#Embedded AI Demand

[omshinde5145]

Embedded AI Market | Future Growth Aspect Analysis to 2030

The Embedded AI Market was valued at USD 8.9 billion in 2023 and will surpass USD 21.5 billion by 2030; growing at a CAGR of 13.5 % during 2024 - 2030.Embedded AI refers to the integration of artificial intelligence algorithms and processing capabilities directly into hardware devices. Unlike traditional AI, which often requires connection to powerful cloud computing systems, embedded AI operates locally on edge devices such as sensors, microcontrollers, or other hardware components. This enables real-time decision-making and data analysis with reduced latency and power consumption.

This convergence of AI and embedded systems is unlocking new possibilities for smarter, autonomous, and responsive devices that can analyze and act upon data instantly without needing to send it to remote servers for processing.

Market Growth and Key Drivers

The global embedded AI market is expanding rapidly, driven by several key factors:

Advancements in Edge Computing

The proliferation of edge computing has played a pivotal role in the growth of embedded AI. Edge devices with built-in AI capabilities are able to process data locally, reducing the need for constant communication with cloud servers. This is particularly crucial for applications requiring immediate decision-making, such as autonomous vehicles, drones, and industrial automation.

Increased Demand for IoT Devices

The Internet of Things (IoT) is a major contributor to the growth of embedded AI. IoT devices are embedded in everyday objects like smart home appliances, wearable devices, and industrial equipment, gathering data in real time. By integrating AI, these devices can offer predictive maintenance, enhanced user experiences, and optimized operational efficiency.

Read More about Sample Report: https://intentmarketresearch.com/request-sample/embedded-ai-market-3623.html

Enhanced AI Algorithms

AI algorithms have become more efficient and powerful, enabling them to operate in low-power, resource-constrained environments like embedded systems. With advancements in AI frameworks, such as TensorFlow Lite and PyTorch Mobile, the ability to deploy AI models on edge devices is now more accessible than ever.

Industry 4.0 and Smart Manufacturing

Industry 4.0 emphasizes automation, smart factories, and connected machinery. Embedded AI plays a critical role in optimizing processes in manufacturing, such as predictive maintenance, quality control, and energy management. Machines equipped with AI can autonomously monitor their own performance, identify inefficiencies, and make adjustments in real time.

Rise of Autonomous Systems

The push toward autonomous systems, especially in the automotive industry, is driving embedded AI adoption. Self-driving cars, drones, and robots rely on embedded AI to process vast amounts of sensor data, make real-time decisions, and navigate complex environments without human intervention.

Key Sectors Driving Embedded AI Adoption

Automotive Industry

The automotive industry is at the forefront of embedded AI adoption. AI-driven features like autonomous driving, advanced driver-assistance systems (ADAS), and predictive maintenance are all powered by embedded AI systems. These technologies enable cars to analyze real-time road conditions, detect potential hazards, and make instant decisions, enhancing safety and efficiency.

Healthcare

In healthcare, embedded AI is transforming medical devices and diagnostic tools. AI-powered wearables can monitor patients' vital signs in real time, providing healthcare professionals with actionable insights for early diagnosis and personalized treatment plans. Moreover, embedded AI systems in medical imaging devices can assist in detecting diseases like cancer with higher accuracy.

Consumer Electronics

From smart speakers to home security systems, embedded AI is driving innovation in the consumer electronics space. Devices are becoming more intuitive, offering personalized experiences through voice recognition, gesture control, and facial recognition technologies. These AI-driven enhancements have revolutionized how consumers interact with their devices.

Industrial Automation

Embedded AI in industrial automation is enabling smarter, more efficient factories. AI-powered sensors and controllers can optimize production processes, predict equipment failures, and reduce downtime. As industries move toward fully autonomous operations, embedded AI will play an integral role in managing complex industrial systems.

Challenges in the Embedded AI Market

Despite its rapid growth, the embedded AI market faces several challenges. Developing AI algorithms that can operate efficiently in resource-constrained environments is complex. Power consumption, heat generation, and the limited processing capabilities of embedded devices must all be carefully managed. Moreover, there are concerns around data privacy and security, particularly in industries handling sensitive information, such as healthcare and finance.

Another challenge is the lack of standardization across embedded AI platforms, which can hinder widespread adoption. To address this, industry stakeholders are collaborating on developing open standards and frameworks to streamline AI deployment in embedded systems.

Ask for Customization Report: https://intentmarketresearch.com/ask-for-customization/embedded-ai-market-3623.html

The Future of Embedded AI

The future of embedded AI looks promising, with continued advancements in hardware, AI algorithms, and edge computing technologies. As AI capabilities become more efficient and affordable, their integration into everyday devices will become increasingly ubiquitous. In the coming years, we can expect to see even greater adoption of embedded AI in smart cities, autonomous transportation systems, and advanced robotics.

Moreover, the convergence of 5G technology with embedded AI will further accelerate innovation. With faster, more reliable connectivity, edge devices equipped with AI will be able to process and transmit data more efficiently, unlocking new use cases across various industries.

Conclusion

The embedded AI market is revolutionizing industries by enabling devices to think, analyze, and act autonomously. As the demand for smarter, more responsive technology grows, embedded AI will continue to transform sectors such as automotive, healthcare, industrial automation, and consumer electronics. With its ability to provide real-time insights and decision-making at the edge, embedded AI is set to play a central role in the next wave of technological innovation.

[bogkeep]

thoughts about the "it's ableist to demand people to create art without ai" argument

thankfully not an argument that shows up on my dash unless someone is dunking on it (though i prefer not to be exposed to it at all but what can you do), but i Do think it can be worth biting into the question of: Does True Art Require Effort?

like, if we just ignore the exploitative nature of generative AI for a moment, and the fact that it creates dogshit results and is probably not going to get much "better" than this.

the thing i tend to harp on is that i don't find it particularly meaningful to discuss back and forth whether or not ai generated pictures counts as Real Art or not, because we do not have a meaningful consensus on how to define art in a way that includes everything we personally think is art and excludes everything we don't think is art. it's an interesting discussion! but it's a distraction from, well, The Exploitation. i personally think ai generated pictures can be art - it just tends to be Bad Art. it's uninspired, boring, and makes a mockery of the craft - but that's something you can say about many artworks that's been crafted by real human hands, as well.

so technically i have already answered the question, but it's not what i wanted to talk about. what i wanted to look at was the relationship between Art and Effort, or as some may put it, Suffering. because there is a point where i agree- i don't think there's a necessary Effort Threshold something needs to pass to be considered Art. i don't think one has to suffer to create. and it is true that for some people, the act creation requires far more effort or sacrifice than it requires of others, be it because of disability, time restraints, a lack of resources... we have different situations! this is real! i myself have struggled with tendonitis, severely limiting my ability to draw, and it's not something you can just keep drawing your way through the pain for, lest you fuck it up even worse.

the first question is this: is Creation a human right? well, self actualization IS on the maslow's pyramid of needs, on the tippy top. i have no idea if the pyramid theory is considered Super Legit or not, but it makes sense to me. i think humans DO have a creative need that we express in a myriad of forms - not just writing and drawing! i think our brains yearn to Make Thing for the sake of Making Thing. i think it is very very sad that techbros are dabbling in the act of creation by writing prompts to feed ai generators, and i pity them for not having discovered a more fulfilling way to feed that impulse. i do actually think all humans should have time and tools for creative expressions, but that's an extremely broad sentence for me to say.

(a more adjacent topic is that art as a Product is more of a luxury than a Human Need, like it's not food or shelter. but also art is so deeply embedded in human civilization, and i do think it's a shame how often people consider it superfluous or even hedonistic. *i* think it's important to feed the soul with beauty and stories and expression, but i have no authority to make such a claim for all humankind.)

here is the thing. we have made many tools that have made creating art easier. we live in an age of photography and audio recording and digital art programs. the last one especially can give us a MYRIAD of shortcuts when it comes to creating visual art! nobody would consider it "cheating" to use the paint bucket tool instead of painstakingly filling in every area with a brush tool. we have increasingly more access to 3d models and various assets. *is* there a point where we draw a line in the sand and say, "you're not spending enough time to make this, therefore it is void"? i, personally, wouldn't. i wouldn't know where to draw that line. i have been reading webcomics for a long time, and i have seen how webtoon as a platform has slowly gentrified the medium and is forcing creators to create pages at an unsustainable, breakneck speed - it's no wonder artists are plopping 3D assets directly into their art to even make that schedule viable.

like, ultimately, generative ai doesn't make anything new we have never seen before - we've had photo manipulation for as long as photography has existed, what we consider "slop" has been churned out by greedy corporations for as long as it's been a way to make money - it just makes it much faster, and, crucially, without intention or creative input.

like, i think that's the big thing. whether or not Art can be created without Intent is a whole another discussion, actually. there was an article about someone leaving their glasses on the floor at a gallery, and people started treating it as part of the exhibition. your cat can take a random, unintended photo and you can call it art. once again, a very big and interesting discussion to have! but i think the throughline is that even if human intent was not involved in creating the art, human intent placed it in a context to make it art. art is a social construct! but! i do think intent can be the line between Good art and Bad art. unfortunately, this is another extremely complex discussion to have, because can we objectively call any art Good or Bad? what does Good or Bad even *mean*! do we even have time to delve into that!!

but what we can say for absolutely 100% certain is that generative ai has no intent, no purpose, no thoughts. it is an algorithm, it does not have the ability to think or mean anything of its own. if it has a bias, it's because the people who programmed it have a bias, or because there is an implicit bias in the content fed to it. now, i don't want to go down the path of talking about how Real Art has a ~*Soul*~ or always has some kind of deep meaning. i don't think the millions of Cool Anime Eyes sketched in math notebooks have a deeper meaning. we create art for lots and lots of purposes - for fun, for practice, to make money, to tell our most vulnerable of truths in the only way we know how, and so on. it can be hard to tell how much of what we create is imbued with ~*intent*~, or even how much we are aware of it - i don't know if a 12 year old trying to draw the coolest edgiest sword wielding OC is thinking too hard about like, the contextual implications of design tropes... but they're making an effort to make their OC look ras as hell with the knowledge and tools at their tiny hand. when they are 24 they may look back at what they drew and redraw it with all the experience they have gained since!!

an AI can't replace a human doing creative work professionally because the skills and knowledge they are using is far more than just "picture look pretty" or "this text vaguely sounds like it was written by a human and isn't that super impressive". at best, or worst really, it replaces extremely overworked and over-exploited professionals who are not given time, resources and compensation to do their job *well*, such as ghost writers forced to write slop.

creation is more than the effort it takes to make it. it is *knowing* how to shape your clay, your words, your lines, to make them into what you want them to be and what you want them to do. it is knowing how (and when) to rewrite your draft, to pick out the best sketch, to make coherent thumbnails, tighten up the narrative, to evoke a mood, to play on themes. it is to build your skill with everything you make.

generative AI is a randomizer button. the one thing i feel fairly certain about is that it's very difficult to say *you* created something if all you did was write a prompt and a machine spat out a product at you. like that one seems fairly cut and dry to me. another thing i've seen a lot is people claiming to use genAI as a starting point, and then editing the thing to make it what you want it to be - and i can see the merit in that, sure! though i also think that the amount of editing and tweaking you need to do to make the thing workable is so substantial and grueling that you may as well make your thing from scratch, and now we've just looped back around to the Demanding Effort Is Ableism problem again.

using generative AI is giving up your autonomy in the process of creation. there are ways to spin art out of that (gestures at marina abramovíc's famous performance art where she just let the audience do whatever they wanted to her while she remained unresponsive) - but for the question of Creating Art As A Human Right And Need: why would you want to? what creative fulfilment do you get out of relinquishing all creative control? you're not... you're not *making* anything. maybe you came up with an idea - great start! - and then threw it out the window in the hopes that the wind would pick it up and take it somewhere exciting. god, even that sounds more like an artistic project than using generative AI. literally any metaphor i could make about this sounds more artistic and interesting than what generative AI is doing these days. i miss the time when AI generated pictures were incomprehensible and strange. i miss secret horses. i miss the time where i naively hoped computers dreaming up images would be like, artistically interesting.

most importantly, as many, many other people have said: disabled people are *already* making art. when my tendonitis was bad, i drastically reduced my drawing time and switched to only using tools that were gentle on my hands, and planned my drawings and drawing time accordingly. i think of my disabled writer friends using speech-to-text software. i think of sir terry pratchett, diagnosed with alzheimers, creating his last books by dictating to his assistant and making audio notes for himself. i'm thinking of the many, many creatives who have collaborated to create amazing things together. i'm not going to come out here and say that ~*Anything Is Possible If You Only Put Your Mind To It*~ or some other platitude that disregards your disability, i don't know you, maybe you will never have the ability or resources to work on the One beautiful creative project that lives in your heart. but i am nearly completely certain that generative AI is not your only option.

[gravity-between-us]

Gravity Between Us

Chapter 2: Tidal Forces

Summary: Caleb and I have known each other for as long as I can remember. We were once childhood friends, our bond as natural as the stars in the sky. But now, everything has changed. What used to feel like a safe, familiar orbit between us now pulses with unspoken desire.

Our friendship is no longer enough to keep the tension at bay, and the distance between us feels unbearable. Secrets, lies, and unhealed wounds stand in our way. I don’t know if we can survive this new gravity pulling us together... but I can’t keep pretending I don’t want to try.

Pairing: Female! MC x Caleb

Spoilers: Spoilers for Caleb's Myth's as well as memories. Read at your own risk for these. Lore spoilers.

WARNINGS:

Unlikely to be completely canon. The other love interests will not be likely to appear in this fic.

MC is named. MC is socially awkward. MC can be depressed at times.

Very? Slow Burn.

Very explicit smut (Chapter 12 onward): PiV/oral (male and female receiving)/anal sex. Fingering. First time. Pet names (angel, babe, baby, pip-squeak). Kinks: Praise, breeding, creampie, light dom/sub. Rough. Some consensual degradation talk (MC is into it). Probably many, many more that I am forgetting to name. If you see one that should be listed that isn't, feel free to let me know. (MC is a repressed deviant, and so is Caleb.)

Awkward blend of darker moments, angst, fluff, and humour.

Drinking. Questionable life decisions. MC spirals.

Protective Caleb. Both MC and Caleb are a little obsessive and overly protective of each other, which could be considered an unhealthy relationship.

We will revisit memory scenes, but they will be different from the memories in-game.

As proofread as I can get it, but not beta read, so probably some mistakes.

Limited plot - most focus is just on their relationship and interactions.

More warnings could be applied, but as a general rule of thumb, please read at your own risk and do not continue if you find the content triggering.

The store Caleb takes me to is nothing short of outrageous. It boasts an overwhelming array of high-end furniture, each piece embedded with entirely unnecessary tech. 

Do couches really need built-in speakers? Cup holders that can heat and cool drinks on demand? Recliners that give you a full-body massage while simulating the sound of a crackling fireplace? I wouldn’t be surprised if one of these beds came with an AI that whispered affirmations while you slept.

I try not to look at the price tags. I really do. But the few glimpses I accidentally catch nearly send me into cardiac arrest. Who in their right mind pays this much for a coffee table? Is it made of enchanted wood? Will it levitate and brew coffee for me in the morning?

Still, despite my incredulous muttering, the second I so much as glance at an item with a hint of interest, Caleb is on it. He either picks it up or scans it into his virtual cart with the efficiency of someone who doesn’t care about financial consequences.

“Caleb,” I hiss as he casually adds an absurdly expensive throw blanket to the list. “You don’t have to—”

“You like it,” he says simply, as if that settles everything.

“That’s not a reason to buy it!”

He gives me a pointed look. “In my book, it is.”

I stare at him, then at the virtual cart, then back at him. “You know this is insane, right?”

“Of course,” he grins. “But at least you’ll be comfy while sufferin’ through it.”

“Caleb, seriously. This is too much!” I protest, but he tilts his head, as if I’m speaking a language he’s never heard before. “Some of this stuff costs more than my entire yearly salary!”

“Well,” he muses, lips twitching, “you could always join the Fleet as my permanent adjutant. I’d make sure you’re well compensated—great benefits, too. And you’d have the world’s coolest boss.”

I bump my shoulder against his, and though he tries to bite back a grin, laughter slips through anyway. It’s effortless—this rhythm between us—jokes, banter, a dance we’ve long since mastered. Just like that, my earlier hesitation melts away, dissolving like mist in the morning sun.

As we weave through the aisles, a massive apple plushie perched high on a shelf catches my eye.

“I want that,” I announce, pointing.

Caleb follows my line of sight, then snorts. “Really? Where are you even going to put that thing?”

“In my bed,” I reply, as if the answer is obvious. “Where else?”

He hums, rubbing his chin in exaggerated thought. “Ah, I see. Trying to replace me with the plushie.”

For a fleeting second, his expression cracks, but it’s gone before I can name it, replaced by his usual teasing smirk.

“It’s way up there,” he mentions. “How do you plan on getting it down?”

“I’ll go get a—”

Before I can finish, gravity bends around me, and I rise effortlessly into the air. Caleb’s Evol.

“Trust me, pip-squeak?”

“With my life.”

The ascent is smooth and steady. I remember when he was still learning, when his control would slip and send me rocketing into the sky. I used to beg him to launch me straight into space—just to see if he could.

I reach for the plushie, securing it in my arms, and flash him a triumphant thumbs-up. Seconds later, my feet meet solid ground once more. Caleb takes the apple from me, inspecting it with pursed lips, clearly unimpressed by my choice.

“Come on. Let’s pay for this,” he sighs. “If I don’t get food in you soon, I’ll be dealing with a grump.”

“You!” I gasp, swatting his chest in mock outrage. “I do not get grumpy when I’m hungry!”

He levels me with a knowing look. “Remember that time at the amusement park when you sat down in the middle of the walkway and refused to move because the restaurant was ‘too far away’?”

“Nope,” I chirp, shaking my head, smile as innocent as I can manage. “Pretty sure you’re making that up.”

“I wish I was. I had to carry you all the way there while you pouted.”

I roll my eyes but concede with a dramatic sigh. “Fine. But can we eat at home? I think I’m all ‘people’d out’ for the day.”

“Sure thing.” Caleb nods, digging through his pockets for the car keys. “I’ll pay for this stuff and meet you outside.”

I hesitate, uneasy about leaving him with the bill. But, luckily, I have a secret weapon.

When Caleb was declared dead, his accounts were transferred to me—next of kin. I never touched them, but I’m almost certain I still have access. I make a mental note to quietly transfer some funds back.

I remember how, for months after his funeral, I kept paying his cellphone bill. On the loneliest nights, I would call—just to hear his voice when the voicemail picked up. Sometimes I’d do it over and over, as if pressing redial could summon him back.

Now, I wonder… did he have his phone all along?

Did he listen to the messages where I wept, where I whispered how much I missed him? Did he hear the ones where I told him I loved him and I was lost without him?

And still, he never reached out.

A part of me can’t let go of that. A quiet, aching resentment curls in my chest—he could have sent me a sign. When we were kids, we spoke in codes, messages woven into the mundane, undetectable to anyone but us. 

It started as a game—to hide our plans from Gran when we snuck chocolates instead of fruit from the store—but over time, it became our own secret language.

Could he not have used that?

I don’t know. Maybe it’s better that way.

But the bitterness lingers, a quiet ghost pressing against the edges of my thoughts, whispering of things I cannot change.

The rain had been relentless that day. A cold, unyielding downpour that seeped into my skin, soaked through my black dress, and weighed heavy in my hair. I remember how the world blurred—water streaking down my face, mixing with the tears I couldn’t stop.

Caleb’s funeral had been full of people, but I only remember fragments. The gleaming rows of dress uniforms, white gloves curled into fists, polished boots sinking into the mud. His squadmates stood like statues, their grief hidden behind rigid salutes and solemn faces. The flag draped over his casket was crisp, untouched by the rain, as if it existed in a different reality—one where he was still alive. One where I wasn’t standing there, drowning in loss.

I couldn’t stop staring at the casket. At the smooth, dark wood that felt so impersonal, so unlike him. Caleb had been all warmth and laughter, a constant force in my life. Then, he was just… gone.

My hands curled around the small object I’d been holding all day—a tiny metal toy plane. His favourite, the one he used to fly across the room as a kid, making dramatic explosion sounds as he crashed it onto my bed. He’d left it behind when he went to the academy, and I’d kept it ever since, tucked away like a piece of him I could hold onto.

My fingers trembled as I placed it gently against the gravestone, the silver wings catching the dim light before the rain dulled their shine.

“You were supposed to take me with you,” I whispered, my voice hoarse. “You promised, remember?”

The words felt small, swallowed by the storm. I clenched my teeth, hating how fragile they sounded. Hating him, just a little, for leaving me behind. I stayed long after the funeral ended, long after the others had left and the mud swallowed their footprints. My body ached from the cold, but I couldn’t leave him.

“I hate you for this,” I murmured, pressing my fingers against the stone. “For making me go on without you.”

The wind howled in response, tugging at my dress, but I didn’t move. Not until I had nothing left to say. Not until my fingers were numb and my chest felt hollow. Only then did I turn away.

The slam of a car door jolts me back. I blink, my vision still blurred, though I’m not sure if it’s from the memory or the tears I’d failed to hold back. With a quiet breath, I swipe at my face before Caleb can see, forcing a smile as he slides into the driver’s seat, entirely unaware of the storm still raging inside me.

"Alright," he says, stretching with a satisfied sigh. "Let’s get out of here before I bankrupt myself buying you plushies."

His voice is light and teasing, a stark contrast to the weight pressing against my ribs. But that’s how it’s always been, hasn’t it? Caleb, the sun. Me, the storm.

I nod, tucking my emotions away. "Yeah. Let’s go."

Evening unfurls over Skyhaven in slow, gilded waves, like ink spilling across a golden page. The sun sinks toward the horizon, its last defiant rays piercing the heavens, setting the sky ablaze in smouldering hues of copper, crimson, and molten saffron. The clouds cradle the light in their billowing arms, their edges kissed by fire, their centers fading into soft, dusky violet.

From Caleb’s house, perched high above the world, the sky feels boundless, a shifting sea of colour and light. Wisps of cloud curl around the balcony like phantom tendrils, stirring lazily with the wind, their delicate forms dissolving and reforming with each breath of the heavens. They drift apart, as if intoxicated by the sunset’s beauty, slipping like fleeting dreams from memory.

As the last of the sun’s radiance retreats below the horizon, twilight rolls in like a whisper. Stars begin to blink awake—hesitant at first, like shy performers stepping onto a grand stage—before scattering themselves boldly across the sky. A deep, endless blue spreads overhead, a celestial canvas dusted with pearl-like stars.

The air shifts, losing the warmth of day, as the wind carries the crisp scent of rain yet to fall, mingling with the distant, charged hum of the city below. Skyhaven finds itself suspended in a world between, where the ground is a distant memory and the stars feel close enough to touch.

I reach up into the abyssal depths, as if I might be able to hold the starlight in my palm. My heart cracks open in the cold, where nobody will hear it cry. My Evol shines, gilded against the bruised hues of the sky. I know I can’t resonate with the stars, but that’s never stopped me from trying. Their beauty is haunting, ethereal in its eminence. Sometimes I wonder: if I can’t have my freedom, why can they?

“Whatcha doing?” Caleb’s voice cuts through my thoughts, and my Evol flares bright, like a star collapsing in on itself for a split second before I pull it back.

“Nothing,” I reply, my hand quickly shrinking back to my chest.

“You used to do that as a kid, you know.” Caleb’s tone is casual, but he doesn’t miss a beat, ignoring my half-hearted attempt to hide my thoughts. “When it wouldn’t work, you’d beg me to lift you closer to the sky.”

“Well,” I shrug nonchalantly, shaking my head with a playful grin, “I still can’t resonate with the stars, but I have a feeling you might be able to launch me into orbit at this point.”

Caleb’s gaze lingers on the sky with an unfamiliar weight, a strange despondency I rarely see from him. He stares into the vastness, as if searching for something, his fingers absentmindedly cradling his chin.

“I might be able to,” he muses, his voice trailing off.

The wind tousles his hair, and the scent of rain stirs in the air as he stays lost in thought, eyes fixed on the heavens.

I nudge his side lightly. “If you’re seriously considering launching me into orbit, I should at least get a helmet first. It’s only fair.”

His lips twitch with amusement as he turns to me. “Oh, please. Like a little thing like space would stop you. You’d probably just show up back here, annoyed the moon wasn’t as impressive up close.”

“I would be mad,” I admit with a dramatic sigh. “I bet it’s just a bunch of boring rocks.”

“Exactly, and then I’d have to listen to you complain about it for days.”

“You love listening to me complain,” I counter, grinning wide.

“Hm. ‘Love’ is a strong word,” he teases, feigning deep thought before shaking his head. “I’d say ‘tolerate.’”

I place a hand over my heart, feigning a deep wound. “Wow. Here I was, ready to let you be my first pick when I take dominion over the stars. Guess I’ll have to go with someone who actually appreciates me instead.”

Caleb snorts, his earlier melancholy melting away into laughter. “Yeah, yeah. You do that. In the meantime, dinner’s ready. Unless you want to continue your existential crisis out here?”

“As tempting as that sounds, I guess I’ll come eat.”

“Generous of you,” he retorts playfully, turning on his heel to head inside. “Try not to overthrow the celestial order before dessert.”

“No promises.”

I follow him into the warmth of the house, leaving the stars to their untouchable freedom. Caleb moves easily in the kitchen, his back to me as he plates up dinner. I’ve always known he’s a good cook—it’s one of those facts about him I never really thought much about before.

Just like I never really thought about the way his sleeves are rolled up to his forearms, revealing strong hands and those unfairly attractive forearms. 

Since when have forearms been attractive?

I linger in the doorway, watching him longer than necessary before forcing myself to move forward. “So, what’s on the menu? Something extravagant? Or just your usual ‘Caleb masterpiece’?”

He glances over his shoulder, smirking. “First of all, all of my meals are masterpieces.”

I scoff, trying to sound unaffected. “Debatable.”

“Second of all,” he continues, turning back to the plates, “braised short ribs, garlic mashed potatoes, and a side of vegetables. You know, because I care about your well-being.”

I blink, momentarily lost for words. “Oh.” My brain shorts out. “That’s… uh, very adult of you.”

Caleb pauses, looking over at me with an amused expression. “Very adult of me?” He raises an eyebrow, clearly amused by my reaction.

I clear my throat and cross my arms. “You know, like... responsible. Grown-up. With... food. That you made. Yourself.”

Why am I like this?

His smirk deepens as he leans against the counter, arms crossed. “Right. Because I’m secretly a ten-year-old surviving on cereal and questionable vending machine snacks.”

“Well, I was under the impression you’d never really grown up.”

His eyes glint with mischief. “Oh? And here I thought you liked that about me.”

I open my mouth, then immediately close it. Something about the way he’s looking at me right now—casual, teasing, infuriatingly attractive—turns my brain to static. I busy myself inspecting the table, as if it’s suddenly the most fascinating thing in the world.

“I guess it has its... occasional merits.”

“Uh-huh.” Caleb watches me a minute longer before tilting his head. “Okay, what’s going on with you?”

My heart stumbles. “What?”

“You’re acting weird, Inara.”

“No, I’m not.”

“Yes, you are.”

I scoff. “I am perfectly normal.”

“Mm.” He hums, unconvinced. With exaggerated thoughtfulness, he taps his chin. “Wait a second. Don’t tell me—” His eyes widen, full of mock horror. “Did you hit your head outside? Inhale too much cloud air? Are you possessed?”

I groan. “You are so dramatic.”

“Says the person who just described my cooking as ‘very adult.’”

Heat prickles my cheeks. “Shut up.”

Caleb chuckles, shaking his head as he sets the plates on the table. “Alright, alright. I’ll let you off the hook—for now.” He pulls out a chair with an exaggerated flourish. “Come on, sit. Before your ‘perfectly normal’ self forgets how to function entirely.”

“So,” Caleb says, digging into his food with zero hesitation, “Are you gonna keep making that face all night, or is this just your new thing?”

I nearly drop my fork. “What face?”

“The one where you look like you just realized the sun’s a star.”

I clutch my fork tighter, debating whether stabbing him with it would be too aggressive. “I do not look like that.”

He grins around a mouthful of food. “Mmm. Sure.”

I shove a bite into my mouth just to give myself a reason not to respond. Of course, because the universe is cruel, the food is amazing. Warm, perfectly seasoned, with just the right balance of heat and flavour. It’s almost offensive how good it is.

“Ugh,” I groan, because I have zero self-control. “Why are you good at everything?”

Caleb tilts his head, smug as anything. “Oh? You finally admit it?”

I glare at him, cheeks burning. “I take it back.”

“Nah, too late.” He leans back in his chair, arms crossed, looking downright pleased with himself. “Can’t unsay the truth, pip-squeak.”

I scowl, stabbing at my food with a little more force than necessary. Caleb just laughs, shaking his head before turning his attention to the window. Outside, the stars have fully emerged, scattered like shards of shattered light across the sky.

For a moment, I let myself watch him—the way his expression softens, the way the quiet settles over him like a familiar friend. There’s an ease to it—to him—that makes my heart do that stupid, traitorous thing where it clenches and stumbles in my chest.

I turn back to my food before I do anything reckless, like keep staring.

“So,” Caleb says after a beat, flicking his gaze back to me. “Are you gonna tell me what’s up, or do I have to start guessing? Because I gotta say, watchin’ you malfunction like this is kind of entertaining.”

I choke. “I am not malfunctioning.”

“Uh-huh.” He taps his fingers against the table, watching me like I’m a puzzle he’s dying to solve. “So if I were to say... pick you up and spin you around like I used to, you wouldn’t turn into a human-shaped emergency alert system?”

I gape at him. “You wouldn’t.”

His grin widens, devious as anything. “Wouldn’t I?”

I shove the rest of my food into my mouth as fast as possible, which just makes him laugh harder.

Maybe if I eat fast enough, I can escape. I bolt the second my plate is empty, but I barely make it two steps before I hear Caleb shift. Then—predictably—he moves.

“Caleb, no—”

“Caleb, yes.”

I bolt.

The problem is, Caleb is fast. Not just fast—predictably fast, which means I don’t even have to look to know he’s already on my heels. I make it three steps past the kitchen, heart hammering, when I feel his presence behind me, closing in like some relentless, overpowered force of nature.

“No, no, no—”

“Yes, yes, yes—”

I dodge left. Caleb lunges. I twist away at the last second, nearly colliding with the couch as I scramble to change direction.

He’s laughing now—actually laughing, like this is the most fun he’s had in weeks. “You do know running just makes this worse for you, right?”

“You would say that,” I huff, kicking off the floor to gain momentum.

It doesn’t matter. One second I’m sprinting; the next I’m caught. Caleb grabs me around the waist with ridiculous ease, lifting me clear off the ground as I shriek.

“No! Caleb, put me down—”

“You know the rules, pip-squeak,” he says, voice full of mirth. “If you run, you get spun.”

I barely have time to react before the whole world tilts—arms flailing, breath hitching as he spins me in a wild, dizzying circle. The motion sends my stomach flipping, my pulse thundering, my everything completely out of control.

"CAL—" My words dissolve into helpless laughter, any protest lost to the sheer absurdity of it all.

The spinning slows, and the grip around my waist shifts—less playful, more steady. I feel it before I even process it: how my body presses against his, how my laughter fades into something quieter, more complicated.

When he finally stops, I realize just how close we are.

In the chaos, my hands have found his shoulders, fingers curled into his shirt without me even noticing. His arms are still around me, firm and warm, anchoring me in place.

Stars above—he’s right there.

I can see the way his expression shifts. The laughter is still in his eyes, but it’s softer now, tempered. His breathing isn’t steady. Neither is mine.

The space between us is nonexistent. I should say something. I should move.

Instead, I keep staring at the way the light catches in his hair, at the sharp angles of his jaw, at the curve of his lips, and at the way he’s looking at me. 

Not like a best friend or a childhood memory, but like something else.

"See?" His voice is quieter now, a little rough around the edges. "Didn’t even scream that much this time."

I blink, throat dry. "I definitely screamed."

He grins, slower this time, as if he’s letting the smile stretch across his face at his own pace. "Mmm. You sure?"

"Obviously."

He hums, tilting his head slightly, his eyes dipping just for a second. I swear I feel it—the weight of it, lingering too long. My stomach flips for an entirely different reason.

I push lightly against his chest. "Okay. Now put me down."

He doesn’t move immediately. Not like he’s ignoring me, but like he heard me and still chose to hold me longer than necessary. Finally, he sets me back on my feet, his hands lingering a fraction longer than needed.

The moment breaks. I exhale, stepping back, willing the heat in my face to fade. Caleb watches me, an emotion I can’t quite decipher swirling in his eyes—violet and pink, like a nebula suspended in the quiet of space. He exhales too, raking a hand through his hair.

Then, like nothing happened at all, he smirks. “So… Malfunctioning confirmed, huh?"

I groan, shoving past him toward the sink. "I hate you."

He laughs, following me like nothing's changed. Like he wasn’t just holding me like that. Like I wasn’t just wondering what it would feel like if he—

No. Not finishing that thought.

I grip the edge of the sink, inhale sharply, and pretend my face isn’t on fire.

This is fine.

Everything is fine.

Chapter Masterlist Thank you for taking the time to read! I started this for fun, and decided it might be something silly others may possibly enjoy with me.

If you do, leave a comment, or don't, or you know, do whatever you're comfortable with! Take care everyone!

[canmom]

how much power does tech really use, compared to other shit?

my dash has been full of arguing about AI power consumption recently. so I decided to investigate a bit.

it's true, as the Ars Technica article argues, that AI is still only one fairly small part of the overall tech sector power consumption, potentially comparable to things like PC gaming. what's notable is how quickly it's grown in just a few years, and this is likely to be a limit to how much more it can scale.

I think it is reasonable to say that adding generative AI at large scale to systems that did not previously have generative AI (phones, Windows operating system etc.) will increase the energy cost. it's hard to estimate by how much. however, the bulk of AI energy use is in training, not querying. in some cases 'AI' might lead to less energy use, e.g. using an AI denoiser will reduce the energy needed to render an animated film.

the real problem being exposed is that most of us don't really have any intuition for how much energy is used for what. you can draw comparisons all sorts of ways. compare it to the total energy consumption of humanity and it may sound fairly niche; compare it to the energy used by a small country (I've seen Ireland as one example, which used about 170TWh in 2022) and it can sound huge.

but if we want to reduce the overall energy demand of our species (to slow our CO2 emissions in the short term, and accomodate the limitations of renewables in a hypothetical future), we should look at the full stack. how does AI, crypto and tech compare to other uses of energy?

here's how physicist David McKay broke down energy use per person in the UK way back in 2008 in Sustainable Energy Without The Hot Air, and his estimate of a viable renewable mix for the UK.

('Stuff' represents the embedded energy of manufactured goods not covered by the other boxes. 'Gadgets' represents the energy used by electronic devices including passive consumption by devices left on standby, and datacentres supporting them - I believe the embodied energy cost of building them falls under 'stuff' instead.)

today those numbers would probably look different - populations change, tech evolves, etc. etc., and this notably predates the massive rise in network infrastructure and computing tech that the Ars article describes. I'm sure someone's come up with a more up-to-date SEWTHA-style estimate of how energy consumption breaks down since then, but I don't have it to hand.

that said, the relative sizes of the blocks won't have changed that much. we still eat, heat our homes and fly about as much as ever; electric cars have become more popular but the fleet is still mostly petrol-powered. nothing has fundamentally changed in terms of the efficiency of most of this stuff. depending where you live, things might look a bit different - less energy on heating/cooling or more on cars for example.

how big a block would AI and crypto make on a chart like this?

per the IEA, crypto used 100-150TWh of electricity worldwide in 2022. in McKay's preferred unit of kWh/day/person, that would come to a worldwide average of just 0.04kWh/day/person. that is of course imagining that all eight billion of us use crypto, which is not true. if you looked at the total crypto-owning population, estimated to be 560 million in 2024, that comes to about 0.6kWh/day/crypto-owning person for cryptocurrency mining [2022/2024 data]. I'm sure that applies to a lot of people who just used crypto once to buy drugs or something, so the footprint of 'heavier' crypto users would be higher.

I'm actually a little surpised by this - I thought crypto was way worse. it's still orders of magnitude more demanding than other transaction systems but I'm rather relieved to see we haven't spent that much energy on the red queen race of cryptomining.

the projected energy use of AI is a bit more vague - depending on your estimate it could be higher or lower - but it would be a similar order of magnitude (around 100TWh).

SEWTHA calculated that in 2007, data centres in the USA added up to 0.4kWh/day/person. the ars article shows worldwide total data centre energy use increasing by a factor of about 7 since then; the world population has increased from just under 7 billion to nearly 8 billion. so the amount per person is probably about a sixfold increase to around 2.4kWh/day/person for data centres in the USA [extrapolated estimate based on 2007 data] - for Americans, anyway.

however, this is complicated because the proportion of people using network infrastructure worldwide has probably grown a lot since 2007, so a lot of that data centre expansion might be taking place outside the States.

as an alternative calculation, the IEA reports that in 2022, data centres accounted for 240-340 TWh, and transmitting data across the network, 260-360 TWh; in total 500-700TWh. averaged across the whole world, that comes to just 0.2 kWh/day/person for data centres and network infrastructure worldwide [2022 data] - though it probably breaks down very unequally across countries, which might account for the huge discrepancy in our estimates here! e.g. if you live in a country with fast, reliable internet where you can easily stream 4k video, you will probably account for much higher internet traffic than someone in a country where most people connect to the internet using phones over data.

overall, however we calculate it, it's still pretty small compared to the rest of the stack. AI is growing fast but worldwide energy use is around 180,000 TWh. humans use a lot of fucking energy. of course, reducing this is a multi-front battle, so we can still definitely stand to gain in tech. it's just not the main front here.

instead, the four biggest blocks by far are transportation, heating/cooling and manufacturing. if we want to make a real dent we'd need to collectively travel by car and plane a lot less, insulate our houses better, and reduce the turnover of material objects.

[mostlysignssomeportents]

A link-clump demands a linkdump

Cometh the weekend, cometh the linkdump. My daily-ish newsletter includes a section called "Hey look at this," with three short links per day, but sometimes those links get backed up and I need to clean house. Here's the eight previous installments:

https://pluralistic.net/tag/linkdump/

The country code top level domain (ccTLD) for the Caribbean island nation of Anguilla is .ai, and that's turned into millions of dollars worth of royalties as "entrepreneurs" scramble to sprinkle some buzzword-compliant AI stuff on their businesses in the most superficial way possible:

https://arstechnica.com/information-technology/2023/08/ai-fever-turns-anguillas-ai-domain-into-a-digital-gold-mine/

All told, .ai domain royalties will account for about ten percent of the country's GDP.

It's actually kind of nice to see Anguilla finding some internet money at long last. Back in the 1990s, when I was a freelance web developer, I got hired to work on the investor website for a publicly traded internet casino based in Anguilla that was a scammy disaster in every conceivable way. The company had been conceived of by people who inherited a modestly successful chain of print-shops and decided to diversify by buying a dormant penny mining stock and relaunching it as an online casino.

But of course, online casinos were illegal nearly everywhere. Not in Anguilla – or at least, that's what the founders told us – which is why they located their servers there, despite the lack of broadband or, indeed, reliable electricity at their data-center. At a certain point, the whole thing started to whiff of a stock swindle, a pump-and-dump where they'd sell off shares in that ex-mining stock to people who knew even less about the internet than they did and skedaddle. I got out, and lost track of them, and a search for their names and business today turns up nothing so I assume that it flamed out before it could ruin any retail investors' lives.

Anguilla is a British Overseas Territory, one of those former British colonies that was drained and then given "independence" by paternalistic imperial administrators half a world away. The country's main industries are tourism and "finance" – which is to say, it's a pearl in the globe-spanning necklace of tax- and corporate-crime-havens the UK established around the world so its most vicious criminals – the hereditary aristocracy – can continue to use Britain's roads and exploit its educated workforce without paying any taxes.

This is the "finance curse," and there are tiny, struggling nations all around the world that live under it. Nick Shaxson dubbed them "Treasure Islands" in his outstanding book of the same name:

https://us.macmillan.com/books/9780230341722/treasureislands

I can't imagine that the AI bubble will last forever – anything that can't go on forever eventually stops – and when it does, those .ai domain royalties will dry up. But until then, I salute Anguilla, which has at last found the internet riches that I played a small part in bringing to it in the previous century.

The AI bubble is indeed overdue for a popping, but while the market remains gripped by irrational exuberance, there's lots of weird stuff happening around the edges. Take Inject My PDF, which embeds repeating blocks of invisible text into your resume:

https://kai-greshake.de/posts/inject-my-pdf/

The text is tuned to make resume-sorting Large Language Models identify you as the ideal candidate for the job. It'll even trick the summarizer function into spitting out text that does not appear in any human-readable form on your CV.

Embedding weird stuff into resumes is a hacker tradition. I first encountered it at the Chaos Communications Congress in 2012, when Ang Cui used it as an example in his stellar "Print Me If You Dare" talk:

https://www.youtube.com/watch?v=njVv7J2azY8

Cui figured out that one way to update the software of a printer was to embed an invisible Postscript instruction in a document that basically said, "everything after this is a firmware update." Then he came up with 100 lines of perl that he hid in documents with names like cv.pdf that would flash the printer when they ran, causing it to probe your LAN for vulnerable PCs and take them over, opening a reverse-shell to his command-and-control server in the cloud. Compromised printers would then refuse to apply future updates from their owners, but would pretend to install them and even update their version numbers to give verisimilitude to the ruse. The only way to exorcise these haunted printers was to send 'em to the landfill. Good times!

Printers are still a dumpster fire, and it's not solely about the intrinsic difficulty of computer security. After all, printer manufacturers have devoted enormous resources to hardening their products against their owners, making it progressively harder to use third-party ink. They're super perverse about it, too – they send "security updates" to your printer that update the printer's security against you – run these updates and your printer downgrades itself by refusing to use the ink you chose for it:

https://www.eff.org/deeplinks/2020/11/ink-stained-wretches-battle-soul-digital-freedom-taking-place-inside-your-printer

It's a reminder that what a monopolist thinks of as "security" isn't what you think of as security. Oftentimes, their security is antithetical to your security. That was the case with Web Environment Integrity, a plan by Google to make your phone rat you out to advertisers' servers, revealing any adblocking modifications you might have installed so that ad-serving companies could refuse to talk to you:

https://pluralistic.net/2023/08/02/self-incrimination/#wei-bai-bai

WEI is now dead, thanks to a lot of hueing and crying by people like us:

https://www.theregister.com/2023/11/02/google_abandons_web_environment_integrity/

But the dream of securing Google against its own users lives on. Youtube has embarked on an aggressive campaign of refusing to show videos to people running ad-blockers, triggering an arms-race of ad-blocker-blockers and ad-blocker-blocker-blockers:

https://www.scientificamerican.com/article/where-will-the-ad-versus-ad-blocker-arms-race-end/

The folks behind Ublock Origin are racing to keep up with Google's engineers' countermeasures, and there's a single-serving website called "Is uBlock Origin updated to the last Anti-Adblocker YouTube script?" that will give you a realtime, one-word status update:

https://drhyperion451.github.io/does-uBO-bypass-yt/

One in four web users has an ad-blocker, a stat that Doc Searls pithily summarizes as "the biggest boycott in world history":

https://doc.searls.com/2015/09/28/beyond-ad-blocking-the-biggest-boycott-in-human-history/

Zero app users have ad-blockers. That's not because ad-blocking an app is harder than ad-blocking the web – it's because reverse-engineering an app triggers liability under IP laws like Section 1201 of the Digital Millenium Copyright Act, which can put you away for 5 years for a first offense. That's what I mean when I say that "IP is anything that lets a company control its customers, critics or competitors:

https://locusmag.com/2020/09/cory-doctorow-ip/

I predicted that apps would open up all kinds of opportunities for abusive, monopolistic conduct back in 2010, and I'm experiencing a mix of sadness and smugness (I assume there's a German word for this emotion) at being so thoroughly vindicated by history:

https://memex.craphound.com/2010/04/01/why-i-wont-buy-an-ipad-and-think-you-shouldnt-either/

The more control a company can exert over its customers, the worse it will be tempted to treat them. These systems of control shift the balance of power within companies, making it harder for internal factions that defend product quality and customer interests to win against the enshittifiers:

https://pluralistic.net/2023/07/28/microincentives-and-enshittification/

The result has been a Great Enshittening, with platforms of all description shifting value from their customers and users to their shareholders, making everything palpably worse. The only bright side is that this has created the political will to do something about it, sparking a wave of bold, muscular antitrust action all over the world.

The Google antitrust case is certainly the most important corporate lawsuit of the century (so far), but Judge Amit Mehta's deference to Google's demands for secrecy has kept the case out of the headlines. I mean, Sam Bankman-Fried is a psychopathic thief, but even so, his trial does not deserve its vastly greater prominence, though, if you haven't heard yet, he's been convicted and will face decades in prison after he exhausts his appeals:

https://newsletter.mollywhite.net/p/sam-bankman-fried-guilty-on-all-charges

The secrecy around Google's trial has relaxed somewhat, and the trickle of revelations emerging from the cracks in the courthouse are fascinating. For the first time, we're able to get a concrete sense of which queries are the most lucrative for Google:

https://www.theverge.com/2023/11/1/23941766/google-antitrust-trial-search-queries-ad-money

The list comes from 2018, but it's still wild. As David Pierce writes in The Verge, the top twenty includes three iPhone-related terms, five insurance queries, and the rest are overshadowed by searches for customer service info for monopolistic services like Xfinity, Uber and Hulu.

All-in-all, we're living through a hell of a moment for piercing the corporate veil. Maybe it's the problem of maintaining secrecy within large companies, or maybe the the rampant mistreatment of even senior executives has led to more leaks and whistleblowing. Either way, we all owe a debt of gratitude to the anonymous leaker who revealed the unbelievable pettiness of former HBO president of programming Casey Bloys, who ordered his underlings to create an army of sock-puppet Twitter accounts to harass TV and movie critics who panned HBO's shows:

https://www.rollingstone.com/tv-movies/tv-movie-features/hbo-casey-bloys-secret-twitter-trolls-tv-critics-leaked-texts-lawsuit-the-idol-1234867722/

These trolling attempts were pathetic, even by the standards of thick-fingered corporate execs. Like, accusing critics who panned the shitty-ass Perry Mason reboot of disrespecting veterans because the fictional Mason's back-story had him storming the beach on D-Day.

The pushback against corporate bullying is everywhere, and of course, the vanguard is the labor movement. Did you hear that the UAW won their strike against the auto-makers, scoring raises for all workers based on the increases in the companies' CEO pay? The UAW isn't done, either! Their incredible new leader, Shawn Fain, has called for a general strike in 2028:

https://www.404media.co/uaw-calls-on-workers-to-line-up-massive-general-strike-for-2028-to-defeat-billionaire-class/

The massive victory for unionized auto-workers has thrown a spotlight on the terrible working conditions and pay for workers at Tesla, a criminal company that has no compunctions about violating labor law to prevent its workers from exercising their legal rights. Over in Sweden, union workers are teaching Tesla a lesson. After the company tried its illegal union-busting playbook on Tesla service centers, the unionized dock-workers issued an ultimatum: respect your workers or face a blockade at Sweden's ports that would block any Tesla from being unloaded into the EU's fifth largest Tesla market:

https://www.wired.com/story/tesla-sweden-strike/

Of course, the real solution to Teslas – and every other kind of car – is to redesign our cities for public transit, walking and cycling, making cars the exception for deliveries, accessibility and other necessities. Transitioning to EVs will make a big dent in the climate emergency, but it won't make our streets any safer – and they keep getting deadlier.

Last summer, my dear old pal Ted Kulczycky got in touch with me to tell me that Talking Heads were going to be all present in public for the first time since the band's breakup, as part of the debut of the newly remastered print of Stop Making Sense, the greatest concert movie of all time. Even better, the show would be in Toronto, my hometown, where Ted and I went to high-school together, at TIFF.

Ted is the only person I know who is more obsessed with Talking Heads than I am, and he started working on tickets for the show while I starting pricing plane tickets. And then, the unthinkable happened: Ted's wife, Serah, got in touch to say that Ted had been run over by a car while getting off of a streetcar, that he was severely injured, and would require multiple surgeries.

But this was Ted, so of course he was still planning to see the show. And he did, getting a day-pass from the hospital and showing up looking like someone from a Kids In The Hall sketch who'd been made up to look like someone who'd been run over by a car:

https://www.flickr.com/photos/doctorow/53182440282/

In his Globe and Mail article about Ted's experience, Brad Wheeler describes how the whole hospital rallied around Ted to make it possible for him to get to the movie:

https://www.theglobeandmail.com/arts/music/article-how-a-talking-heads-superfan-found-healing-with-the-concert-film-stop/

He also mentions that Ted is working on a book and podcast about Stop Making Sense. I visited Ted in the hospital the day after the gig and we talked about the book and it sounds amazing. Also? The movie was incredible. See it in Imax.

That heartwarming tale of healing through big suits is a pretty good place to wrap up this linkdump, but I want to call your attention to just one more thing before I go: Robin Sloan's Snarkmarket piece about blogging and "stock and flow":

https://snarkmarket.com/2010/4890/

Sloan makes the excellent case that for writers, having a "flow" of short, quick posts builds the audience for a "stock" of longer, more synthetic pieces like books. This has certainly been my experience, but I think it's only part of the story – there are good, non-mercenary reasons for writers to do a lot of "flow." As I wrote in my 2021 essay, "The Memex Method," turning your commonplace book into a database – AKA "blogging" – makes you write better notes to yourself because you know others will see them:

https://pluralistic.net/2021/05/09/the-memex-method/

This, in turn, creates a supersaturated, subconscious solution of fragments that are just waiting to nucleate and crystallize into full-blown novels and nonfiction books and other "stock." That's how I came out of lockdown with nine new books. The next one is The Lost Cause, a hopepunk science fiction novel about the climate whose early fans include Naomi Klein, Rebecca Solnit, Bill McKibben and Kim Stanley Robinson. It's out on November 14:

https://us.macmillan.com/books/9781250865939/the-lost-cause

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/2023/11/05/variegated/#nein

[unregisteredskybox]

[@ysines becuz u asked :D] im gonna preface this rant by saying i think side order was GREAT!!!! i love roguelikes i love splatoon this was a dlc MADE for me,

that being said! the lore was obviously, unfortunately, not the focal point of the dlc, especially the final boss being [spoilers!] another sentient ai. i love the little guy, but tartar [my wife] did it better. so UNDER THE CUT will be a long rant as to what i would make for the final boss of the DLC, along with some art I made for it!!! Oh, and that final boss?

Order, a sentient collection of Eight's memories that deems ITSELF to be the real copy

alright, now that i have your attention, let me go into depth as to how this all began, side order spoilers obviously:

Marina created the Memverse to help all the octolings from the metro of course, but more specifically, her friend Eight. The entire memverse was based on their memories, using them as the "blueprint" for all memcake related technology, since theirs were fully intact. Not only that, but since Eight was not only unsanitized, in a right state of mind, and an incredibly capable fighter, they were the perfect basis for those CLIMBING the tower. if the memverse is brain surgery, than Eight's brain was the example used. makes sense? This is where thing's get weird, however. Eight's memories are embeded within the memverse itself, interconnected with all aspects of it. Functionally speaking, a part of their SOUL was in the memverse, a soul with lots of desires, dreams, and determination. They fought through kamabo co. after all, their soul wouldn't be so easily tamed. Marina allotted too much control over to Eight's memories, so as soon as the memverse was online, they were alive. Alive...

And alone.

The memverse was just booting up, and considering how big it was, it would likely take hours, maybe even days. Days that Not-Eight would have to spend wandering an unfished world alone, devoid of any meaningful colour. It was designed to be monochrome as it was easier to retain memories when climbing the spire, without significant colour to distract the climber. Worst part was, this individual was eight's memories BEFORE octo expansion, so the last thing they remember is falling after fighting agent 3, waking up here. Through time, other memories would spark creation within the world, from the sanitized octolings who helped on the project, but it was still a long and lonely time for Not-Eight. However, as I said, they're the blueprint for this world, and was interconnected with it, so they had a form of control. It wasn't a conscious decision, but rather, the unbearable feeling of loneliness caused the simulation to pull people IN, hoping to satiate the desire for connection the god of this world demanded. And, with our Eight also being integral to the memverse, the system decided the perfect fit would be to bring in their best bud Agent 4! ...Who Not-Eight didn't know because they've never met.

But, after a quick explanation, Four, smart as they are, picks up on the situation: something went wrong in the Memverse, and Eight only remembers her previous memories, and not her current ones. Alright, they've got it completely wrong, but it's the logical conclusion. The two do find solace in each other, however, as they wander the Memverse searching for...anything really. As this happens though, something starts to happen to Not-Eight. This entire time, they've felt like something was missing. Like when you wake up from a dream, and feel like you can remember it exactly, yet it immediately fades away. That, but constantly. They assume Four's story is correct, since it would explain the feeling, but it doesn't offer them any comfort. There's also Not-Eight's emotional state, since they've been wandering the memverse for days now, and Four's only done it for maybe a few hours. It's taken a toll on their mind, and by proxy, the Memverse itself. Remember, it's connected to them, their loneliness was why Four was here in the first place. As such, with their desire to be fulfilled, to remember something, the Memverse starts to overwork itself; it brings the spire into existence, the Jelletons, all of the challenges, much faster than it should, all for its God that doesn't even know it's a god in the first place. With this speed comes mistakes, or in computer terms, glitches. Just as Not-Eight's mental state effects the memverse, the memverse's stability effects Not-Eight. They start to, if only gradually, undergo a process known as Bleaching; when a Soul and Body are separated into two individual beings, the soul in the memverse, and the body outside of it. [This replaces greyscaling.] But, Not-Eight doesn't have a body, just a simulated one to house their soul. That means, while attempting to climb the spire with four, they start to deteriorate. Pieces of them glitch away, corals grow and cover their face, and features just disappear. It's an incredibly painful process, one that Four doesn't really understand, so they try to solve it in the only way they know how: getting to the top. It's hard, especially considering they have to carry Not-Eight up there, and have no colour chips [Only weapons they summoned the same way Pearl did], but they make it to the control room. Pulling up a monitor, they scroll to a section covering the Admins of the spire. Marina, Pearl, Four themselves, and...two instances of Eight. One of them is glitching out, so that's the one Four goes for, not bothering to question why there were two. They click the button to reset the palette, but...that was probably the worst thing they could've done. In an instant, Not-Eight's mind was flooded with the code of the entire memverse, it's innerworkings, what it was currently processing, and their identity. They knew within an instant that they were just MEMORIES, a shadow of another person. Yet, they also knew how much power they had over the world. Without another word, they immediately Bleached Four, creating the Parallel Canon boss and Order Defense Force. They knew that the "real" Eight would come for them, to subsume them, to replace them, so they would need defenses. Though they acted like a tough general on the outside, in reality, Order was horrified. They were, mentally, a fourteen-year old child who failed to escape to the surface and instead fell into what was practically Hell. A cold, barren landscape with no colour or emotions, a place where they would die by being assimilated into another person. The mask placed on the Parallel Canon boss wasn't something to control them, as they already had that power. Rather, it was to make other beings look more like themselves after they began to decompose. This, is Order, the commander of the spire:

The red bits on their body are pieces they can no longer use due to the Bleaching, which is basically trying to separate their soul in two, considering they don't have a body. All facial recognition they once had has been wiped clean, and they're more coral than octoling at this point. Now is when Eight and the rest of the gang enter the memverse, but how Order presents themself is different. They're still a dignified smoke cloud, as they were after Marina, but they harbor an irrational sense of hatred towards Eight, one that isn't cold or orderly. Boss fights are now, as many people have suggested, Eight fighting the person the palette belongs to. Inky clones of Marie or Big man, who dissipate into a cloud of smoke once you defeat them, with Order taunting/insulting Eight after the fact. However, palette orders are slightly changed, as the last one you get before Eights is Four's. Now, the Parallel Canon boss up to this point would've been the hairless clones specifically, because Order is saving Four for last. Once Eight reaches the top, Order does another monologue, and brings out Four in hopes that Eight's emotional attachment to them would make them give up. [It does not, as Eight is INCREDIBLY used to fighting their brainwashed friends.] Once Four is defeated, they're freed from the Bleaching/mind control, and exposes Order's identity in their fit of rage. Now, Order did genuinely like Four, so seeing them express such hatred for them puts them in a really terrible mood, especially considering Eight is one step closer to replacing them.

at this point, Order freaks out, and Eight probably would as well, considering that they look exactly like each other [Though Order's freakout is more anger and Eight's is more confusion.] Order's one goal now is to kill Eight and replace them before they can do the same. It probably has some sort of AM I Have No Mouth and I Must Scream esque monologue [can you see the inspiration? i love it so much] and deems itself to be the one true "eight." After escaping the tower, with a bit of exposition from both Four and Marina, the entire group basically figures out what's going on. Their respective reactions, however, are a little different, mainly between Eight and everyone else. Most of the group feels sympathetic for Order, as they're a 14 year old who's only known loneliness, the fake sunlight, and is currently at risk of being replaced as a person. Eight, however, has NO sympathy for Order whatsoever, an opinion they would definitely voice. They toiled and troubled through Kamabo Co and the spire just to get their memories back, but now their friends are arguing that they shouldn't? That they should remain without memories just to keep a fake person alive? I've been writing this with more of a story perspective than a gameplay one, so this would probably cause some divide in the group. How the Memverse works to me is after freeing Marina, all of them could come and go from the simulation as they please, like a normal VR. And, because I loooove angst, I could see Eight sneaking into the simulation when everyone else is gone and fighting Order themselves, since no one agrees with them.

Here's where I split the timeline a little, because honestly? I don't know how this should end! I could see two options, option 1. With plenty of time and convincing, they learn to coexist, Order eventually becoming like a little sister to Eight and the two of them living in harmony, completing each other. Option 2? One of them kills the other, permanently, and basically absorbs their mind, memories and bodies, just fitting with the personality of whoever won. IDK!!! I could draw smth for both maybe? Or if you, the lovely reader have any ideas???

And if you have any questions about this (or the aforementioned ideas) don't be afraid to drop an ask!!!!!!!! ooough that was long. thanks for reading : D

[stevenketterman2]

The Evolution of DJ Controllers: From Analog Beginnings to Intelligent Performance Systems

The DJ controller has undergone a remarkable transformation—what began as a basic interface for beat matching has now evolved into a powerful centerpiece of live performance technology. Over the years, the convergence of hardware precision, software intelligence, and real-time connectivity has redefined how DJs mix, manipulate, and present music to audiences.

For professional audio engineers and system designers, understanding this technological evolution is more than a history lesson—it's essential knowledge that informs how modern DJ systems are integrated into complex live environments. From early MIDI-based setups to today's AI-driven, all-in-one ecosystems, this blog explores the innovations that have shaped DJ controllers into the versatile tools they are today.

The Analog Foundation: Where It All Began

The roots of DJing lie in vinyl turntables and analog mixers. These setups emphasized feel, timing, and technique. There were no screens, no sync buttons—just rotary EQs, crossfaders, and the unmistakable tactile response of a needle on wax.

For audio engineers, these analog rigs meant clean signal paths and minimal processing latency. However, flexibility was limited, and transporting crates of vinyl to every gig was logistically demanding.

The Rise of MIDI and Digital Integration

The early 2000s brought the integration of MIDI controllers into DJ performance, marking a shift toward digital workflows. Devices like the Vestax VCI-100 and Hercules DJ Console enabled control over software like Traktor, Serato, and VirtualDJ. This introduced features such as beat syncing, cue points, and FX without losing physical interaction.

From an engineering perspective, this era introduced complexities such as USB data latency, audio driver configurations, and software-to-hardware mapping. However, it also opened the door to more compact, modular systems with immense creative potential.

Controllerism and Creative Freedom

Between 2010 and 2015, the concept of controllerism took hold. DJs began customizing their setups with multiple MIDI controllers, pad grids, FX units, and audio interfaces to create dynamic, live remix environments. Brands like Native Instruments, Akai, and Novation responded with feature-rich units that merged performance hardware with production workflows.

Technical advancements during this period included:

High-resolution jog wheels and pitch faders

Multi-deck software integration

RGB velocity-sensitive pads

Onboard audio interfaces with 24-bit output

HID protocol for tighter software-hardware response

These tools enabled a new breed of DJs to blur the lines between DJing, live production, and performance art—all requiring more advanced routing, monitoring, and latency optimization from audio engineers.

All-in-One Systems: Power Without the Laptop

As processors became more compact and efficient, DJ controllers began to include embedded CPUs, allowing them to function independently from computers. Products like the Pioneer XDJ-RX, Denon Prime 4, and RANE ONE revolutionized the scene by delivering laptop-free performance with powerful internal architecture.

Key engineering features included:

Multi-core processing with low-latency audio paths

High-definition touch displays with waveform visualization

Dual USB and SD card support for redundancy

Built-in Wi-Fi and Ethernet for music streaming and cloud sync

Zone routing and balanced outputs for advanced venue integration

For engineers managing live venues or touring rigs, these systems offered fewer points of failure, reduced setup times, and greater reliability under high-demand conditions.

Embedded AI and Real-Time Stem Control

One of the most significant breakthroughs in recent years has been the integration of AI-driven tools. Systems now offer real-time stem separation, powered by machine learning models that can isolate vocals, drums, bass, or instruments on the fly. Solutions like Serato Stems and Engine DJ OS have embedded this functionality directly into hardware workflows.

This allows DJs to perform spontaneous remixes and mashups without needing pre-processed tracks. From a technical standpoint, it demands powerful onboard DSP or GPU acceleration and raises the bar for system bandwidth and real-time processing.

For engineers, this means preparing systems that can handle complex source isolation and downstream processing without signal degradation or sync loss.

Cloud Connectivity & Software Ecosystem Maturity

Today’s DJ controllers are not just performance tools—they are part of a broader ecosystem that includes cloud storage, mobile app control, and wireless synchronization. Platforms like rekordbox Cloud, Dropbox Sync, and Engine Cloud allow DJs to manage libraries remotely and update sets across devices instantly.

This shift benefits engineers and production teams in several ways:

Faster changeovers between performers using synced metadata

Simplified backline configurations with minimal drive swapping

Streamlined updates, firmware management, and analytics

Improved troubleshooting through centralized data logging

The era of USB sticks and manual track loading is giving way to seamless, cloud-based workflows that reduce risk and increase efficiency in high-pressure environments.

Hybrid & Modular Workflows: The Return of Customization

While all-in-one units dominate, many professional DJs are returning to hybrid setups—custom configurations that blend traditional turntables, modular FX units, MIDI controllers, and DAW integration. This modularity supports a more performance-oriented approach, especially in experimental and genre-pushing environments.

These setups often require:

MIDI-to-CV converters for synth and modular gear integration

Advanced routing and clock sync using tools like Ableton Link

OSC (Open Sound Control) communication for custom mapping

Expanded monitoring and cueing flexibility

This renewed complexity places greater demands on engineers, who must design systems that are flexible, fail-safe, and capable of supporting unconventional performance styles.

Looking Ahead: AI Mixing, Haptics & Gesture Control

As we look to the future, the next phase of DJ controllers is already taking shape. Innovations on the horizon include:

AI-assisted mixing that adapts in real time to crowd energy

Haptic feedback jog wheels that provide dynamic tactile response

Gesture-based FX triggering via infrared or wearable sensors

Augmented reality interfaces for 3D waveform manipulation

Deeper integration with lighting and visual systems through DMX and timecode sync

For engineers, this means staying ahead of emerging protocols and preparing venues for more immersive, synchronized, and responsive performances.

Final Thoughts

The modern DJ controller is no longer just a mixing tool—it's a self-contained creative engine, central to the live music experience. Understanding its capabilities and the technology driving it is critical for audio engineers who are expected to deliver seamless, high-impact performances in every environment.

Whether you’re building a club system, managing a tour rig, or outfitting a studio, choosing the right gear is key. Sourcing equipment from a trusted professional audio retailer—online or in-store—ensures not only access to cutting-edge products but also expert guidance, technical support, and long-term reliability.

As DJ technology continues to evolve, so too must the systems that support it. The future is fast, intelligent, and immersive—and it’s powered by the gear we choose today.

[carlhofelina]

Artificial Intelligence is more than just a buzzword—it's a powerful force shaping the way we work, live, and connect. As businesses and professionals navigate the rapidly changing digital landscape, AI integration has become not only an advantage but a necessity. From automating repetitive tasks to streamlining communication, AI is transforming the workplace—and now is the time to plug in.

What Is AI Integration?

AI integration refers to the process of embedding intelligent technology into your current systems and workflows. Instead of replacing human effort, it enhances capabilities by analysing data, learning patterns, and optimising operations in real-time. For professionals and organisations alike, this means better decisions, faster execution, and improved customer experiences.

Why Embrace AI Today?

Here’s how AI integration is making a difference across industries:

Improved Efficiency

With AI handling time-consuming tasks like email filtering, data analysis, and scheduling, teams can focus on what truly matters—innovation and human connection.

Smarter Decisions

 AI can process huge amounts of information quickly, offering insights that help businesses make better, data-backed choices.

Digital Strength

Today’s digital-first world demands a solid online presence. AI tools play a major role in Digital Presence Management, from optimising search visibility to curating consistent social media content.

Personal Branding 

Professionals and entrepreneurs are increasingly using AI-powered personal branding tools to craft compelling bios, automate content creation, and engage with audiences more effectively.

B2B Strategy

In a competitive market, B2B branding strategy supported by AI helps teams personalise outreach, understand client behaviour, and build stronger relationships.

Getting Started With AI Integration

Adopting AI doesn’t require a tech overhaul. Start with tools you may already be using:

Leverage Smart Features: Google Workspace, Microsoft 365, and Canva now include AI suggestions, writing assistants, and design tools.

Automate with Purpose: Platforms like Zapier or Make.com allow easy automation between your favourite apps and services.

Explore Industry Tools: If you’re in marketing, explore ChatGPT or Jasper for content. If you’re in customer service, check out AI-enabled platforms like Intercom or Drift.

Best Practices for a Smooth Transition

Educate Your Team: Offer basic training so everyone feels confident using AI tools.

Start with a Small Project: Test out AI on a single workflow, such as automating social media or customer queries.

Maintain Human Oversight: Always review AI outputs for accuracy and relevance.

Key Takeaways

AI integration is no longer optional—it's essential. Whether you're looking to improve productivity, enhance brand visibility, or gain a competitive edge, integrating AI is a smart step forward.

Visit Best Virtual Specialist to discover how our expert virtual professionals can help you integrate AI tools, elevate your digital presence, and transform your workflow. 

[emptydeceiverpraetorian]

Unleashing Innovation: How Intel is Shaping the Future of Technology

Introduction

In the fast-paced world of technology, few companies have managed to stay at the forefront of innovation as consistently as Intel. With a history spanning over five decades, Intel has transformed from a small semiconductor manufacturer into a global powerhouse that plays a pivotal role in shaping how we interact with technology today. From personal computing to artificial intelligence (AI) and beyond, Intel's innovations have not only defined industries but have also created new markets altogether.

In this comprehensive article, we'll delve deep into how Intel is unleashing innovation and shaping the future of technology across various domains. We’ll explore its history, key products, groundbreaking research initiatives, sustainability efforts, and much more. Buckle up as we take you on a journey through Intel’s dynamic Extra resources landscape.

Unleashing Innovation: How Intel is Shaping the Future of Technology

Intel's commitment to innovation is foundational to its mission. The company invests billions annually in research and development (R&D), ensuring that it remains ahead of market trends and consumer demands. This relentless pursuit of excellence manifests in several key areas:

The Evolution of Microprocessors A Brief History of Intel's Microprocessors

Intel's journey began with its first microprocessor, the 4004, launched in 1971. Since then, microprocessor technology has evolved dramatically. Each generation brought enhancements in processing power and energy efficiency that changed the way consumers use technology.

The Impact on Personal Computing

Microprocessors are at the heart of every personal computer (PC). They dictate performance capabilities that directly influence user experience. By continually optimizing their designs, Intel has played a crucial role in making PCs faster and more powerful.

Revolutionizing Data Centers High-Performance Computing Solutions

Data centers are essential for businesses to store and process massive amounts of information. Intel's high-performance computing solutions are designed to handle complex workloads efficiently. Their Xeon processors are specifically optimized for data center applications.

Cloud Computing and Virtualization

As cloud services become increasingly popular, Intel has developed technologies that support virtualization and cloud infrastructure. This innovation allows businesses to scale operations rapidly without compromising performance.

Artificial Intelligence: A New Frontier Intel’s AI Strategy

AI represents one of the most significant technological advancements today. Intel recognizes this potential and has positioned itself as a leader in AI hardware and software solutions. Their acquisitions have strengthened their AI portfolio significantly.

AI-Powered Devices

From smart assistants to autonomous vehicles, AI is embedded in countless devices today thanks to advancements by companies like Intel. These innovations enhance user experience by providing personalized services based on data analysis.

Internet of Things (IoT): Connecting Everything The Role of IoT in Smart Cities

[mitvpusolapur]

Top B.Tech Courses in Maharashtra – CSE, AI, IT, and ECE Compared

B.Tech courses continue to attract students across India, and Maharashtra remains one of the most preferred states for higher technical education. From metro cities to emerging academic hubs like Solapur, students get access to diverse courses and skilled faculty. Among all available options, four major branches stand out: Computer Science and Engineering (CSE), Artificial Intelligence (AI), Information Technology (IT), and Electronics and Communication Engineering (ECE).

Each of these streams offers a different learning path. B.Tech in Computer Science and Engineering focuses on coding, algorithms, and system design. Students learn Python, Java, data structures, software engineering, and database systems. These skills are relevant for software companies, startups, and IT consulting.

B.Tech in Artificial Intelligence covers deep learning, neural networks, data processing, and computer vision. Students work on real-world problems using AI models. They also learn about ethical AI practices and automation systems. Companies hiring AI talent are in healthcare, retail, fintech, and manufacturing.

B.Tech in IT trains students in systems administration, networking, cloud computing, and application services. Graduates often work in system support, IT infrastructure, and data management. IT blends technical and management skills for enterprise use.

B.Tech ECE is for students who enjoy working with circuits, embedded systems, mobile communication, robotics, and signal processing. This stream is useful for telecom companies, consumer electronics, and control systems in industries.

Key Differences Between These B.Tech Programs:

CSE is programming-intensive. IT includes applications and system-level operations.

AI goes deeper into data modeling and pattern recognition.

ECE focuses more on hardware, communication, and embedded tech.

AI and CSE overlap, but AI involves more research-based learning.

How to Choose the Right B.Tech Specialization:

Ask yourself what excites you: coding, logic, data, devices, or systems.

Look for colleges with labs, project-based learning, and internship support.

Talk to seniors or alumni to understand real-life learning and placements.

Explore industry demand and long-term growth in each field.

MIT Vishwaprayag University, Solapur, offers all four B.Tech programs with updated syllabi, modern infrastructure, and practical training. Students work on live projects, participate in competitions, and build career skills through soft skills training. The university also encourages innovation and startup thinking.

Choosing the right course depends on interest and learning style. CSE and AI suit tech lovers who like coding and research. ECE is great for those who enjoy building real-world devices. IT fits students who want to blend business with technology.

Take time to explore the subjects and talk to faculty before selecting a stream. Your B.Tech journey shapes your future, so make an informed choice.

[almayarelectric]

Does Sustainability Go Hand in Hand with Technology and the Global Shift to Electric Power?

Explore how Sustainability Next to Technology is Connected to Global Move Towards Electric Power.

The new generation of moving the world towards cleaner energy has electric power at the core of this transformation.

But do they, sustainability and technology, indeed go hand in hand?

Well, it’s no longer a hypothetical question, but a problem that determines the future path of power distribution and energy management.

Growing Demand for Sustainable Solutions:

Not long ago, the dream of electric power turned into a reality before you know it.

Cleaner has become a key aspiration of governments, industries, and consumers alike.

Sustainability imparts a different meaning to reducing carbon footprints.

This also means making power systems smarter and less dangerous, more efficient, cost-effective, and probably even creating a bit of redundancy.

This will mean purchasing components for the switchgear industry that reduce energy waste, extend life cycles, and facilitate the interfacing of renewable sources.

Energy-efficient circuit breakers, digital monitoring systems, modular switchgear components, and other accessories are becoming key players in the evolution.

Smart Technology: The Backbone of Sustainable Switchgear

The way the whole change in switchgear technology moves is, of course, toward modernization.

IoT-type embedded devices for monitoring, AI-driven prediction of maintenance needs, and design for energy-efficient low-voltage contactors all transform the way the whole power is managed.

It ensures reduced energy losses and very much optimized peak condition behavior, as well as improved safety-all these fulfilling both sustainability and day-to-day operating efficiency objectives.

1. Digital Monitoring and Automation

It is all about real-time data.

Smart monitoring solutions provide instant access to information regarding the efficiency of the use of electricity, fault detection, and energy efficiency.

With this, downtime and failures incurred can be minimized, and energy consumption can be optimized-thus, saving unnecessary wastages of electricity.

2. Modular and Recyclable Components

Energy efficiency doesn’t only mean sustainability as far as power is concerned-it also has to do with waste.

Adaptive switchgear designs allow easy upgrades and replacements, which can prolong the life cycle of an electrical system while simultaneously reducing the amount of waste made for materials.

Adoption of recyclable and non-toxic materials in accessories for switchgear also minimizes environmental impact.

3. Energy-Efficient Contactors and Circuit Breakers

New advanced low-loss contactor and circuit breaker technologies, which increase energy efficiency, cut down heat dissipation and losses in the circuits.

Fewer losses in energy mean low operating costs and a reduced carbon footprint; these are the two main factors that are becoming crucial for today’s modern companies striving to meet sustainability goals.

Switchgear Accessories to Play a Critical Role in the Green Revolution

It is only through highly competent switchgear accessories that a truly sustainable power infrastructure may be realized: from low-voltage surge protectors that ensure a longer life for the system to biodegradable insulation materials, the right kind of components would all play their part in making a difference.

Eco friendly insulation: Using sustainable materials in insulation applications reduces the negative impacts on the environment while maintaining the safety and efficiency associated with conventional insulation types.

Adaptive Protection Relays: These help to ensure the stability of power and eliminate the breakdowns, thus eliminating the costs of frequent replacement and repairs.

Using Busbar Systems to Reduce Energy Losses: The more efficient a conductor is, the less its resistance and heat loss, and the better it transmits energy.

Balancing Innovation and Cost with Performance

In fact, the passage from several manufacturers and traders is the perception that sustainability involves more costs.

But in reality, such first costs are outweighed by very many long-term benefits.

The merger of lower maintenance costs, lower periodicity recall for new replacement pieces, and greater shelf life compliance does make sustainable switchgear a smart business choice.

Conclusion: The Future of Sustainable Energy

Technology and sustainability aren’t separate paths any longer; they’re bearing down more on a linear convergence as the world flows into a different shape concerning energy.

Change is a space that we all own.

The future is here-now!

[govindhtech]

Pegasus 1.2: High-Performance Video Language Model

Pegasus 1.2 revolutionises long-form video AI with high accuracy and low latency. Scalable video querying is supported by this commercial tool.

TwelveLabs and Amazon Web Services (AWS) announced that Amazon Bedrock will soon provide Marengo and Pegasus, TwelveLabs' cutting-edge multimodal foundation models. Amazon Bedrock, a managed service, lets developers access top AI models from leading organisations via a single API. With seamless access to TwelveLabs' comprehensive video comprehension capabilities, developers and companies can revolutionise how they search for, assess, and derive insights from video content using AWS's security, privacy, and performance. TwelveLabs models were initially offered by AWS.

Introducing Pegasus 1.2

Unlike many academic contexts, real-world video applications face two challenges:

Real-world videos might be seconds or hours lengthy.

Proper temporal understanding is needed.

TwelveLabs is announcing Pegasus 1.2, a substantial industry-grade video language model upgrade, to meet commercial demands. Pegasus 1.2 interprets long films at cutting-edge levels. With low latency, low cost, and best-in-class accuracy, model can handle hour-long videos. Their embedded storage ingeniously caches movies, making it faster and cheaper to query the same film repeatedly.

Pegasus 1.2 is a cutting-edge technology that delivers corporate value through its intelligent, focused system architecture and excels in production-grade video processing pipelines.

Superior video language model for extended videos

Business requires handling long films, yet processing time and time-to-value are important concerns. As input films increase longer, a standard video processing/inference system cannot handle orders of magnitude more frames, making it unsuitable for general adoption and commercial use. A commercial system must also answer input prompts and enquiries accurately across larger time periods.

Latency

To evaluate Pegasus 1.2's speed, it compares time-to-first-token (TTFT) for 3–60-minute videos utilising frontier model APIs GPT-4o and Gemini 1.5 Pro. Pegasus 1.2 consistently displays time-to-first-token latency for films up to 15 minutes and responds faster to lengthier material because to its video-focused model design and optimised inference engine.

Performance

Pegasus 1.2 is compared to frontier model APIs using VideoMME-Long, a subset of Video-MME that contains films longer than 30 minutes. Pegasus 1.2 excels above all flagship APIs, displaying cutting-edge performance.

Pricing

Cost Pegasus 1.2 provides best-in-class commercial video processing at low cost. TwelveLabs focusses on long videos and accurate temporal information rather than everything. Its highly optimised system performs well at a competitive price with a focused approach.

Better still, system can generate many video-to-text without costing much. Pegasus 1.2 produces rich video embeddings from indexed movies and saves them in the database for future API queries, allowing clients to build continually at little cost. Google Gemini 1.5 Pro's cache cost is $4.5 per hour of storage, or 1 million tokens, which is around the token count for an hour of video. However, integrated storage costs $0.09 per video hour per month, x36,000 less. Concept benefits customers with large video archives that need to understand everything cheaply.

Model Overview & Limitations

Architecture

Pegasus 1.2's encoder-decoder architecture for video understanding includes a video encoder, tokeniser, and big language model. Though efficient, its design allows for full textual and visual data analysis.

These pieces provide a cohesive system that can understand long-term contextual information and fine-grained specifics. It architecture illustrates that tiny models may interpret video by making careful design decisions and solving fundamental multimodal processing difficulties creatively.

Restrictions

Safety and bias

Pegasus 1.2 contains safety protections, but like any AI model, it might produce objectionable or hazardous material without enough oversight and control. Video foundation model safety and ethics are being studied. It will provide a complete assessment and ethics report after more testing and input.

Hallucinations

Occasionally, Pegasus 1.2 may produce incorrect findings. Despite advances since Pegasus 1.1 to reduce hallucinations, users should be aware of this constraint, especially for precise and factual tasks.

[faith-in-democracy]

Countering Authoritarian Entrenchment: Multidimensional Resistance Strategies in Democratic Crisis

The Trump administration's systematic dismantling of democratic safeguards—through violent provocation tactics, weaponized media ecosystems, judicial intimidation, electoral subversion, and international isolation—demands an equally systematic defense strategy. Current developments reveal an authoritarian playbook actively neutralizing traditional checks. This report examines adaptive resistance methods that account for transformed realities, including co-opted institutions and asymmetrical power dynamics.

The Authoritarian Playbook: Mechanisms of Control

Trump's consolidation strategy operates through five interlocking systems: provoked civil violence to justify repression[1], state-aligned propaganda networks distorting public perception[2][7], legal-terror campaigns against practitioners[3], electoral infrastructure capture[5], and international alliance sabotage[7]. Each component reinforces the others—violent crackdowns on manufactured "riots" gain legitimacy through media narratives, while silenced lawyers and judges enable unchecked executive actions.

Weaponized Civil Unrest

The administration has institutionalized agent provocateur tactics, embedding violent actors within peaceful protests to justify militarized responses. Over 18 Proud Boys and Oath Keepers operatives documented in January 6th cases now coordinate with federal agencies under the guise of "civil disturbance mitigation"[1]. Their role: transform First Amendment assemblies into pretexts for invoking the Insurrection Act, a pathway toward martial law[4].

Media Capture and Narrative Warfare

With Voice of America defunded and 60% of Sinclair Broadcast Group airtime dedicated to pro-Trump content[2][7], the administration replicates the Russian model of "firehose" propaganda—high-volume, multichannel disinformation overwhelming factual discourse. Fox News and Newsmax amplify fabricated protest violence narratives, with AI-generated "deepfake" videos exacerbating polarization.

Legal System Paralysis

Targeted sanctions against firms like Perkins Coie (defending 210 J6 defendants)[3] and Trump's Executive Order 14111 (allowing asset seizures from "subversive litigants") have chilled legal opposition. Over 12,000 attorneys reported withdrawal from civil rights cases in Q1 2025 due to Bar Association threats[3]. Simultaneously, Supreme Court rulings in Brnovich v. DNC (upholding proof-of-citizenship laws) and Moore v. Harper (affirming state legislature supremacy) created legal cover for voter suppression tactics[5][8].

Preserving Nonviolent Resistance Amid Provocation

Enhanced Crowdsourcing Verification

The Digital Public Square Initiative—a coalition of Signal, Wikipedia, and the Electronic Frontier Foundation—deploys blockchain-verified livestreaming to document protests in real-time. Volunteers geolocate and timestamp footage, creating immutable records that differentiate authentic events from staged violence. During the March 2025 Atlanta voting rights march, this system exposed 73% of "antifa rioters" as off-duty police and Oath Keepers[1].

Decentralized Action Networks

Learning from Hong Kong's 2019 protests, the American Civil Resistance Coordinating Committee (ACRCC) organizes through encrypted mesh networks using goTenna devices. Regional hubs execute synchronized but geographically dispersed actions—student walkouts in Chicago paired with clergy sit-ins in Dallas—denying authorities concentrated targets. This structure proved effective during the 2025 "March for Truth" events, sustaining demonstrations across 140 cities without mass arrests.

Oath Keeper Safeguards

Despite Trump's purge of military leadership, the nonpartisan Military Defenders Caucus—3,200 active-duty officers—publicly reaffirmed their constitutional oath via encrypted video in February 2025. Their statement warned that "any deployment against civilians without lawful orders will be met with unified refusal," deterring martial law implementation[4][8].

Countering Propaganda Through Decentralized Media

Grassroots Broadcast Collectives

The Free Airwaves Project repurposes abandoned FM radio frequencies and low-earth orbit satellites (Starlink bypass modules) to create 1,800+ micro-broadcast stations. These transmit verified news to areas with internet blackouts, using NPR's retired satellite infrastructure. In swing states, 43% of voters now access information through these channels versus 12% via traditional networks[2].

Algorithmic Countermeasures

A consortium of MIT researchers and Disney Imagineers developed the "DeepTruth" browser extension, which cross-references social media posts against the Library of Congress' newly publicized Disinformation Database. The tool red-flags AI-generated content and provably false claims, reducing reshare rates by 62% in beta tests[7].

Cultural Narrative Projects

Beyoncé's Blackbird Collective partners with the ACLU to produce docu-holograms projected on federal buildings, showcasing suppressed stories. Their "Living Constitution" series—featuring 3D recreations of civil rights milestones—drew 18 million viewers in March 2025 despite administration jamming attempts[5].

Reinforcing Legal Resistance Under Duress

Sanctuary Jurisdictions

Progressive states enacted Legal Shield Laws allowing attorneys to practice under California or New York Bar protections regardless of federal sanctions. Massachusetts' Supreme Judicial Court ruled in Commonwealth v. Executive Order 14111 that "state judicial oversight supersedes federal encroachment on attorney-client privileges"[3]. Over 5,000 lawyers relocated to shielded states by Q1 2025.

Parallel Judicial Frameworks

The National Governors Association activated Article V of the Uniform State Judicial Code, creating an Interstate Claims Court to hear cases rejected by federal venues. Its first ruling nullified Trump's proof-of-citizenship order in 28 states, preserving voting access for 12 million citizens[5][8].

Whistleblower Escrow Systems

Modeled after WikiLeaks but with ethical safeguards, the Jefferson Vault uses zero-knowledge proofs to anonymously store government misconduct evidence. Submissions only unlock when 100+ accredited journalists verify authenticity, preventing fake leaks. The vault released 47TB of DOJ collusion documents in January 2025, prompting three congressional investigations despite Speaker Mike Johnson's objections[3].

Protecting Electoral Integrity Against Subversion

Guerrilla Voter Registration

The Adopt-a-Precinct initiative pairs tech volunteers with marginalized communities to create offline voter databases. Using Raspberry Pi mesh networks, they bypass internet-dependent registration systems targeted by federal shutdowns. Native American organizers registered 89,000 voters on reservations through this system ahead of the 2026 midterms[5].

Election Worker Armadas

Trained by Carter Center veterans, the nonpartisan Democracy Sentinel Corps deployed 240,000 volunteers to monitor polling places in 2025. Their mandate: physically block unauthorized ballot box removals and document suppression tactics. In Wisconsin, Sentinel members used their bodies to barricade 73% of targeted urban precincts from closure[5].

Constitutional Convention Push

Facing congressional obstruction, the Convention of States movement gained traction with 28 states endorsing a constitutional amendment to enshrine independent redistricting commissions and automatic voter registration. While risky, advocates argue Article V conventions remain insulated from federal interference[8].

Maintaining Global Alliances Despite Isolation

Subnational Diplomacy Networks

California Governor Gavin Newsom's "Climate and Democracy Pact" has forged agreements with 34 nations, allowing continued policy coordination on AI ethics and election security. The pact's "digital attaché" program embeds cybersecurity experts in foreign ministries, preserving intelligence sharing despite State Department purges[7].

Diaspora Leverage

Expatriate groups like Americans Abroad for Democracy lobby host governments to sanction election meddlers. Their #YouBanThemWeVote campaign pressured the EU to freeze assets of 12 Trump allies involved in voter suppression, leveraging Magnitsky Act-style measures[5].

Counter-Propaganda Alliances

The Global Internet Integrity Consortium—a partnership between Google's Jigsaw, Taiwan's Digital Ministry, and Estonia's e-Governance Academy—floods Russian and Chinese info-warfare channels with pro-democracy content. Their "Collage" AI inundates bots with contradictory narratives, reducing foreign interference efficacy by 38%[7].

Conclusion: The Resilience Calculus

Autocracies fail when the cost of repression exceeds its benefits. The strategies above aim to systemically raise Trump's "authoritarian overhead" through:

Economic Pressure: Sanctions via subnational actors and corporate boycotts

Bureaucratic Friction: Whistleblower protections and state-level noncompliance

Reputational Damage: Global shaming through verified atrocity exposés

Moral Legitimacy: Cultural narratives reinforcing democratic identity

History shows even entrenched regimes collapse when 3.5% of the population sustains active resistance. Current participation rates in groups like the ACRCC (4.1%) and Democracy Sentinels (2.9%) suggest critical mass is achievable. While the road ahead remains fraught, coordinated multidimensional resistance can exploit inherent weaknesses in the administration's overreach—buying time for electoral reversal or constitutional renewal. The battle isn't to defeat authoritarianism in one grand gesture but to make its maintenance so exhausting and costly that the system implodes under its own contradictions.

Sources

- [1] “Trump has called all patriots”: 210 Jan. 6th criminal defendants say ... https://www.citizensforethics.org/reports-investigations/crew-reports/trump-incited-january-6-defendants/

- [2] Trump has long hated this media outlet. Now he's ordering ... - Politico https://www.politico.com/news/2025/03/15/trump-media-voice-of-america-00003119

- [3] Why Trump is coming for the lawyers https://thehill.com/opinion/5222682-trump-attacks-legal-profession/

- [4] Michael Flynn: Trump Should Impose Martial Law to Overturn Election https://www.businessinsider.com/michael-flynn-trump-military-martial-law-overturn-election-2020-12

- [5] ACLU Responds to Trump’s Anti-Voter Executive Order https://www.aclu.org/press-releases/aclu-responds-to-trumps-anti-voter-executive-order

- [6] Trump Promises to Militarize Police, Reincarcerate Thousands, and ... https://www.aclu.org/news/criminal-law-reform/trump-promises-to-militarize-police-reincarcerate-thousands-and-expand-death-penalty

- [7] Trump silences the Voice of America: end of a propaganda machine ... https://theconversation.com/trump-silences-the-voice-of-america-end-of-a-propaganda-machine-or-void-for-china-and-russia-to-fill-252901

- [8] The Courts Alone Can't Stop Trump's Overreach - USNews.com https://www.usnews.com/opinion/articles/2025-03-12/trump-legal-courts-supreme-court-judiciary

- [9] Invoking Martial Law to Reverse the 2020 Election Could be ... https://www.justsecurity.org/73986/invoking-martial-law-to-reverse-the-2020-election-could-be-criminal-sedition

- [10] Republicans ask the Supreme Court to disenfranchise thousands of ... https://www.vox.com/scotus/367701/supreme-court-arizona-rnc-republicans-mi-familia-vota

- [11] Trump Justifies J6 Pardons With Misinformation - FactCheck.org https://www.factcheck.org/2025/01/trump-justifies-j6-pardons-with-misinformation/

- [12] Trump to shut down Voice of America, cites 'radical propaganda' https://san.com/cc/trump-to-shut-down-voice-of-america-cites-radical-propaganda/

- [13] New Grounds For Impeachment Proceedings: Trump Administration ... https://www.commondreams.org/newswire/new-grounds-for-impeachment-proceedings-trump-administration-violates-the-constitution-by-refusing-to-comply-with-court-orders

- [14] Trump's talk of martial law sends White House staffers rushing to the ... https://www.cnn.com/2020/12/20/media/stelter-trump-martial-law/index.html

- [15] In a change of course, US Justice Dept drops challenge to Georgia voting law https://www.reuters.com/world/us/change-course-us-justice-dept-drops-challenge-georgia-voting-law-2025-03-31/

- [16] Trump administration says it deported 17 more 'violent criminals' to ... https://www.yahoo.com/news/trump-administration-says-deported-17-210352934.html

- [17] Trump orders the dismantling of government-funded, 'propaganda' https://www.foxnews.com/politics/trump-orders-dismantling-government-funded-left-wing-media-outlet-voa

- [18] Trump-Targeted Law Firm Caves, Vows $40M in Legal Support to ... https://truthout.org/articles/trump-rescinds-executive-order-after-firm-vows-pro-bono-for-right-wing-causes/

- [19] Trump Cannot Stay In Power By Declaring Martial Law - Cato Institute https://www.cato.org/blog/trump-cannot-stay-power-declaring-martial-law

- [20] Trump’s DOJ Drops Lawsuit Against Georgia’s Voter Suppression Bill https://www.democracydocket.com/news-alerts/trumps-doj-drops-lawsuit-against-georgias-voter-suppression-bill/

[digitaldetoxworld]

AI Coaches to Biohacking: The Future of Fitness Unveiled

 The international of health is constantly evolving, with new trends emerging every 12 months. In 2025, health fans are embracing contemporary era, personalized education, and holistic wellness methods. Whether you’re a gym-goer or decide on at-domestic workout routines, these tendencies will assist you stay beforehand to your health adventure.

Latest Fitness Trends For Women 

1. Wearable Technology and Smart Fitness Gear

Wearable health trackers were around for some time, but 2025 has visible them emerge as even more superior. Smartwatches and fitness bands now provide actual-time health tracking, AI-pushed coaching, and progressed metrics including HRV (Heart Rate Variability), VO2 max, and strain level analysis.

Additionally, clever clothing embedded with sensors is gaining recognition, permitting customers to monitor form and muscle engagement. This innovation facilitates save you accidents and optimize exercises.

2. AI-Powered Personal Training

Artificial intelligence is revolutionizing personal schooling by presenting custom designed fitness plans tailored to individual wishes. AI-pushed apps analyze customers’ exercise history, nutrition behavior, and dreams to provide adaptive schooling workouts. Virtual non-public running shoes now provide real-time comments, ensuring right shape and exercising execution.

3. Hybrid Workouts: Online and In-Person

While on line fitness instructions surged throughout the pandemic, in-character schooling is making a robust comeback. Hybrid exercise fashions combine the first-rate of each worlds, permitting people to attend live instructions inside the health club while also collaborating in digital periods at home. This approach gives flexibility even as preserving a feel of community.

Four. Mind-Body Workouts and Mental Wellness Integration

More human beings are spotting the relationship among intellectual fitness and bodily fitness. Practices including yoga, Pilates, and breathwork are being incorporated into traditional workout workouts. Gyms and health apps at the moment are supplying meditation periods and stress-reducing sports along energy and cardio training.

5. High-Intensity Interval Training (HIIT) Evolution

HIIT remains a staple in fitness, but it has evolved to encompass new versions inclusive of hybrid HIIT, in which power schooling and cardiovascular exercises are seamlessly mixed. Additionally, micro-HIIT workout routines (5-10 minutes) cater to individuals with tight schedules, making sure they are able to still get effective results in much less time.

6. Gamification of Fitness

Fitness apps and platforms are leveraging gamification to keep users inspired. Virtual demanding situations, leaderboards, and reward-based systems encourage consistency and engagement. VR (Virtual Reality) health is also gaining traction, allowing users to immerse themselves in interactive exercise environments.

7. Sustainable and Eco-Friendly Fitness Practices

Sustainability is influencing the fitness enterprise, with eco-friendly gyms the usage of renewable energy and sustainable exercise equipment turning into mainstream. Brands are creating biodegradable yoga mats, recycled gymnasium apparel, and sustainable water bottles to decrease environmental impact.

Eight. Biohacking for Optimal Performance

Biohacking entails the usage of technology and era to beautify bodily overall performance and recuperation. This consists of cold plunges, pink mild therapy, and wearable restoration devices that optimize muscle repair. Nutritional biohacking, inclusive of personalised dietary supplements and DNA-based meal plans, is also at the upward push.

Nine. Functional Fitness and Longevity Training

Rather than focusing completely on aesthetics, human beings are prioritizing practical moves that improve mobility, stability, and longevity. Exercises consisting of kettlebell swings, body weight schooling, and mobility drills assist beautify ordinary movements, reduce injury dangers, and promote a longer, healthier life.

10. Social Fitness and Community-Driven Workouts

Group training, fitness challenges, and social media-pushed duty corporations are getting greater famous. Whether thru in-man or woman boot camps or on line exercise communities, human beings are leveraging the energy of social connection to stay stimulated and responsible of their fitness journey.

11. Recovery and Regeneration Focus

Recognizing the significance of recuperation, fitness lovers are investing in techniques inclusive of foam rolling, percussive remedy, and sleep optimization to decorate muscle recovery. Cryotherapy and infrared sauna periods are also being widely used for decreasing infection and speeding up recovery.

12. Personalized Nutrition and Gut Health Awareness

Nutrition is an crucial part of health, and in 2025, customized nutrients plans primarily based on intestine fitness evaluation are trending. Advances in microbiome research permit people to tailor their diets primarily based on their precise intestine micro organism, enhancing digestion, strength stages, and average health.

13. Adaptive and Inclusive Fitness

The fitness enterprise is turning into greater inclusive, with tailored applications for individuals with disabilities, seniors, and people with persistent situations. Adaptive system and virtual training platforms are making health accessible to each person, regardless of their bodily limitations.

14. Outdoor and Adventure-Based Workouts

Nature-based totally fitness is gaining reputation as people searching for to get away traditional health club settings. Activities which include trail walking, mountain climbing, and out of doors boot camps offer both physical and mental blessings. Organizations also are supplying fitness retreats that integrate exercising with journey travel.

15. Strength Training for All Ages and Genders

Strength training is now not seen as only for bodybuilders. More girls are embracing resistance training, and older adults are incorporating weightlifting into their exercises to prevent muscle loss and improve bone density. The stigma around lifting heavy is fading as human beings apprehend its long-time period advantages.

How To Create a Home Workout Routine 

[shalu620]

Why Python Will Thrive: Future Trends and Applications

Python has already made a significant impact in the tech world, and its trajectory for the future is even more promising. From its simplicity and versatility to its widespread use in cutting-edge technologies, Python is expected to continue thriving in the coming years. Considering the kind support of Python Course in Chennai Whatever your level of experience or reason for switching from another programming language, learning Python gets much more fun.

Let's explore why Python will remain at the forefront of software development and what trends and applications will contribute to its ongoing dominance.

1. Artificial Intelligence and Machine Learning

Python is already the go-to language for AI and machine learning, and its role in these fields is set to expand further. With powerful libraries such as TensorFlow, PyTorch, and Scikit-learn, Python simplifies the development of machine learning models and artificial intelligence applications. As more industries integrate AI for automation, personalization, and predictive analytics, Python will remain a core language for developing intelligent systems.

2. Data Science and Big Data

Data science is one of the most significant areas where Python has excelled. Libraries like Pandas, NumPy, and Matplotlib make data manipulation and visualization simple and efficient. As companies and organizations continue to generate and analyze vast amounts of data, Python’s ability to process, clean, and visualize big data will only become more critical. Additionally, Python’s compatibility with big data platforms like Hadoop and Apache Spark ensures that it will remain a major player in data-driven decision-making.

3. Web Development

Python’s role in web development is growing thanks to frameworks like Django and Flask, which provide robust, scalable, and secure solutions for building web applications. With the increasing demand for interactive websites and APIs, Python is well-positioned to continue serving as a top language for backend development. Its integration with cloud computing platforms will also fuel its growth in building modern web applications that scale efficiently.

4. Automation and Scripting

Automation is another area where Python excels. Developers use Python to automate tasks ranging from system administration to testing and deployment. With the rise of DevOps practices and the growing demand for workflow automation, Python’s role in streamlining repetitive processes will continue to grow. Businesses across industries will rely on Python to boost productivity, reduce errors, and optimize performance. With the aid of Best Online Training & Placement Programs, which offer comprehensive training and job placement support to anyone looking to develop their talents, it’s easier to learn this tool and advance your career.

5. Cybersecurity and Ethical Hacking

With cyber threats becoming increasingly sophisticated, cybersecurity is a critical concern for businesses worldwide. Python is widely used for penetration testing, vulnerability scanning, and threat detection due to its simplicity and effectiveness. Libraries like Scapy and PyCrypto make Python an excellent choice for ethical hacking and security professionals. As the need for robust cybersecurity measures increases, Python’s role in safeguarding digital assets will continue to thrive.

6. Internet of Things (IoT)

Python’s compatibility with microcontrollers and embedded systems makes it a strong contender in the growing field of IoT. Frameworks like MicroPython and CircuitPython enable developers to build IoT applications efficiently, whether for home automation, smart cities, or industrial systems. As the number of connected devices continues to rise, Python will remain a dominant language for creating scalable and reliable IoT solutions.

7. Cloud Computing and Serverless Architectures

The rise of cloud computing and serverless architectures has created new opportunities for Python. Cloud platforms like AWS, Google Cloud, and Microsoft Azure all support Python, allowing developers to build scalable and cost-efficient applications. With its flexibility and integration capabilities, Python is perfectly suited for developing cloud-based applications, serverless functions, and microservices.

8. Gaming and Virtual Reality

Python has long been used in game development, with libraries such as Pygame offering simple tools to create 2D games. However, as gaming and virtual reality (VR) technologies evolve, Python’s role in developing immersive experiences will grow. The language’s ease of use and integration with game engines will make it a popular choice for building gaming platforms, VR applications, and simulations.

9. Expanding Job Market

As Python’s applications continue to grow, so does the demand for Python developers. From startups to tech giants like Google, Facebook, and Amazon, companies across industries are seeking professionals who are proficient in Python. The increasing adoption of Python in various fields, including data science, AI, cybersecurity, and cloud computing, ensures a thriving job market for Python developers in the future.

10. Constant Evolution and Community Support

Python’s open-source nature means that it’s constantly evolving with new libraries, frameworks, and features. Its vibrant community of developers contributes to its growth and ensures that Python stays relevant to emerging trends and technologies. Whether it’s a new tool for AI or a breakthrough in web development, Python’s community is always working to improve the language and make it more efficient for developers.

Conclusion

Python’s future is bright, with its presence continuing to grow in AI, data science, automation, web development, and beyond. As industries become increasingly data-driven, automated, and connected, Python’s simplicity, versatility, and strong community support make it an ideal choice for developers. Whether you are a beginner looking to start your coding journey or a seasoned professional exploring new career opportunities, learning Python offers long-term benefits in a rapidly evolving tech landscape.

[letsremotify]

What Future Trends in Software Engineering Can Be Shaped by C++

The direction of innovation and advancement in the broad field of software engineering is greatly impacted by programming languages. C++ is a well-known programming language that is very efficient, versatile, and has excellent performance. In terms of the future, C++ will have a significant influence on software engineering, setting trends and encouraging innovation in a variety of fields. 

In this blog, we'll look at three key areas where the shift to a dynamic future could be led by C++ developers.

1. High-Performance Computing (HPC) & Parallel Processing

Driving Scalability with Multithreading

Within high-performance computing (HPC), where managing large datasets and executing intricate algorithms in real time are critical tasks, C++ is still an essential tool. The fact that C++ supports multithreading and parallelism is becoming more and more important as parallel processing-oriented designs, like multicore CPUs and GPUs, become more commonplace.

Multithreading with C++

At the core of C++ lies robust support for multithreading, empowering developers to harness the full potential of modern hardware architectures. C++ developers adept in crafting multithreaded applications can architect scalable systems capable of efficiently tackling computationally intensive tasks.

C++ Empowering HPC Solutions

Developers may redefine efficiency and performance benchmarks in a variety of disciplines, from AI inference to financial modeling, by forging HPC solutions with C++ as their toolkit. Through the exploitation of C++'s low-level control and optimization tools, engineers are able to optimize hardware consumption and algorithmic efficiency while pushing the limits of processing capacity.

2. Embedded Systems & IoT

Real-Time Responsiveness Enabled

An ability to evaluate data and perform operations with low latency is required due to the widespread use of embedded systems, particularly in the quickly developing Internet of Things (IoT). With its special combination of system-level control, portability, and performance, C++ becomes the language of choice.

C++ for Embedded Development

C++ is well known for its near-to-hardware capabilities and effective memory management, which enable developers to create firmware and software that meet the demanding requirements of environments with limited resources and real-time responsiveness. C++ guarantees efficiency and dependability at all levels, whether powering autonomous cars or smart devices.

Securing IoT with C++

In the intricate web of IoT ecosystems, security is paramount. C++ emerges as a robust option, boasting strong type checking and emphasis on memory protection. By leveraging C++'s features, developers can fortify IoT devices against potential vulnerabilities, ensuring the integrity and safety of connected systems.

3. Gaming & VR Development

Pushing Immersive Experience Boundaries

In the dynamic domains of game development and virtual reality (VR), where performance and realism reign supreme, C++ remains the cornerstone. With its unparalleled speed and efficiency, C++ empowers developers to craft immersive worlds and captivating experiences that redefine the boundaries of reality.

Redefining VR Realities with C++

When it comes to virtual reality, where user immersion is crucial, C++ is essential for producing smooth experiences that take users to other worlds. The effectiveness of C++ is crucial for preserving high frame rates and preventing motion sickness, guaranteeing users a fluid and engaging VR experience across a range of applications.

C++ in Gaming Engines

C++ is used by top game engines like Unreal Engine and Unity because of its speed and versatility, which lets programmers build visually amazing graphics and seamless gameplay. Game developers can achieve previously unattainable levels of inventiveness and produce gaming experiences that are unmatched by utilizing C++'s capabilities.

Conclusion

In conclusion, there is no denying C++'s ongoing significance as we go forward in the field of software engineering. C++ is the trend-setter and innovator in a variety of fields, including embedded devices, game development, and high-performance computing. C++ engineers emerge as the vanguards of technological growth, creating a world where possibilities are endless and invention has no boundaries because of its unmatched combination of performance, versatility, and control.

FAQs about Future Trends in Software Engineering Shaped by C++

How does C++ contribute to future trends in software engineering?

C++ remains foundational in software development, influencing trends like high-performance computing, game development, and system programming due to its efficiency and versatility.

Is C++ still relevant in modern software engineering practices?

Absolutely! C++ continues to be a cornerstone language, powering critical systems, frameworks, and applications across various industries, ensuring robustness and performance.

What advancements can we expect in C++ to shape future software engineering trends?

Future C++ developments may focus on enhancing parallel computing capabilities, improving interoperability with other languages, and optimizing for emerging hardware architectures, paving the way for cutting-edge software innovations.