#Vehicle Audio System

[caraudioexpertaustralia0]

Headunit With Carplay For Chevrolet TRAX HIGH | 2017 | 9INCH

Headunit With Carplay For Chevrolet TRAX HIGH | 2017 | 9INCH

[josephtrohman]

my brain is so rotten for rpf i suggested reading my fav fics aloud for my partner. and it happened yesterday i read (a chapter of) one out loud with him and he enjoyed it. converting everyone…so sick n twisted of me…

[vmantras]

Tata Nexon EV Empowered MR: The Future of Indian Electric SUVs

₹17.49Lakh General Overview The Tata Nexon EV Empowered MR is a significant step forward in India’s electric vehicle (EV) evolution. It’s designed to cater to environmentally-conscious buyers while offering the practicality and style of a compact SUV. Its local manufacturing ensures competitive pricing and easy access to service across the country. Key Strengths: Indian origin aligns with the…

[jcmarchi]

Agentic AI: How Large Language Models Are Shaping the Future of Autonomous Agents

New Post has been published on https://thedigitalinsider.com/agentic-ai-how-large-language-models-are-shaping-the-future-of-autonomous-agents/

Agentic AI: How Large Language Models Are Shaping the Future of Autonomous Agents

After the rise of generative AI, artificial intelligence is on the brink of another significant transformation with the advent of agentic AI. This change is driven by the evolution of Large Language Models (LLMs) into active, decision-making entities. These models are no longer limited to generating human-like text; they are gaining the ability to reason, plan, tool-using, and autonomously execute complex tasks. This evolution brings a new era of AI technology, redefining how we interact with and utilize AI across various industries. In this article, we will explore how LLMs are shaping the future of autonomous agents and the possibilities that lie ahead.

The Rise of Agentic AI: What Is It?

Agentic AI refers to systems or agents that can independently perform tasks, make decisions, and adapt to changing situations. These agents possess a level of agency, meaning they can act independently based on goals, instructions, or feedback, all without constant human guidance.

Unlike conventional AI systems limited to fixed tasks, agentic AI is dynamic. It learns from interactions and improves its behavior over time. A essential feature of agentic AI is its ability to break down tasks into smaller steps, analyze different solutions, and make decisions based on various factors.

For instance, an AI agent planning a vacation could assess the weather, budget, and user preferences to recommend the best tour options. It can consult external tools, adjust suggestions based on feedback, and refine its recommendations over time. Applications for agentic AI span from virtual assistants managing complex tasks to industrial robots adapting to new production conditions.

The Evolution from Language Models to Agents

Traditional LLMs are powerful tools for processing and generating text, but they primarily function as advanced pattern recognition systems. Recent advancements have transformed these models, equipping them with capabilities that extend beyond simple text generation. They now excel in advanced reasoning and practical tool usage.

These models can formulate and execute multi-step plans, learn from past experiences, and make context-driven decisions while interacting with external tools and APIs. With the addition of long-term memory, they can retain context over extended periods, making their responses more adaptive and meaningful.

Together, these abilities have opened new possibilities in task automation, decision-making, and personalized user interactions, triggering a new era of autonomous agents.

The Role of LLMs in Agentic AI

Agentic AI relies on several core components facilitating interaction, autonomy, decision-making, and adaptability. This section explores how LLMs are driving the next generation of autonomous agents.

LLMs for Understanding Complex Instructions

For agentic AI, the ability to understand complex instructions is crucial. Traditional AI systems often require precise commands and structured inputs, limiting user interaction. LLMs, however, allow users to communicate in natural language. For example, a user can say, “Book a flight to New York and arrange accommodation near Central Park.” LLMs grasp this request by interpreting location, preferences, and logistics nuances. The AI can then carry out each task—from booking flights to selecting hotels and arranging tickets—while requiring minimal human oversight.

LLMs as Planning and Reasoning Frameworks

A key feature of agentic AI is its ability to break down complex tasks into smaller, manageable steps. This systematic approach is vital for solving more significant problems effectively. LLMs have developed planning and reasoning capabilities that empower agents to perform multi-step tasks, much like we do when solving math problems. Think of these capabilities as the “thinking process” of AI agents.

Techniques such as chain-of-thought (CoT) reasoning have emerged to help LLMs achieve these tasks. For example, consider an AI agent assisting a family save money on groceries. CoT allows LLMs to approach this task sequentially, following these steps:

Assess the family’s current grocery spending.

Identify frequent purchases.

Research sales and discounts.

Explore alternative stores.

Suggest meal planning.

Evaluate bulk purchasing options.

This structured method enables the AI to process information systematically, like how a financial advisor would manage a budget. Such adaptability makes agentic AI suitable for various applications, from personal finance to project management. Beyond sequential planning, more sophisticated approaches further enhance LLMs’ reasoning and planning abilities, allowing them to tackle even more complex scenarios.

LLMs for Enhancing Tool Interaction

A significant advancement in agentic AI is the ability of LLMs to interact with external tools and APIs. This capability enables AI agents to perform tasks such as executing code and interpreting results, interacting with databases, interfacing with web services, and managing digital workflows. By incorporating these capabilities, LLMs have evolved from being passive processors of language to becoming active agents in practical, real-world applications.

Imagine an AI agent that can query databases, execute code, or manage inventory by interfacing with company systems. In a retail setting, this agent could autonomously automate order processing, analyze product demand, and adjust restocking schedules. This kind of integration expands the functionality of agentic AI, enabling LLMs to interact with the physical and digital world seamlessly.

LLMs for Memory and Context Management

Effective memory management is vital for agentic AI. It allows LLMs to retain and reference information during long-term interactions. Without memory, AI agents struggle with continuous tasks. They find it hard to maintain coherent dialogues and execute multi-step actions reliably.

To address this challenge, LLMs use different types of memory systems. Episodic memory helps agents recall specific past interactions, aiding in context retention. Semantic memory stores general knowledge, enhancing the AI’s reasoning and application of learned information across various tasks. Working memory allows LLMs to focus on current tasks, ensuring they can handle multi-step processes without losing sight of their overall goal.

These memory capabilities enable agentic AI to manage tasks that require ongoing context. They can adapt to user preferences and refine outputs based on past interactions. For instance, an AI health coach can track a user’s fitness progress and provide evolving recommendations based on recent workout data.

How Advancements in LLMs Will Empower Autonomous Agents

As LLMs continue to advance with interaction, reasoning, planning, and tool usage, agentic AI will become increasingly capable of autonomously handling complex tasks, adapting to dynamic environments, and collaborating effectively with humans across various domains. Some of the ways AI agents will prosper with the advancing abilities of LLMs are:

Expanding into Multimodal Interaction

With the growing multimodal capabilities of LLMs, agentic AI will engage with more than just text in the future. LLMs can now incorporate data from various sources, including images, videos, audio, and sensory inputs. This allows agents to interact more naturally with different environments. As a result, AI agents will be able to navigate complex scenarios, such as managing autonomous vehicles or responding to dynamic situations in healthcare.

Improved Reasoning Capabilities

As LLMs enhance their reasoning abilities, agentic AI will thrive in making informed choices in uncertain, data-rich environments. It will evaluate multiple factors and manage ambiguities effectively. This capability is essential in finance and diagnostics, where complex, data-driven decisions are critical. As LLMs grow more sophisticated, their reasoning skills will foster contextually aware and thoughtful decision-making across various applications.

Specialized Agentic AI for Industry

As LLMs progress with data processing and tool usage, we will see specialized agents designed for specific industries, including finance, healthcare, manufacturing, and logistics. These agents will handle complex tasks such as managing financial portfolios, monitoring patients in real-time, adjusting manufacturing processes precisely, and predicting supply chain needs. Each industry will benefit from agentic AI’s ability to analyze data, make informed decisions, and adapt to new information autonomously.

Multi-agent Systems

The progress of LLMs will significantly enhance multi-agent systems in agentic AI. These systems will comprise specialized agents collaborating to tackle complex tasks effectively. With LLMs’ advanced capabilities, each agent can focus on specific aspects while sharing insights seamlessly. This teamwork will lead to more efficient and accurate problem-solving as agents simultaneously manage different parts of a task. For example, one agent might monitor vital signs in healthcare while another analyzes medical records. This synergy will create a cohesive and responsive patient care system, ultimately improving outcomes and efficiency in various domains.

The Bottom Line

Large Language Models rapidly evolve from simple text processors to sophisticated agentic systems capable of autonomous action. The future of Agentic AI, powered by LLMs, holds tremendous potential to reshape industries, enhance human productivity, and introduce new efficiencies in daily life. As these systems mature, they promise a world where AI is not just a tool but a collaborative partner, helping us navigate complexities with a new level of autonomy and intelligence.

[black-diamond-unlimited]

Stay Connected: Upgrading Your Truck's Audio and Infotainment System

In a world where technology is rapidly advancing, keeping your truck's audio and infotainment system up-to-date is crucial for an enhanced driving experience. Whether you are navigating the busy streets of Houston or cruising through the vast landscapes of Texas, a modern audio system can transform your ride. This blog explores how to upgrade your truck's technology, focusing on the best truck audio accessories in Texas, including in-depth insights for Houston truck audio systems.

Why Upgrade Your Truck's Audio and Infotainment System?

Upgrading your truck's audio and infotainment system not only improves the quality of your travel experience but also increases the resale value of your vehicle. Modern systems offer advanced features such as smartphone integration, GPS navigation, enhanced audio quality, and voice-controlled operations, making them indispensable for truck owners.

Assessing Your Current System

Before you dive into purchasing new accessories, it's essential to evaluate your current system. Consider the audio quality, the age of the system, connectivity options, and whether it meets your current needs. This assessment will help you understand what enhancements are necessary and which products will be compatible with your truck.

Choosing the Right Accessories

When it comes to upgrading, the options are vast. Here are some key accessories you should consider:

Head Units: A high-quality head unit is the foundation of any good audio system. Look for units that offer touch screen interfaces, robust navigation systems, and seamless smartphone connectivity.

Speakers: Replacing your truck's factory speakers with high-performance models can significantly improve sound quality. Consider components like subwoofers and tweeters for a more dynamic audio experience.

Amplifiers: To get the most out of your new speakers, consider adding an amplifier that can power them without distortion.

Sound Deadening Materials: Installing sound deadening materials in your truck can drastically reduce road noise, allowing for clearer sound quality.

Installation Tips

While some truck enthusiasts may opt for DIY installation, professional installation is recommended to ensure that your new system functions correctly. Professionals can also help integrate new components with existing systems to achieve the best sound and functionality.

Maintaining Your System

Proper maintenance is key to ensuring the longevity and performance of your upgraded audio system. Regular checks can prevent issues and help maintain sound quality. Additionally, keeping your system's software updated ensures compatibility with newer devices and media formats.

Where to Buy in Texas

Texas truck accessories shops, especially those specializing in audio systems in Houston, offer a wide range of products and services. These local shops not only provide expert advice tailored to your specific needs but also often feature the latest advancements in truck audio technology.

Conclusion

Upgrading your truck's audio and infotainment system is a worthwhile investment that can dramatically enhance your driving experience. By selecting the right accessories, such as those available from Black Diamond Unlimited, and ensuring professional installation, you can enjoy high-quality audio and modern functionality on the roads of Texas. Whether it's for personal enjoyment or increasing your truck's value, the right upgrades can make all the difference. Remember, in the world of truck modifications, the possibilities are unlimited with Black Diamond Unlimited.

Upgrading your audio and infotainment system not only caters to your need for quality sound but also keeps you connected and secure on your travels. Explore the best of what Texas has to offer and turn your truck into a sanctuary of sound and technology.

[carstylein]

The Impact of High-End Car Audio on Your Driving Experience in Delhi NCR

Introduction

Driving through the streets of Delhi NCR can be quite an adventure. The constant honking, traffic congestion, and diverse sounds of the city can either elevate your driving experience or make it overwhelming. At Carstylein, we understand the importance of creating a serene oasis within your vehicle. That's why we offer high-end audio systems for cars in Delhi NCR, along with 4x4 modification options. 

In this article, we'll explore how a high-end car audio system can transform your driving experience in this vibrant region.

1. Enhanced Sound Quality

The best benefit of investing in a high-end car audio system is the unmatched sound quality. In a city, where traffic noise can be frustrating, a premium audio system can provide crystal-clear audio, allowing you to enjoy your favorite music, podcasts, or audiobooks easily. Whether you're stuck in traffic on the Delhi-Gurgaon Expressway or cruising through the streets of Connaught Place, superior sound quality can make your journey more enjoyable.

2. Immersive Experience

Imagine the joy of feeling like you're in a live concert while sitting in your car. High-end audio systems create an immersive audio experience by delivering rich, full-bodied sound that surrounds you. Whether you're a music enthusiast or just want to make your daily commute more enjoyable, this immersive experience can elevate your drives in Delhi NCR.

3. Noise Isolation

Delhi NCR's traffic noise and constant honking can be stress-inducing. A premium car audio system can help counteract this by providing noise isolation features. These systems use advanced technology to cancel out external sounds, allowing you to enjoy a peaceful, quieter ride even in the midst of chaos.

4. Customization Options

Carstylein offers a wide range of high-end audio systems for cars in Delhi NCR, giving you the freedom to customize your car's audio setup according to your preferences. Whether you prefer a powerful bass, crisp treble, or a balanced sound profile, you can tailor your audio system to your liking.

5. Connectivity

In today's era of smartphones and streaming services, staying connected is crucial. When it comes to high-end car audio systems, they offer some fantastic connectivity features. These systems are often equipped with advanced options like Bluetooth, USB ports, and seamless integration with your smartphone. What this means is that you can effortlessly link up your device and enjoy your favorite music or content while you're on the move. It's all about making your driving experience more convenient and enjoyable.

6. Resale Value

Investing in a high-end car audio system can also enhance the resale value of your vehicle. Many buyers in Delhi NCR appreciate the added value of a premium audio system, making it a worthwhile investment.

7. 4x4 Modification

If you're an adventure enthusiast, consider exploring our 4*4 modification vehicle in Delhi NCR. Whether you're planning an off-road excursion to the Aravalli Hills or a weekend getaway to the nearby hills, a modified 4x4 vehicle can open up new avenues for exploration and thrill.

Conclusion

When you are driving through a vibrant region, favorite music can cheer up you and make the drive more enjoyable. A high-end audio system for cars in Delhi NCR from Carstylein can truly transform your journey. With enhanced sound quality, noise isolation, customization options, and advanced connectivity, you can create a haven of tranquility within your car. Additionally, our 4x4 modification services open up a world of adventure for those looking to explore the rugged terrain. Elevate your driving experience with high-end audio and 4x4 modifications, and let every journey be a memorable one.

Also, Read:

The Importance of Regular Maintenance for Your Modified 4x4 in Delhi NCR

How to Maintain the Shine: Car Paint Protection Tips from Experts

Originally Published by: https://carstylein.blogspot.com/

[btreeseo]

https://camauto.ae/

[valtsv]

can you explain what's the silt verses or what is it about? i saw the god-bitten post and got curious

the silt verses is a speculative fiction/folk horror audio drama based on the premise of a society built on polytheistic worship of gods, which are empirically real and tangibly affect the world the characters live in. these gods, and the sociocultural and political frameworks surrounding them, are used as a narrative vehicle for themes of anticapitalism, body horror, alienation, the nature of humanity, relationships between people and how they form and fracture, grief, consumerism, cycles of abuse, and the idea of power, among other things. it draws inspiration from true detective season 1, the works of horror fiction writers such as robert w. chambers, existing folk horror stories such as the wicker man, and of course real life. the primary protagonists you follow are are carpenter and faulkner, two worshippers of an outlawed river god - one a naive, zealous neophyte, the other an old, jaded child of the faith - but supporting cast gradually take up paths that widen the scope of the narrative - paige, a disillusioned marketing executive who wants to find a way to use her skills as a driving force for real change; hayward, a cynical law enforcer aware and resentful of his own dead-end existence; shrue, a controversial electoral candidate hoping to reform the system from within; and VAL, an experimental sentient weapon with her own perspective and will.

[gamerwoman3d]

Please Be Bi-Han 🙏

🔞 An MK1 x Reader 🔞

You aren't supposed to be in this timeline.

And to you, this timeline shouldn't exist. But it does. And this timeline is particularly exploitable, given the things you know which no one else in this timeline does. You slip into the timeline and abuse your knowledge to unethically gain just enough wealth to live very, very comfortably. And you laugh because this timeline is literally just a game to you. Admittedly, you came here to try to seduce the hotties. But when you figured out just how easy it would be to game the financial system here, you did that.

Imagine not being shocked at all to see Liu Kang at your doorstep with his Lin Kuei goons. You could laugh. You know him. You know all three, no, all four of them; your attraction to them is what initially drew you to this timeline. The fourth you knew by smell alone; the campfire scent in the air proved that Smoke was with them, somewhere ready for action yet invisible to your eyes.

Imagine closing the door to your beautiful private mansion in their face before any of them even speak. Imagine bolting it, locking it, chaining it, only to tell them through the speaker, "Whoever breaks this door down and finds me first gets laid."

🔞 Spicy/Explicit after the cut 🔞

Now you, you have installed several small panic rooms throughout your mansion with which to play hide and seek. So you go do that, smirking to yourself as you watch the group through the security cam app on your phone. But back up a moment to just before these guys arrived.

Liu Kang smirked as he collected his warriors at the edge of a portal that would lead conveniently into a hidden driveway outside the privacy walls near your garden.

"I have a fun little mission for us today. Geras discovered someone manipulating the financial trajectory of our timeline that isn't supposed to be here. We need to go get them, and convince them to stop, without violence."

"Respectfully, Lord Liu Kang - If you don't need violence, why did you call us? If we can't stab it, it's most likely someone else's problem," Smoke said out of turn.

"There are other methods of coercion, Smoke. And if Geras' revelations for this mission are proven true, then methods of seduction are on the table," Liu Kang responded flatly.

Liu Kang wanted to laugh. The synchronized single-eyebrow raise of the three masked ninjas before him was too cartoonish to seem real.

Fast forward.

You get a good run, scrambling to your hiding place.

"I thought this might be the case," you hear Liu Kang say in your earbud, from audio played through the phone collected from the front door security recorder.

"Seduction really is the game this evening," Scorpion said, "even with you saying as much, I am still surprised."

"Are we making a competition of it? Or am I the only one that will be chasing after that cutie?" said Smoke from seemingly nowhere.

"Don't blow your cover, brother. We're not sure if we're being recorded. It could give us an advantage if you'd keep quiet," Sub-Zero said.

"It's a competition," Scorpion interjected before slamming his boot into the door, rattling it in it's frame.

A few kicks, body slams did nothing. Sub-Zero guided the others out of the way, froze the door handle in it's place, then pulled the mechanism - deadbolts and all - through the crystallized steel. He tossed it to the side and booted open the door, which swung freely and hit the interior wall with such force that one might have expected the crash to come from a vehicle accident.

You bounce in your place, trying not to giggle as you watch the men through your tablet. You had hoped Bi-Han would breech the door first, but now the men crept inside and began to hunt for you. You saw all except Smoke, just before the power went down, taking your security feed with it.

You were in the dark, now, lit only by the glow of a tablet that showed the wifi disconnected. You swiftly realized that Smoke must have gone to cut the power - and had the foresight to cut the backup power first.

Smart of him, you thought. But now, in the dark, there was nothing left to do but wait for one of them to discover your hiding spot. Every little noise you heard made your heart jump in anticipation of being caught.

"Please be Bi-Han, please be Bi-Han," you chanted in a whisper under your breath.

FOR PART TWO - LINKS BELOW POLL

...

And now I'll be a bit evil.

ADVENTURE TIME. C'MON GRAB -

Part 2a(i): Sub-Zero discovers F! Reader

Part 3a(i): Sub-Zero toys with F! Reader (to be read after part 2a(i)

Part 2b(i): Smoke discovers F! Reader

Part 2b(ii): Smoke discovers M! Reader

Part 3b(i): Smoke fucks F! Reader (to be read after part 2b(i)

[bbonnenuit]

The Smiths.

notes: chrollo is yandere, although the fic is lighthearted. the biggest warning is the fact that chrollo looks like he'd listen to the smiths /j, another bigger warning is that reader is an avid the smiths hater. im not tho, all for fun. female reader.

 “Daydreaming again, I see?”

   It would be a lie to say that Chrollo’s voice isn’t at the slightest bit pleasant to hear. It’s soft and smooth, but accompanied with a confident low timbre that you think might be the source of it’s charm. 

   You often wish you both don’t share a language to speak over, so whatever he speaks would be foreign yet pleasant gibberish in your ears. And maybe you’d be able to close your eyes and sleep. You’d be able to treat him as the background noise of some radio host talking about something as mundane as today’s newest dramas. 

  You don’t find the need to chase the impossible ideal this time. One doesn’t need to be a linguist expert in order to know no malice or warning is present in his voice, though one might need a bachelor’s degree and over four decades of experience in psychology to know he truly means nothing behind his calm demeanor. 

   You sign yourself to a fate you’re unsure of, and though it’s foolish, there’s nothing you can do anyway. You’re stuck with him, in a moving four-wheeled compartment, that’s also stuck in traffic. 

   “The music’s good.” Is all you say, and he hums in understanding. 

     Silence falls over the two of you again.

   You almost brought back the colorful reverie you were in before he decided to interject, until he reached for his phone to change the music. Oh, bluetooth, the convenient technology you are. His phone is located on the right of his steering wheel, far away from your reach. If he had reached for the audio system you would’ve been (maybe) able to slap his hand away. 

   “Hm, I’d rather you pay attention to me.” The lilt in his voice is unmistakable. And you almost gag, was that an attempt in flirting? Blegh.  

   “I’ll just stare at the cars,” Headlights and astigmatism can make a good duo, you remind yourself. 

   Chrollo hums again, You can almost laugh, so being stuck in your own daydreams and practically doing nothing is unacceptable, but staring at cars is alright? 

  You stare at a car, observing the way the light that emits from it’s headlights become blurry in your sights, they almost take shape of stars in your opinion. 

   So you set your sights on a particularly small black car in front of you, must be a Toyota or Avanza or something. You can’t tell, it’s got four wheels and headlights, so it’s a car. You could care less about what it is. That is why you weren’t all so interested when Chrollo took you a look into his….Rolls… Rolls what? Oh, right, Rolls Royce. It’s a fancy one, you can tell. He was exuding quite an air of importance when he was leading you towards the high-end vehicle located in the restaurant’s parking lot, there were some on-lookers around that spot that expressed interest at the car. It means something when even people of the middle-upper class are showing interest.

   Whatever ego that had probably swelled within Chrollo must’ve popped like a balloon, or so you hope, because you did nothing more than give him a thumbs up before letting yourself in the passenger’s seat. You also didn’t miss the way he was preparing to tell you about the car’s compartments and specialties that made it cost years of labor. Ah, you’re certain he didn’t gain this vehicle from labor, though. 

   Fancy car or not, everyone’s equally stuck in this traffic. 

   Fancy car or not, doesn’t determine that the song played inside the compartment is free from your judgment or not.

   “What song is this? You ask, although you know the answer. You somehow need an assurance that he is lucid. 

   “Please, please, please, by The Smiths.” He says, pleasant with his song of choice. 

   What an ironic song and artist of choice. 

    It’s harder to hide in a cackle than a scowl, you’d almost forgotten. Any voice you let out threatens to come out as sharp laughter and any breathe you intake threatens to become a wheeze. You could hardly contain yourself. 

   “Oh…” Is all you say before pausing, afraid anything else you will say will turn into a rowdy session of laughter. Unsure if you should speak further or not. But the inquisitive look he offers you somehow serves as a push rather than something that usually wants you to further seal your lips shut in fear you would say the wrong thing and earn his silent ire. It’s far, far harder to hide a cackle than a scowl, but months of training yourself to hide certain expressions whenever Chrollo is around has paid off. “What about Frank Sinatra?” 

 Chrollo smiles. Is he delighted that you find interest in one of his favorite artists? Though he’s never said it outloud, every long night drive has its silence filled with at least one Frank Sinatra song. 

   “Would you rather I change the song, dear?” He offers. And you would say yes, but this is one of the rare, rare moments where you are given the opportunity to take a jab at him. Although it’s nothing as deadly as anything a leader of the Phantom Troupe has faced, you won’t kill him or even hurt him for very long. But you are willing to do anything, at this point. 

   You feign the most pleasant voice you can muster, “Hm… That’s not really what I meant. I just didn’t think you’d listen to The Smiths.” 

   He lets out a small laugh, “Really? I have always listened to older songs around you, I suppose. I wouldn't say I like it… Hm, but it’s an interesting band.”

   So he does like it! 

   “Why do you think so?” You inquire further before adding, “Do you like this song a lot?”

   “Are you intending to interview me, (Name)?” Chrollo cocks his eyebrow, but it is only meant to tease you. 

  “Must’ve picked it up from someone.” A relentless pursuit, you press on further, “Okay though, but answer my question.” 

   Silence falls over him, as if he were in his own state of thinking so deeply, but you know it’s mainly a pretense. Whatever he wishes to say after, you know it must’ve been something he had thought of before. In any other situation, this silence often serves as to let a dreadful situation simmer in your mind.  But this time… Ah, you’re quite unsure. 

  Chrollo finally speaks,  “I’ll answer you of course.” The smile he gives you is anything but nice when you are very much aware of the condemnation those same lips bring you, “On the condition you’d kiss me after.”

  “Okay.” To his surprise, you agreed rather quickly. If that’s the sacrifice you need to make, then so be it. A kiss to soothe his soon-to-be sour, scorned face!

  He is satisfied, you can tell. He puts his elbow against the steering wheel, resting his face against his palm. “I don’t know why you’re suddenly interested, whatever designs you have in your head… Hm, I’ll know of it soon.” 

   No one fucking asked damn. You internally deadpanned, impatience is gnawing at your throat. He reminds you of how you’d write your essays when you have to reach a certain minimum word count by relentlessly dragging around a topic and beating around a bush so much that you end up writing a novel rather than an assignment. Ah… To make him anything alike to you doesn’t sound very right. Whatever, you digress. 

   Chrollo finally, finally starts. And you’re excited, elated, jovial- ah every synonym of the word happiness comes into mind. You can put any thesaurus at shame by now. “I remember the first time we met, you called me something of a hopeless romantic. At that time, I had only laughed because I found the sentiment rather off. Such nonsense. Me? An idealist of love? Love has always been a tool for me. You could only dream.”

   You cut to the chase,“Mhm, although you’ve found a contradiction because you actually enjoy those sappy songs right? Okay, what’s next?” 

   “You know me very well (You smile, excited). But that's not all (you frown, deflated).” Sweet, saccharine drips off of his voice. “I’ve never paid attention to such things, not for myself at least. I don’t ‘relate’ to those kinds of songs. But ever since I met you, it felt as if the world had shifted for me.” 

  He doesn’t stop, and for once you are glad he isn't, “My world has shifted and taken a hole in itself, one that has been carved into the shape of you.” 

  It is interesting how he is able to muse so freely about you, in front of you. Where is the shame and decorum?

   “And I do quite like this song, in all honesty.” His gaze meets yours, and grey eyes bore into your soul. “It really does remind me of the one I love so dearly.” 

   Please, please, please, let me get what I want… Those lyrics loop in your head over and over again. You should be sick with the abundance of affection he has for you that makes you seethe. And you would claw at the leather seats, avert your gaze, and try to block him out as much as you can. But tonight, you feel fucking amazing. 

  You can barely handle it. 

   “Dude, come on,” Your voice is off by an octave and you swear you can burst. Chrollo on the other hand finds satisfaction melting off of his face over the term being used to refer to him, outright calling him a bastard or a monster might be better. You make it a mental note to call him ‘dude’ more. “The Smiths is for losers.” 

   …

   “Pardon?’ 

   “The Smiths is for losers.” You repeat yourself before adding, “It’s for guys who can’t get any, for guys who waddle in sadness for something they can’t get, guys who are always up their own ass. Condescending guys who are secretly insecure, manipulative guys, guys who play guitar and get sad then do weed…” You are kind enough to give a long-winded further explanation.  Chrollo does not share the same sentiment. 

  Chrollo’s countenance seems unchanging at first, but it is not a waste, for you saw a split second of confusion, then something of offense written on his face before it smoothes out into the uncannily still expression he always wears. His lips open, then close, as if he’s mulling over an answer.

   “Are you insinuating I am that type of person, dearest?’ 

   "I mean if the shoe fits...? Well, what do you think?"

    He sighs like it’s obvious,  “That you made the wrong accusation over baseless data.” 

    “I’m not accusing you of anything!” You hold your hands up in mock defense, “Just telling you something everyone kind of agrees on. Things don’t have to be written in numbers or books… Sometimes it’s just a consensus. Everyone and their mom agrees on it."

   You are relentless tonight, so you continue again though Chrollo prompts nothing from your newfound talkative nature tonight, something you’re sure he would actually love in a different situation. 

   “These are the kind of guys girls avoid you know? People call it something of a warning. Like, ‘avoid guys who listen to The Smiths’.  I don’t mean to generalize or anything, but guys who listen to songs like that don’t end up to be very well in the head. And I also don’t mean to believe rumors but… Well…” You cough awkwardly, but it’s meant to deliver an unspoken message you know will only further test his ire. But you think you have had enough fun for tonight, you don’t wish to turn the night sour for you after all.

   …Or so you thought. 

   “So I’m just trying to say that you should treat me a little better, you know what I mean? I’m putting up with a lot” Everything you say here are meant to be a 50% insult, 30% jab, and 20% jokes. But the last thing you said, you can’t lie and say that you hope he’d take further thought on that. You yearn to hopefully be able to get out of the hotel room that serves as your grandiose cage more, and when you do, you aren’t being watched by an unknown amount of eyes that you know trail on to you by the shadows. That is all you wish for, really. That is to say, you can only wonder what his standards are for ‘treating you better’. 

   Ah, the smile he has on his face is different from before. This one is a sign that your fun is coming to a quick halt. 

   “So that’s what you’re getting at? Resourceful little minx you are.” 

   Why is he sounding so delighted over your insults, is he a masochist? Is he stupid? It’s your turn to cock your eyebrow. 

  “Have you enticed me in this long-winded conversation simply because you wanted to be treated a little better? And the way you had agreed so quickly to that kiss… " He puts a hand to his chest, a mockery of an apology. "Oh, I'm sorry, I didn’t mean to be so blind to your need for affection. You've gone through lengths to communicate your need, I'm very grateful."

  You let out a humorless laugh, “Pardon?” He is just truly-! Argh, whatever! “Did you not hear anything else I said?” You make sure to enunciate your words properly, afraid he might have some sort of hearing problems, well he does and you’re certain it has a name. What was it again? Oh right, an unfortunate combination of delusion and selective hearing… 

  “I know you tend to turn a little childish when you can’t get what you want. That’s not a quality many men like either. So, be a little kinder to me, won’t you?” 

  “Women don’t usually like mass murderers either. Anyone in their right mind, actually.”

   He hums, “That orange container of pills by your nightstand says otherwise. Not the best defense, try again?” 

   “You'd have some too, you just don't have any because you don't go to therapy."

   “Hm, keeping up that attitude won’t make me kiss you any sooner.” 

   “Then I’ll gladly keep this attitude!” 

   Unfortunately you don’t. You’re angry enough to have the energy to spew a million insults at lightspeed against him, but too angry to form a coherent thought that you’re certain would give him a decent jab. And to be frank, you’re rather spent. When you (reluctantly) asked Chrollo what time it was, thankfully he gave you a proper response. A quick tap of his phone showed that it was two and a half hours above your usual bedtime. The clothes you have aren’t the most comfortable either, while it’s not short they certainly expose areas where the wind would have too much fun dancing over. 

   Traffic is clearing as you can see the hotel you are both staying in come into view. You relax at the sight. You can almost feel the warm bath you will be soaking yourself in, what scent will you choose tonight? Rosemary, lavender… Ah, you can smell them already. You prompt to close your eyes for a moment of rest, but you find yourself sleeping on the rest of the way back.

   You feel fingers combing your locks stirring you awake, they’re Chrollo’s, obviously. Although you are half conscious, you recognize that scent of sandalwood and amber anywhere, as much as you’re ashamed to admit it. 

  “Do you want me to carry you?” Chrollo asks, and you murmur something in between a noise of annoyance and a ‘no’. He chuckles at this sight. “Alright then.” 

   He gives a soft peck on your lips, it’s warm. You almost lean in when the warmth of his lips leave yours, this half-conscious state gives him a moment of your vulnerability he has set his eyes on,  the one he relentlessly pursues after so much. But you know that even when he has a grasp at your vulnerability, it won’t stop him from digging for more. Greedy, ruthless man that he is, he will never stop. 

  “You are absolutely precious, you know that? Even if your mouth tends to run without care” Is that condescension or admiration in his voice? Pity, you can’t tell in the state you are in. You’re drunk from the lack of sleep and the future victory you have in mind. 

  “Before I answer that…” Your voice is barely above a whisper, Chrollo merrily leans in closer to hear you. Your lips ghost by the shell of his ear… 

  …

  “Name five songs from The Smiths. Are you like an actual fan or is it just FOMO?” 

   He just sighs. 

header from https://id.pinterest.com/pin/334040497376021340/

[caraudioexpertaustralia0]

Headunit With Carplay For Ford Ecosport 2018+ HIGH | 10INCH

Headunit With Carplay For Ford Ecosport 2018+ HIGH | 10INCH

[twstgarden]

❁ ❝ 𝗿𝗮𝗶𝗻𝘆 𝗿𝗼𝗮𝗱 𝘁𝗿𝗶𝗽 ❞

━ third years and gn! driver! reader (reader can either be yuu or an oc/twstsona) ━ going on a road trip all around sage's island with the third years until it unexpectedly rains, leaving you with no choice but to park somewhere and have a conversation with the third years. (f/n means first name)

do not steal or translate without my permission.

"oi, are you sure you can drive?"

leona's inquisitive question along with a raised brow made you scoff as you spoke proudly, "relax, leona. i can handle it~ be a passenger princess for now, will ya'?"

"he can hardly be a proper prince, what makes you think he'd do well as a passenger princess?" remarked vil as he looked at leona with a nasty gaze. "i'm surprised n/n has a car in the first place," added cater as he laughed a bit before connecting his phone to the bluetooth audio system of the car, "an 11-seater suv out of all cars..."

"quite a large vehicle," mumbled malleus as he looked around the interior of the car, sitting by the window with lilia beside him. the older fae chuckled at malleus' curiosity before looking at your eyes through the rear view mirror, "where are we heading, little one?"

you let out a hum as you inserted the key in the ignition, looking at lilia through the rearview mirror as you spoke, "just around the island."

"so, wasting petrol?" mumbled idia as he sat in the furthest back seat. he initially did not want to come, but lo and behold, ortho did his little negotiating and now, here he was, seated beside trey in the last row of the back seat.

"...no, not wasting petrol. we'll just tour around the island, y'know? stop by at some restaurants, look at the scenery, pass by the beach near rsa..."

the moment you mentioned rsa, a series of groans were heard in the car as you sighed to yourself. "relax, we won't park anywhere near rsa, if that's what you guys are worried about," you spoke as the engine started and you were now prepared to start driving, "and anyway, this ain't my car. i rented it somewhere nearby."

"...that sounds suspicious," spoke vil as he sat properly on the middle seat, looking at you through the rearview mirror before looking ahead as you started driving. "don't worry, professor crewel was there to rent it out for me... as long as i won't break the car, i'll be fine," you reassured as you started driving, leaving the gates of night raven college and slowly ascending down the mountain where the school was located.

"be careful. you're in the presence of royalty," snickered leona as he looked ahead on the road while you continued driving. you rolled your eyes at his remark as you spoke, "don't worry, i'm not a reckless driver. i will make sure malleus won't get hurt."

malleus smiled at your words, while leona sneered. "i meant me. i'm the one in the front seat. who cares what happens to vil and that bastard back there, i'm the one with higher risk," spoke leona. you weren't sure if he was messing with you, but you still smiled as you found it refreshing to know that he was comfortable enough with you to say such things. on the other hand, malleus and vil glared at the savanaclaw dorm leader for his remarks.

"oh, magnifique! isn't this a wonderful time to bond? a road trip around the beautiful sage's island with them as our personal driver!" cheered rook as he seemed to be very happy. "let's just hope we're alive by the time our road trip ends," added vil as he gave you a teasing smile through the rearview mirror, knowing that you can clearly see him there.

you scoffed at his words as you spoke, "now you guys are just being mean~"

by the time you drove around the street, passing by a few bakeries and shops, you looked at your rearview mirror and noticed how idia was only looking out the window in silence, which made you reduce the volume of the song playing through the bluetooth car stereo.

"hey, ids."

his eyes immediately met yours through the rearview mirror as you spoke, "wanna buy some snacks? i can stop by at a convenience store or a bakery."

"a-any's fine..." mumbled idia, looking away as he hid his face in the backseat, making trey glance at idia before looking at you through the rearview mirror. "i won't mind visiting the bakery, f/n," said trey as he smiled at you politely.

"no problemo, mister good-looking."

the heartslabyul vice leader chuckled softly at your words as cater spoke, "i wanna go to the bakery, too!" you nodded as you drove to the bakery that the first-years loved, parking nearby as you pulled up the handbrake after setting the stick shift into park mode if you were driving an automatic vehicle, or turning off the engine with a foot on the brake pedal if you were driving a manual car.

you and the rest of the third years then got out of the car and once everyone was out, you locked the vehicle before walking inside the bake shop. however, you paused by the door as you looked up and noticed that the previously sunny sky was now covered with grey clouds.

"n/n, come on! why are you still standing there?" questioned lilia as he grabbed your hand and pulled you inside the bake shop where the rest had already fallen in line, looking up at the menu as some of them started discussing what they should get.

"is there anything you want?" asked malleus as he looked down at you. you let out a thoughtful hum as you eyed the menu, opting to go for a beverage and pastry of your choice. as you voiced out your order, malleus nodded as lilia took note of your orders with the diasomnia dorm head insisting to pay for your purchase.

by the time everyone had their chosen treats, some of you sat by a nearby table as you nibbled on your pastry. malleus was seated across from you, sipping on his black coffee, while lilia was beside him as he took a bite out of his plain butter croissant.

"i can see why ace and deuce wanted to invite us along with riddle to this bakery. this place is sooooo magicammable!" cheered cater as he started taking pictures of the place, their pastries, their beverages, and even your table which had your order along with the rest's laid out on top. he and trey were standing behind you as they sipped and bit on their orders.

"hey now, drink your tea," spoke trey as he took a bite of his muffin, humming softly as he eyed it as if inspecting the treat.

beside you sat vil and on your other side was idia, you glanced at the ignihyde dorm leader and noticed his head was down as he bit on his truffles, not bothering to initiate eye contact or converse with anyone. however, he did notice your gaze on him, making him take a quick glance at you.

you smiled at him as you asked softly, "did you enjoy that?" idia hummed as he replied in a voice that only you could hear, "yeah. their truffles are hella delicious, n/n. i should probably take a picture of this place so i could show it to ortho..."

"you should," you encouraged as you took out your phone, "we can take a picture of the bakery from my phone." idia nodded and you started taking shots of the bakery, including idia's truffles on the table. then, you opted for taking a sneaky selfie of you two, you posed with your usual smile and a peace sign, while idia covered his face with one hand but still let himself be seen in your shot.

"hey, unfair~ how come you two are the only ones taking a selfie? join us, too!" exclaimed cater as he leaned his head down until his chin was inches above your shoulder, posing with a peace sign as you brought up your phone and took a picture with him.

idia returned to consuming his truffles as you pointed your front camera to you and vil, making the pomefiore dorm head raise a brow at your actions before smiling at the camera. once you took a picture with vil, he spoke, "if you're planning to post that, it'll cost you."

"don't worry~ it's for my eyes only," you spoke as you switched your front-facing camera to back-facing, pointing it ahead of you which took malleus and lilia in the frame as they were seated across from you. they noticed the camera and smiled, making you click on the shutter button as you took a picture.

sometime later, you all returned back to the vehicle and this time, rook is the passenger princess, so leona had to sit beside vil. rook then took out his camera as he took pictures of the view, but by the time you were about to leave your parking spot, the sound of thunder roaring was heard followed by the pitter-patter of the heavy rain.

"ah, it's raining," mumbled trey as he looked out the window.

"is it safe to drive back?" asked vil.

"doesn't seem safe... our school is on the top of the mountain and the road up the mountain must be slippery with how heavy the rain is..." you replied as you looked around the area, mumbling to yourself, "there must be somewhere around here where we can park safely under a shade... or an open garage..."

"there might be one nearby the crane port," spoke leona. "if not the port, we can find a parking shade nearby a hotel or residential area," added vil as he looked out the window on his left as it was a free seat, leona was on his right and behind leona was cater, behind vil was lilia, and behind the free seat was malleus. behind malleus was idia, behind cater was trey, rook was the passenger princess seated in front of leona and you were the driver seated in front of the free seat beside vil.

you started driving slowly out of the bakery's parking spot and drove around the area to look for a parking shade. it seems the gods were smiling down at you as you found a parking shade nearby a famous hotel in the central town of sage's island.

"holy shit, i found one."

a sudden flick on your shoulder made you yelp as you quickly turned to look behind you before driving towards the parking shade. it was vil who flicked your shoulder as he spoke, "watch your language." you grumbled under your breath as you parked under the parking shade, turning off the engine of the car and sighing softly as you slumped on your seat.

"sorry you guys had to be stuck under the rain in an suv..." you mumbled, looking up at the ceiling of the vehicle as rook turned to look at you, "non, non. there is no need to apologise. it's a rare experience!"

"yeah! plus this gives us more time to chat with each other before separating ways back on the campus," added cater as he and rook gave you positive smiles. "ah... extroverts..." mumbled idia to himself as he sighed softly.

"we have some leftover treats from the bakery, no? we can all sip on our drink or nibble on our treats while waiting for the weather to clear out," suggested trey.

"sure, but don't make a mess, everyone..." you said as you sat properly on your seat before turning around to face everyone else, smiling at them as you spoke, "so... did you all unwind? i know you guys have a lot to do, especially since you're all third-years."

"it was a wonderful experience," said malleus as he smiled at you. "yes! driving around with friends is really an amazing experience. i had fun. thank you, little one," added lilia as he sipped on his drink.

"how are you feeling?" asked vil as he sipped on his green tea, "you've been driving us around for almost two hours." your eyes drifted to vil as you gave him a grateful nod, "i'm alright, vil. driving is somehow therapeutic to me sometimes, so i'm all good! thank you for the concern, queen."

and so, you and the third years continued chatting for a while as the rain poured down sage's island, drenching all the streets and everything else under the sky with a pitter-patter sound. despite the gloomy weather, you were having a lighthearted conversation with the rest of the third years as smiles and laughter were seen on your faces.

'hanging out with the third years is always a pleasant experience, even vil and leona's bickering can be quite endearing every now and then...' you thought to yourself before your gaze went to malleus, 'ah, as for leona and malleus' bickering, that's still something to get used to...'

© twstgarden 2023 || please do not steal, translate without my permission, or use this to train a.i.

[vmantras]

Tata Nexon EV Fearless LR Review: Performance and Features

₹16.99Lakh Country of Origin and Design Philosophy Being designed and manufactured in India, the Tata Nexon EV Fearless LR is tailored to Indian road conditions and driving preferences. Tata Motors has developed the Nexon EV range with a focus on affordability, reliability, and cutting-edge technology. With its compact SUV body, it fits well into the urban and semi-urban markets where ground…

[jcmarchi]

AI inference in edge computing: Benefits and use cases

New Post has been published on https://thedigitalinsider.com/ai-inference-in-edge-computing-benefits-and-use-cases/

AI inference in edge computing: Benefits and use cases

As artificial intelligence (AI) continues to evolve, its deployment has expanded beyond cloud computing into edge devices, bringing transformative advantages to various industries.

AI inference at the edge computing refers to the process of running trained AI models directly on local hardware, such as smartphones, sensors, and IoT devices, rather than relying on remote cloud servers for data processing.

This rapid evolution of the technology landscape with the convergence of artificial intelligence (AI) and edge computing represents a transformative shift in how data is processed and utilized.

This shift is revolutionizing how real-time data is analyzed, offering unprecedented benefits in terms of speed, privacy, and efficiency. This synergy brings AI capabilities closer to the source of data generation, unlocking new potential for real-time decision-making, enhanced security, and efficiency.

This article delves into the benefits of AI inference in edge computing and explores various use cases across different industries.

Fig 1. Benefits of AI Inference in edge computing

Real-time processing

One of the most significant advantages of AI inference at the edge is the ability to process data in real-time. Traditional cloud computing often involves sending data to centralized servers for analysis, which can introduce latency due to the distance and network congestion.

Edge computing mitigates this by processing data locally on edge devices or near the data source. This low-latency processing is crucial for applications requiring immediate responses, such as autonomous vehicles, industrial automation, and healthcare monitoring.

Privacy and security

Transmitting sensitive data to cloud servers for processing poses potential security risks. Edge computing addresses this concern by keeping data close to its source, reducing the need for extensive data transmission over potentially vulnerable networks.

This localized processing enhances data privacy and security, making edge AI particularly valuable in sectors handling sensitive information, such as finance, healthcare, and defense.

Bandwidth efficiency

By processing data locally, edge computing significantly reduces the volume of data that needs to be transmitted to remote cloud servers. This reduction in data transmission requirements has several important implications; it results in reduced network congestion, as the local processing at the edge minimizes the burden on network infrastructure.

Secondly, the diminished need for extensive data transmission leads to lower bandwidth costs for organizations and end-users, as transmitting less data over the Internet or cellular networks can translate into substantial savings.

This benefit is particularly relevant in environments with limited or expensive connectivity, such as remote locations. In essence, edge computing optimizes the utilization of available bandwidth, enhancing the overall efficiency and performance of the system.

Scalability

AI systems at edge can be scaled efficiently by deploying additional edge devices as needed, without overburdening central infrastructure. This decentralized approach also enhances system resilience. In the event of network disruptions or server outages, edge devices can continue to operate and make decisions independently, ensuring uninterrupted service.

Energy efficiency

Edge devices are often designed to be energy-efficient, making them suitable for environments where power consumption is a critical concern. By performing AI inference locally, these devices minimize the need for energy-intensive data transmission to distant servers, contributing to overall energy savings.

Hardware accelerator

AI accelerators, such as NPUs, GPUs, TPUs, and custom ASICs, play a critical role in enabling efficient AI inference at the edge. These specialized processors are designed to handle the intensive computational tasks required by AI models, delivering high performance while optimizing power consumption.

By integrating accelerators into edge devices, it becomes possible to run complex deep learning models in real time with minimal latency, even on resource-constrained hardware. This is one of the best enablers of AI, allowing larger and more powerful models to be deployed at the edge. 

Offline operation

Offline operation through Edge AI in IoT is a critical asset, particularly in scenarios where constant internet connectivity is uncertain. In remote or inaccessible environments where network access is unreliable, Edge AI systems ensure uninterrupted functionality.

This resilience extends to mission-critical applications, enhancing response times and reducing latency, such as in autonomous vehicles or security systems. Edge AI devices can locally store and log data when connectivity is lost, safeguarding data integrity.

Furthermore, they serve as an integral part of redundancy and fail-safe strategies, providing continuity and decision-making capabilities, even when primary systems are compromised. This capability augments the adaptability and dependability of IoT applications across a wide spectrum of operational settings.

Customization and personalization

AI inference at the edge enables a high degree of customization and personalization by processing data locally, allowing systems to deploy customized models for individual user needs and specific environmental contexts in real-time. 

AI systems can quickly respond to changes in user behavior, preferences, or surroundings, offering highly tailored services. The ability to customize AI inference services at the edge without relying on continuous cloud communication ensures faster, more relevant responses, enhancing user satisfaction and overall system efficiency.

The traditional paradigm of centralized computation, wherein these models reside and operate exclusively within data centers, has its limitations, particularly in scenarios where real-time processing, low latency, privacy preservation, and network bandwidth conservation are critical.

This demand for AI models to process data in real time while ensuring privacy and efficiency has given rise to a paradigm shift for AI inference at the edge. AI researchers have developed various optimization techniques to improve the efficiency of AI models, enabling AI model deployment and efficient inference at the edge.

In the next section we will explore some of the use cases of AI inference using edge computing across various industries. 

The rapid advancements in artificial intelligence (AI) have transformed numerous sectors, including healthcare, finance, and manufacturing. AI models, especially deep learning models, have proven highly effective in tasks such as image classification, natural language understanding, and reinforcement learning.

Performing data analysis directly on edge devices is becoming increasingly crucial in scenarios like augmented reality, video conferencing, streaming, gaming, Content Delivery Networks (CDNs), autonomous driving, the Industrial Internet of Things (IoT), intelligent power grids, remote surgery, and security-focused applications, where localized processing is essential.

In this section, we will discuss use cases across different fields for AI inference at the edge, as shown in Fig 2.

Fig 1. Applications of AI Inference at the Edge across different fields

Internet of Things (IoT)

The expansion of the Internet of Things (IoT) is significantly driven by the capabilities of smart sensors. These sensors act as the primary data collectors for IoT, producing large volumes of information.

However, centralizing this data for processing can result in delays and privacy issues. This is where edge AI inference becomes crucial. By integrating intelligence directly into the smart sensors, AI models facilitate immediate analysis and decision-making right at the source.

This localized processing reduces latency and the necessity to send large data quantities to central servers. As a result, smart sensors evolve from mere data collectors to real-time analysts, becoming essential in the progress of IoT.

Industrial applications

In industrial sectors, especially manufacturing, predictive maintenance plays a crucial role in identifying potential faults and anomalies in processes before they occur. Traditionally, heartbeat signals, which reflect the health of sensors and machinery, are collected and sent to centralized cloud systems for AI analysis to predict faults.

However, the current trend is shifting. By leveraging AI models for data processing at the edge, we can enhance the system’s performance and efficiency, delivering timely insights at a significantly reduced cost.

Mobile / Augmented reality (AR)

In the field of mobile and augmented reality, the processing requirements are significant due to the need to handle large volumes of data from various sources such as cameras, Lidar, and multiple video and audio inputs.

To deliver a seamless augmented reality experience, this data must be processed within a stringent latency range of about 15 to 20 milliseconds. AI models are effectively utilized through specialized processors and cutting-edge communication technologies.

The integration of edge AI with mobile and augmented reality results in a practical combination that enhances real-time analysis and operational autonomy at the edge. This integration not only reduces latency but also aids in energy efficiency, which is crucial for these rapidly evolving technologies.

Security systems

In security systems, the combination of video cameras with edge AI-powered video analytics is transforming threat detection. Traditionally, video data from multiple cameras is transmitted to cloud servers for AI analysis, which can introduce delays.

With AI processing at the edge, video analytics can be conducted directly within the cameras. This allows for immediate threat detection, and depending on the analysis’s urgency, the camera can quickly notify authorities, reducing the chance of threats going unnoticed. This move to AI-integrated security cameras improves response efficiency and strengthens security at crucial locations such as airports.

Robotic surgery

In critical medical situations, remote robotic surgery involves conducting surgical procedures with the guidance of a surgeon from a remote location. AI-driven models enhance these robotic systems, allowing them to perform precise surgical tasks while maintaining continuous communication and direction from a distant medical professional.

This capability is crucial in the healthcare sector, where real-time processing and responsiveness are essential for smooth operations under high-stress conditions. For such applications, it is vital to deploy AI inference at the edge to ensure safety, reliability, and fail-safe operation in critical scenarios.

Computer vision meets robotics: the future of surgery

Max Allan, Senior Computer Vision Engineer at Intuitive, describes groundbreaking robotics innovations in surgery and the healthcare industry.

Autonomous driving

Autonomous driving is a pinnacle of technological progress, with AI inference at edge taking a central role. AI accelerators in the car empower vehicles with onboard models for rapid real-time decision-making.

This immediate analysis enables autonomous vehicles to navigate complex scenarios with minimal latency, bolstering safety and operational efficiency. By integrating AI at the edge, self-driving cars adapt to dynamic environments, ensuring safer roads and reduced reliance on external networks.

This fusion represents a transformative shift, where vehicles become intelligent entities capable of swift, localized decision-making, ushering in a new era of transportation innovation.

The integration of AI inference in edge computing is revolutionizing various industries by facilitating real-time decision-making, enhancing security, and optimizing bandwidth usage, scalability, and energy efficiency.

As AI technology progresses, its applications will broaden, fostering innovation and increasing efficiency across diverse sectors. The advantages of edge AI are evident in fields such as the Internet of Things (IoT), healthcare, autonomous vehicles, and mobile/augmented reality devices.

These technologies benefit from the localized processing that edge AI enables, promising a future where intelligent, on-the-spot analytics become the standard. Despite the promising advancements, there are ongoing challenges related to the accuracy and performance of AI models deployed at the edge.

Ensuring that these systems operate reliably and effectively remains a critical area of research and development. The widespread adoption of edge AI across different fields highlights the urgent need to address these challenges, making robust and efficient edge AI deployment a new norm.

As research continues and technology evolves, the potential for edge AI to drive significant improvements in various domains will only grow, shaping the future of intelligent, decentralized computing.

Want to know more about how generative companies are using AI?

Get your copy of our Gen AI report below!

Generative AI 2024 report

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[yama-does-art]

It's Raining Cybertronian

Content: Rung X (GN) Reader [Fluff], discontinued - no idea if I will ever finish this

Warnings: None

Word Count: 2.1K

-Rung-

It took all but a nano-second before Rung could register the feeling of free fall. He knew what was coming. He had been ejected from ships before. Watching his transport sizzle past the cloudline, he did not have the strength to turned towards the ground. He just braced for impact - just a few clicks more..

System Reboot.. 3. 2. 1.

He woke up in pain. It wasn't from the impact, it was like some of his armor was melted off. Most likely from a explosion but how?..

Pressure senors were the first to come online. He could feel liquid precipitation against his armor. Dihydrogen Monoxide his internal database supplemented: non-lethal, a chemical compound common on class-M planets, essential for most organic life.

Next his audio and olfactory sensors. Accompanied by the rain, he could hear a cackling of fire. It was close enough that he could smell the burnt metal and plastics. Strange enough, next to him, someone or something was talking in Galactic Standard. "This is y/n of the Dee Ai, requesting cybertronian medical support, I repeat, requesting cybertronian medical support."

Immediately when his optics flickered on, the pacing creature stopped all movement and sound. It was a bipedal organic a third of his size walked towards him. It was hard to tell what species they were when layered in a dense synthetic material, most likely to keep them insulated from the air precipitation and other natural elements.

He immediately tried to get up, only for the small thing to run to him, two servos motioning steadily, "Easy big bot, you were hurt badly," they said.

Sure enough, warnings overloaded his hud. He only managed to get to an upright position when he clenched his side. Like he suspected, most of his body sustains burns, his lower half suffering the most damage. His peds were practically warped by extreme heat.

"I believe you are correct in that assessment," he groaned. He looked around, sure enough there was a smoldering pile of metal behind him. He was under the treeline, though it offered minimal protection against the elements. "Who are you and where am I?"

"Call me Buddy. I'm a cartographer. You are on a Class-M planet, 2nd to the sun, in the Centuro System. I'll have to get back to you on the exact coordinates. How are you feeling?"

Rung's optics shut off trying to parse through his internal diagnostics. It was no use, whatever radiation was affecting him, was also messing with his systems. "In pain," he groaned, "Might be able to override my pain inhibitors."

"Wait, I might be able to help," said the being. Before running to a land base vehicle. A truck built for off world exploration. They came back carrying a machine wrapped in a flexible material. "I have a EM generator here. If you'll allow me, I can put these clamps on the areas that hurt the most."

He just nodded. Ordinarily, he would be curious as to how this organic knew about his biology, it'll have to wait. The creature was talking to him again. "It's going to feel weird but I am going to have to climb on you, speak up if its too much,” they said.

Rung just watch. It was odd. His pressure sensors were reacting both to the water and to the beings scuttering around his chassis. They were much more spritely than he previously thought, moving fluidly against the metal plating. With each clamp, the pain ebbed away and so did the helm ache.

"There, that's the most I can do for now." They said, holding out a servo, "We'll just have to wait until the rain stops until we can do more."

His vents were already circulating un hindered, a cybertronian sigh of relief. "You have done more than enough, Thank you. I heard you sending out a distress signal, have you received anything back?"

They shook their head, "No luck. I think it's the storm. This planet has some weird electrical anomalies. I was out measuring them when you crashed on my ship."

His optics went wide. The burning mass at the center of the clearing was a ship. Their ship. Rung started to panic. "Goodness, I am so sorry. I didn't realize.. you were not hurt were you or anyone else?"

The small creature pinched their nose arch, "Easy there big bot. No one here but me and I'm fine. I'm more dumbstruck than anything else. What happened to you?"

"I don't know. All I remember is taking a shuttle for shore leave and experiencing turbulence. Next thing I know, The exterior hatch was gone and I was jettisoned out." He rubbed his neck, "I know what it may seem but I had no intention of destroying your ship."

They laughed dejectedly. "I believe you, it's just, this isn't the first time my ship turned to scrap for an inexplicable reason."

Rung stared at the being. Were they being serious? "Is this a common occurrence for you?"

"Once I rebuild the Dee Ai again this will be the sixthteenth iteration."

“How much?" If they caught his surprise, they chose to ignore it.

"A story for another time. By the way, what is your name? I can't keep calling you 'big bot' afterall."

He tipped his helm. He would comply, but he actually liked the nickname. "My designation is Rung."

There was excitement in their voice. It made his spark flutter. "It is a pleasure to meet you Rung."

It was curious to watch them makeshift a shelter between the doors of their vehicle. It would have been easier just to shelter inside, but they were determined to keep within audio distance of him. They were considerate, asking multiple times if he was okay. The constant rain was a nuisance but nothing life threatening. If anything, a welcome distraction from his more serious injuries.

Finally, for what seemed like a joor, the being unmasked their head covering. Much to his surprise, he recognized their species. "Forgive me if I am wrong, but are you human?"

Their head tilted. Was that a sign of curiosity? "I am. I am surprised that you know. Do you have any experience with my people?"

"A friend of mine is fascinated about your culture." Rung chuckled at the memory, "actually he would be ecstatic to meet you."

The human was drying what looked like fur at the top of their head. "I don't know about that, depends on what he is interested in."

Rung thought fondly of the drinking establishment. "He runs a bar on the ship. Very expressive and well versed in human idioms that I admit have trouble understanding. As for interest, I believed he called the media 'sit-coms'."

They chuckled at the comment. "That might be a problem. It's been so long since I consumed human media I wouldn't know where to start. Ask me about history, biology, or even psychology then we can have a conversation."

His spark jolted. "Your species has a science for studying the mind?" he could not hold the excitement in his voice.

"Sure, we have whole institutions dedicated to it. There is nothing like human ineffability."

"You say that as if your species is impossible to understand."

The individual sighed, "Without getting too deep, Humans are contradictory in nature. We can be just as caring and compassionate as we can be violent and brutal. We are individualistic yet our survival depends on our cooperation with each other. We have a deep seated fear of the unknown, yet we are natural explorers, having populated nearly all of Earth's continents with nothing but tools made out of sticks and stone."

Did he hear that correctly, their entire planet with basic tools? "Your entire planet? Surely your exaggerating."

They shook their head, "Not at all. Once my ancestors mastered fire, they had everything they needed to survive the harshest environments of our planet."

"I have heard of how resourceful your species could be. I shouldn't be surprised. After all, our civil war ended with your planet." he muttered. "As a psychiatrist by trade, I feel like my woeful ignorance of psychology in other races has hindered advancement in the field."

They shrugged, "You shouldn't beat yourself up about that. It's not your fault that relationships between organic and inorganic lifeforms have always been tentative at best. Honestly, it's usually easier just to avoid the other class of lifeforms most of the time."

"Yet you pulled me out of a fire and continue to talk to me." Rung countered.

"I rather not have someone burn in front of me if I can help it. Besides, what are the chances that, on a random planet, a cybertronian falls from the cloud line, only to land on my ship. Your practically the size of said ship" They laughed, "I can't even be mad at how ridiculous that is. The least I could do is have a conversation."

That's right. It was his fault that they were in this situation. And yet, the small being seemed so at ease. They seem to talk as if he was one of their own. A realization struck him: In all his millions of years, this was the first time he held a conversation with another organic lifeform. A full conversation, not some trading banter or a parsed out order. He was mortified, and here, this human managed to bridge that gap without him realizing it.

He wanted to commit this individual to memory. He had read reports about humans. Their faces bore an uncanny resemblance to cybertronians. He could attest to that, as their glassy optics stared steadily up at his. Familiar yet other worldly. Their body were covered in protective material. Their servos and head only exposed. Their epidermal layer looked soft, no doubt rivaling the mesh of his protoform.

A voice cut through his thoughts, "Are you okay Rung? Your optics flickered for a second."

They noticed that? Right, his glasses were burnt up in the fire. "Apologies, I do that when I am thinking."

They chuckled, "Good to know. So why travel to this end of the universe."

"My captain had declared that he would gather a crew to search for the Knights of Cybertron."

"So why did you sign up?"

Rung was stumped. No one actually ask him that. It was his job, yes, but it was a deliberate choice made of his own will, "At first, I wanted to find Cyber-Utopia too. But now, I don't think I was ready to go back to Cybertron. Not yet."

Their face softened. "That as good of reason as any."

They sat in a comfortable silence. Even then, Rung watched the human. A pang of guilt rippled across him. It was his fault they were stranded, so he made a promise to himself that he will do all that he can to help this individual. To repay their kindness.

The patter of the rain reduced to a light drizzle. Soon enough sunlight was filtering through the treetops. The human moved from under the shelter to stretch their limbs toward the sky. They started laughing. "It's about damn time and we're in luck. There's a Rainbow."

"A Rain-Bow?" He asked curiously. Rung followed their gaze. A multicolored arc of refracted light hugged the nearly cloudless sky. Beautiful. Then again, he looked back at the obvious joy of the human and his spark fluttered. He would have never seen this back on cybertron.

– BREAK –

Within the joor, Ratchet, Rodimus, and Ultra Magnus was on the ground. It was curious to watch the different reactions play out. Ratchet and Ultra Magnus seemed to regard the human with suspicion while the Captain could barely contain his excitement. Even at a distance, he could feel Rodimus EM field flaring. Yet the humans were unperturbed by the mechs towering over them..

Rung lost track of their conversation when the human took the commanding officers to the remains of their ship.

"I can't tell if you have the worst luck ever or that your the luckiest mech alive," Ratchet grumbled as he went to work.

"Thanks I think?"

"No no no. I mean it. Your peds are practically melted off. Radiation poisoning throughout the frame and fuel lines are laced with trace amounts Dark Energon."

"That would suggest that the human’s ship was fueled by that element." Rung shuddered. It was a deadly chemical to all Cybertronians.

"No doubt about it. The miracle is that I never seen such a robust fuel circulation like yours before. Your spark is literally cleansing itself of the radiation."

"If my body was that irradiated, shouldn't I be in more pain," There was an uncomfortable silence. "Ratchet."

The old medic groaned, "Your pain inhibitors are being dulled through a series of makeshift EM clamps. Nothing lethal. The tech is practically archaic, but the clamps are placed on key points along your frame for maximum effectiveness.

He continued, "Combined with the proficiency in welds throughout your body leads me to conclude that this human is quite familiar with our biology. Uncharacteristically so."

"What do you think, Ratchet?"

A long pause. "I think they are dangerous."