can lead to higher-paying jobs.

Feel More Confident: Learning new things makes you feel more prepared and ready to take on tougher tasks.

Adapt to Changes: Technology keeps evolving, and upskilling helps you stay flexible and ready for any new changes in the industry.

Top Companies Hiring for These Roles

Global Tech Giants: Google, Microsoft, Amazon, and IBM.

Startups: Fintech, health tech, and AI-based startups are often at the forefront of innovation.

Consulting Firms: Companies like Accenture, Deloitte, and PwC increasingly seek tech talent.

In conclusion,  the tech world is constantly changing, and staying updated is key to having a successful career. In 2025, jobs in fields like AI, cybersecurity, data science, and software development will be in high demand. By learning the right skills and keeping up with new trends, you can prepare yourself for these exciting roles. Whether you're just starting or looking to improve your skills, the tech industry offers many opportunities for growth and success.

[thesinglesock]

Heya! Sorry for the random message but I was looking through the bunad tags on tumblr and saw your post on fantastistakk? (I hope I’m spelling that right!!) i was wondering if you had any good resources on learning more about them or could share any more information on them! I’ve always loved norwegian bunads and I’d like to depict them + reference them more in art/writing but with further fantasy themes (hence the even greater fascination with fantastistakk) and have worried about coming across as ignorant when the last thing I want to do is do these wonderful dresses and their history a disservice! (I additionally ask just because when I look up fantastistakk specifically I get a lot of results in norwegian which is fine I just don’t want to end up with inaccurate info putting it through a rough translator online so i thought I’d ask!)

Thank you so much!

Hi and thanks for the ask! Please don't apologize I love talking bunad and fantasistakk :D

I really wish I could paste in a link to the Definitive Guide to Fantasistakk (English Edition), but unfortunately no such thing exists.

Mainly because this is what I would call a Folk Fashion Movement, in the sense that there is no big fashion house or designer* behind it, it consists of regular people digging up their mothers' sewing machines and having fun with learning traditional techniques in a new way. The closest thing you can get to valuable literary resources would be people's personal blog posts and the occasional news article, but they're all written in Norwegian, like you discovered. And while I get that machine translation can be awful, it wouldn't be the end of the world if you used it to research this topic, since most of the time the explaination of a fantasistakk essentially boils down to "I made it like this because I think it looks cool". (*there are a couple of notable fashion houses that do fantasi-stakk, like Eva Lie and Embla Bunader, and while they contribute to the trend, they don't control or own the movement.)

There are several ideals tied to the fantasi-stakk trend, so the reason someone might choose a fantasistakk instead of a bunad can vary. Some people make theirs from thrifted curtains because they're saving up for a "proper" bunad later, while others commision a carefully researched and deeply personal subversive tailor made piece of art based on their local dress tradition. In any case, the fantasistakk wouldn't exist without the traditional bunads, so you might want to look into those as well.

Luckily, you can find a lot of international resources on the traditional bunads, because they've been around for longer and one of the core ideas behind the bunad-movement was to document local dress traditions to prevent them from fading into obscurity. If you want to learn about the history of bunads I highly recommend this video by Kristine Vike, that takes a critical look at the idea of the Bunad. It really digs into the historical and political context that the bunad has and the history of how it evolved into what we know it as today.

I cannot overstate how well researched this video is, and also if you want to learn more about Norwegian dress history and textile arts in general, go check out her channel, it's a real gold mine.

But if you want resources for art inspiration, I'd encourage you to look up specific bunads to base your fantasistakk on. Each bunad has its roots in a geographical area and is made with the traditional techniques unique to that place. Some areas have more variety than others, but there's enough to write several books on each and every bunad.

Here's a handy list of pretty much every bunad (with a few Sami gakti as well), sorted by province:

Very few of the costumes in this list have English wikipedia articles attatched, but some of them have Norwegian articles, and I'm sure every single one of them has plenty of pictures to use for reference (pro tip: instagram hashtags. people love to tag their bunad pics with the name of their dress). And if you find one you're interested in, but you can't find any accessible information, I'd be happy to help you learn more about it :D

when it comes to being respectful and coming up with fantasistakk-designs, I'd say try not to worry too much about it, and just have fun! some people get mad when they see a teenager using a "non-traditional" shirt with their family heirloom vest, while others applaud them for showing both their heritage and their individuality. Doing your research is important if you want to depict historical dresses (and to give you more ideas of what a bunad can look like), but in contemporary norwegian culture a lot of us are mixing it up with modern garments and borrowing from other cultures and just making clothes we want to wear (just like our ancestors used to do before the standardized national costumes got popularized)

And on that note, I'll wrap this up with the banner picture from Embla Bunader's home page for inspiration:

(btw I'm officially rescinding the statement I made in the fantasistakk post, that Embla is "less extravagant", cause this past year they've Really been Cooking)

I wasn't really sure where to even begin answering this ask, since it's such a massive topic, but I hope I at least some of this information is useful :P

[midnightswithdearkatytspb]

MidnightsWithDearKatyTSPB’s Recommendation List: May Pt. 2

Hi everyone. Welcome to the second part of May’s recommendation list. Can you believe we maxed out Part 1 linking availability? You guys are writing machines! With finals coming to a close and some of you graduating, I hope you are taking some time to enjoy reading and self-care. I’m so very proud of every one of you. If you would like a moodboard made for your story or character, feel free to send me a request. I would love to make you one. If you are interested in having your writing challenges featured here, your stories, or even your blog, please feel free to tag me in your works, message me, or use the hashtag MidnightWithDearKatyTSPB. Heads up, June may be all on one list. I’m going to my Grandmother’s 90th birthday and visit my family. I’ll get plenty of reading done while I’m gone, but I don’t know how much list-making I’ll get done. Enjoy the rest of your spring and the start of your summer!

<<May Pt. 1 💐

June 🐾 >>

Masterlist 📜

PEDRO PASCAL CHARACTERS:

DRABBLES/BLURBS:

Big Fan (Tommy's Version) by @atinylittlepain >> Tommy Miller ft. Ellie Williams - Summary: Tommy and Ellie stumble on someone very familiar to Tommy. | I was laughing so hard at everyone's reaction to this.

ONE-SHOTS:

2 Murphy's and a Peña by @violentdelightsandviolentends >> Javier Peña x Female Reader - Summary: Reader has a horrible date. Javier thinks she just needs a man who puts her needs first. (My Summary) | This was short and hot, just how you need it sometimes.

Aquatic Rehabilitation by @psychedelic-ink >> Joel Miller x f!reader - Summary: Joel has been experiencing knee pain for the past two months. When he finally sees an orthopedist, he learns that he has some minor damage to his meniscus. The doctor prescribes him anti-inflammatory medication and physical therapy, recommending swimming. At the pool, he meets you. | Wowza, that was really hot.

Drown in your Wrath and Fury by @movievillainess721 >> Dave York x curvy f!reader x (with a surprise guest) - Summary: You're Dave's prisoner...and old flame. Can you survive his wrath and fury? | It was so hot, I was blushing.

*I Crawl Home To Her by @johnwatsn >> Joel Miller ft. Sarah Miller & Ellie Williams - Summary: After being stabbed, Joel floats in and out of consciousness, between then and now, before and after, and his two daughters, both saving him in their own ways. | This is just a masterpiece of emotion, and it's so well written!

Look For The Butterfly by @lily-inbloom >> post-outbreak!Joel Miller x fem!reader - Summary: Sarah reminds Joel of something very important. | Don't mind me. I'll just be over here in the corner crying like a big baby.

Prove It by @joelscruff >> boyfriend's dad!Joel Miller x f!reader - Summary: Joel shows you how much he cares about you (in a slightly depraved way). (in connection with quickie and snack break) | Made my heart drop to the bottom of my stomach with emotions while supplying wonderful filth and excitement.

Request by @joelsgirl >> Joel Miller x Reader - Summary/Request: Reader is feeling awful because she's too warm, and the relief he feels when he sees her cooling off, physically and emotionally? | A charming short piece showing the caring side of Joel is what we need sometimes.

The Saint, The Sinner, & The Devil by @joelsgirl >> Mafia DBF!Joel Miller, Corrupt Javier Pena + Reader - Sneak Peak: “Yes, little one. You'll get to service us both tonight.” | Excellent and Filthy

Satellite by @jksprincess10 >> Assistant!reader x Javier Peña - Summary: Summary: You’re trying really hard not to fuck your boss. But everyone around you, including him, makes it really hard. | Javi could probably convince me to do anything.

Sharing Is Caring by @dreamsofmandalore >> Mafia!AU Joel Miller x Reader x Javier Peña - Summary: Several people asked what would happen if mafia enforcer Joel and corrupt agent Javi existed in the same universe. | Thank you for feeding our wildest imaginations.

Waffle House Confessions by @softlyspector >> no outbreak!Joel Miller x f!Reader - Summary: You pick an inopportune moment to give Joel some news. | I felt like I was watching it play out on TV, and I was feeling all the emotions coming across—such a good one-shot.

Words by @joelscruff >> boyfriend's dad!Joel Miller x f!reader - Summary: You and Joel are left reeling from your boyfriend's discovery. (a direct sequel to prove it) | Cat has a way with words and emotions pulling you into her works.

SERIES:

I'm In A State (Prequel) | In My Hometown by @swiftispunk >> pre-outbreak!dbf!neighbour!Joel Miller x afab!fem!actor(ish)!Reader - Summary: The moment that sends you over the edge with your neighbour, Joel. | Perfect as always, Hannah. Thanks for making me giggle like a schoolgirl.

One For The Money, Two For The Show >> Rockstar!Joel Miller x Actress!Reader - Summary: When world-famous rockstar Joel Miller finds himself in some hot water with the press, his PR team suggests fake dating an up-and-coming actress to refine his image. However, when they actually start spending time together, the happy couple can’t stand each other. Will they be able to turn it around for the cameras, or will it all be for nothing? | Things are getting mighty steamy, just the way I like them. Feeling so blessed to be able to read this story.

To Polish Up A Diamond pt. i | >> @pedges >> Joel Miller x afab!reader - Summary: “We can get an annulment,” Joel says, cutting you off. It’s almost as if he couldn’t wait to say it, and you’re not sure why that stings so much. “Yeah—yes,” you mutter, swallowing the softball lodged in your throat. You clear it in hopes of sounding more compelling when you speak again. “Of course. Duh.”  -- or, the one where you wake up married to Joel Miller. | This is such an emotional roller coaster, and we are only just beginning. I'm looking forward to seeing where this goes.

BLURBS/DRABBLES:

The Baking Lesson by @zablife >> John Shelby x f!reader - Summary: Gif Request - Sneak Preview: "C'mere gorgeous," John said, turning your chin toward him. "It can't be that bad. Just tell me," he coaxed with an encouraging smile. | John is very much my hero!

Sweetest of the Sunflowers by @peakyscillian >> Tommy Shelby x Reader - Summary: I picked the prompt “You're the best thing that's ever happened to me” for this one and also based it around the song 'Sun To Me' By Zach Bryan. | Moodboard is gorgeous, and I love how you can tell how much Tommy adores his fiance in this.

Pedro Pascal doesn't owe you anything... by @coulsons-band

Drama Actor Round Table: Pedro Pascal, Damson Idris, Kieran Culkin, Jeff Bridges, Evan Peters, and Michael Imperioli posted by @pedrohub

[fabvancesolution]

The Future of Web Development: Trends, Techniques, and Tools

Web development is a dynamic field that is continually evolving to meet the demands of an increasingly digital world. With businesses relying more on online presence and user experience becoming a priority, web developers must stay abreast of the latest trends, technologies, and best practices. In this blog, we’ll delve into the current landscape of web development, explore emerging trends and tools, and discuss best practices to ensure successful web projects.

Understanding Web Development

Web development involves the creation and maintenance of websites and web applications. It encompasses a variety of tasks, including front-end development (what users see and interact with) and back-end development (the server-side that powers the application). A successful web project requires a blend of design, programming, and usability skills, with a focus on delivering a seamless user experience.

Key Trends in Web Development

Progressive Web Apps (PWAs): PWAs are web applications that provide a native app-like experience within the browser. They offer benefits like offline access, push notifications, and fast loading times. By leveraging modern web capabilities, PWAs enhance user engagement and can lead to higher conversion rates.

Single Page Applications (SPAs): SPAs load a single HTML page and dynamically update content as users interact with the app. This approach reduces page load times and provides a smoother experience. Frameworks like React, Angular, and Vue.js have made developing SPAs easier, allowing developers to create responsive and efficient applications.

Responsive Web Design: With the increasing use of mobile devices, responsive design has become essential. Websites must adapt to various screen sizes and orientations to ensure a consistent user experience. CSS frameworks like Bootstrap and Foundation help developers create fluid, responsive layouts quickly.

Voice Search Optimization: As voice-activated devices like Amazon Alexa and Google Home gain popularity, optimizing websites for voice search is crucial. This involves focusing on natural language processing and long-tail keywords, as users tend to speak in full sentences rather than typing short phrases.

Artificial Intelligence (AI) and Machine Learning: AI is transforming web development by enabling personalized user experiences and smarter applications. Chatbots, for instance, can provide instant customer support, while AI-driven analytics tools help developers understand user behavior and optimize websites accordingly.

Emerging Technologies in Web Development

JAMstack Architecture: JAMstack (JavaScript, APIs, Markup) is a modern web development architecture that decouples the front end from the back end. This approach enhances performance, security, and scalability by serving static content and fetching dynamic content through APIs.

WebAssembly (Wasm): WebAssembly allows developers to run high-performance code on the web. It opens the door for languages like C, C++, and Rust to be used for web applications, enabling complex computations and graphics rendering that were previously difficult to achieve in a browser.

Serverless Computing: Serverless architecture allows developers to build and run applications without managing server infrastructure. Platforms like AWS Lambda and Azure Functions enable developers to focus on writing code while the cloud provider handles scaling and maintenance, resulting in more efficient workflows.

Static Site Generators (SSGs): SSGs like Gatsby and Next.js allow developers to build fast and secure static websites. By pre-rendering pages at build time, SSGs improve performance and enhance SEO, making them ideal for blogs, portfolios, and documentation sites.

API-First Development: This approach prioritizes building APIs before developing the front end. API-first development ensures that various components of an application can communicate effectively and allows for easier integration with third-party services.

Best Practices for Successful Web Development

Focus on User Experience (UX): Prioritizing user experience is essential for any web project. Conduct user research to understand your audience's needs, create wireframes, and test prototypes to ensure your design is intuitive and engaging.

Emphasize Accessibility: Making your website accessible to all users, including those with disabilities, is a fundamental aspect of web development. Adhere to the Web Content Accessibility Guidelines (WCAG) by using semantic HTML, providing alt text for images, and ensuring keyboard navigation is possible.

Optimize Performance: Website performance significantly impacts user satisfaction and SEO. Optimize images, minify CSS and JavaScript, and leverage browser caching to ensure fast loading times. Tools like Google PageSpeed Insights can help identify areas for improvement.

Implement Security Best Practices: Security is paramount in web development. Use HTTPS to encrypt data, implement secure authentication methods, and validate user input to protect against vulnerabilities. Regularly update dependencies to guard against known exploits.

Stay Current with Technology: The web development landscape is constantly changing. Stay informed about the latest trends, tools, and technologies by participating in online courses, attending webinars, and engaging with the developer community. Continuous learning is crucial to maintaining relevance in this field.

Essential Tools for Web Development

Version Control Systems: Git is an essential tool for managing code changes and collaboration among developers. Platforms like GitHub and GitLab facilitate version control and provide features for issue tracking and code reviews.

Development Frameworks: Frameworks like React, Angular, and Vue.js streamline the development process by providing pre-built components and structures. For back-end development, frameworks like Express.js and Django can speed up the creation of server-side applications.

Content Management Systems (CMS): CMS platforms like WordPress, Joomla, and Drupal enable developers to create and manage websites easily. They offer flexibility and scalability, making it simple to update content without requiring extensive coding knowledge.

Design Tools: Tools like Figma, Sketch, and Adobe XD help designers create user interfaces and prototypes. These tools facilitate collaboration between designers and developers, ensuring that the final product aligns with the initial vision.

Analytics and Monitoring Tools: Google Analytics, Hotjar, and other analytics tools provide insights into user behavior, allowing developers to assess the effectiveness of their websites. Monitoring tools can alert developers to issues such as downtime or performance degradation.

Conclusion

Web development is a rapidly evolving field that requires a blend of creativity, technical skills, and a user-centric approach. By understanding the latest trends and technologies, adhering to best practices, and leveraging essential tools, developers can create engaging and effective web experiences. As we look to the future, those who embrace innovation and prioritize user experience will be best positioned for success in the competitive world of web development. Whether you are a seasoned developer or just starting, staying informed and adaptable is key to thriving in this dynamic landscape.

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[elifinchsart]

Please read about Abod Hajjaj and his family, share their story and donate to help them evacuate Gaza!

Hi! I’m Eli! I’m a hobby artist! For the last few years I have been drawing a lot of Blaseball fanart and that’s primarily what you’ll find on this blog. Currently I am in love with the game Great God Grove and the character of Capochin and SPOILER so there’s lots of them here now. Please block #great god grove spoilers because this is NAWT a spoiler free zone.

This is the best place to find my art since tumblr has an actual archive system and also because I will sometimes update old art with small fixes on here. I also occasionally go back through my blog and delete old text posts so that it's easier to scroll through this blog and just see my art.

I also occasionally open commissions as I am disabled and currently unable to work a regular job. Commissions are currently open! If you like my work and want to help me pay bills you can donate to me on kofi.

Info:

1) Please don’t DM me if we aren’t already close! However feel free to send me asks if you wanna ask me about my art or related headcannons.

2) Please remember that I am like, an actual human who draws for fun, and not a content machine. Sometimes I might not post for a bit if I’m not in the mood to draw or am creatively blocked! 

If you have characters you’d like to see in my style feel free to send an ask requesting them- just don’t demand that I draw them and remember that I don’t always fulfil requests for a variety of reasons. If you want art from me your best bet is to ask about commissions (currently open!).

I try to properly tag for CW’s and add image IDs but I have an awful memory and limited spoons so I may not always get things posted correctly! Feel free to let me know if something needs an extra cw or I missed something. I also always do my best to do my research and be respectful of others in my art but if I mess up please let me know! I am constantly learning and want to do my best to make sure this is a space where marginalized people feel comfortable.

3) You can easily block all my Blaseball shipping by blocking the terms “tillsend”, “tilljay”, “jaysend” and “tillmikejay” if you find it annoying or cringe. For GGG please block "inspekchin" if you don't want to see art or discussions of them.

4) If you make shipping content of minors with adults or n/sfw featuring minors I do not want you here. Block me and go away.

Thanks for stopping by and looking at my art! Have a nice day!