#embeddings in machine learning

[learning-software]

What is Annotation Ontology

Machine learning and computer vision applications require substantial training before deployment. Systems must learn to understand and recognize what they're looking at before reacting and executing functions. Whether in a healthcare setting or a warehouse, AI systems must understand the context surrounding the objects they see.

That's where ontology comes in. Ontologies provide more than top-level visual information about an object. They offer more detailed conceptual information, such as the relationships one object has to another or how it's represented in data. Also known as taxonomies or labeling protocols, ontologies play a big part in allowing you to semantically program computer vision and machine learning models to understand the complexities of the data they view.

It's what makes these intelligent systems capable of understanding complex information similarly to the human brain.

How Annotation Ontology Works

Think of how you recognize objects in your everyday life. If you see a dog walking on the street, you can easily define it as such. But you use tons of semantic information to get there. For example, you know how a dog relates to a cat, allowing you to differentiate the two animals. You can also use semantic information to see if that dog is a stray, separated from its owner or aggressive. All that information combines to help you learn about the dog you see. It's about using observations and drawing inferences from everything you see.

Computer vision and machine learning models need the same deep level of understanding to perform efficiently.

In annotation, ontologies are hierarchical structures that capture different levels of information. They allow for fine-grain differentiation and can provide more detailed annotations. It goes beyond top-level descriptors, including nested attributes to provide a more comprehensive understanding of the target object.

At the top of the hierarchy are classes or categories. They represent the highest level of concepts you want to express. Below that are nested classifications that go deeper into the object's attributes, for example, a top-level class could identify an object as a dog. Nested categories can then differentiate things like color, the presence of a collar, movement, speed, etc.

Read a similar article about rareplanes dataset here at this page.

[semimediapress]

Nordic acquires Neuton.AI’s TinyML assets to boost edge AI on ultra-low power chips

June 18, 2025 /SemiMedia/ — Nordic Semiconductor has acquired the intellectual property and core assets of Neuton.AI, a developer of automated TinyML solutions, in a move to enhance its capabilities in edge AI and machine learning across its wireless system-on-chip portfolio. Neuton.AI specializes in an ultra-compact neural network framework that can automatically generate machine learning…

[likhithageddam]

YOLO V/s Embeddings: A comparison between two object detection models

YOLO-Based Detection Model Type: Object detection Method: YOLO is a single-stage object detection model that divides the image into a grid and predicts bounding boxes, class labels, and confidence scores in a single pass. Output: Bounding boxes with class labels and confidence scores. Use Case: Ideal for real-time applications like autonomous vehicles, surveillance, and robotics. Example Models: YOLOv3, YOLOv4, YOLOv5, YOLOv8 Architecture

YOLO processes an image in a single forward pass of a CNN. The image is divided into a grid of cells (e.g., 13×13 for YOLOv3 at 416×416 resolution). Each cell predicts bounding boxes, class labels, and confidence scores. Uses anchor boxes to handle different object sizes. Outputs a tensor of shape [S, S, B*(5+C)] where: S = grid size (e.g., 13×13) B = number of anchor boxes per grid cell C = number of object classes 5 = (x, y, w, h, confidence) Training Process

Loss Function: Combination of localization loss (bounding box regression), confidence loss, and classification loss.

Labels: Requires annotated datasets with labeled bounding boxes (e.g., COCO, Pascal VOC).

Optimization: Typically uses SGD or Adam with a backbone CNN like CSPDarknet (in YOLOv4/v5). Inference Process

Input image is resized (e.g., 416×416). A single forward pass through the model. Non-Maximum Suppression (NMS) filters overlapping bounding boxes. Outputs detected objects with bounding boxes. Strengths

Fast inference due to a single forward pass. Works well for real-time applications (e.g., autonomous driving, security cameras). Good performance on standard object detection datasets. Weaknesses

Struggles with overlapping objects (compared to two-stage models like Faster R-CNN). Fixed number of anchor boxes may not generalize well to all object sizes. Needs retraining for new classes. Embeddings-Based Detection Model Type: Feature-based detection Method: Instead of directly predicting bounding boxes, embeddings-based models generate a high-dimensional representation (embedding vector) for objects or regions in an image. These embeddings are then compared against stored embeddings to identify objects. Output: A similarity score (e.g., cosine similarity) that determines if an object matches a known category. Use Case: Often used for tasks like face recognition (e.g., FaceNet, ArcFace), anomaly detection, object re-identification, and retrieval-based detection where object categories might not be predefined. Example Models: FaceNet, DeepSORT (for object tracking), CLIP (image-text matching) Architecture

Uses a deep feature extraction model (e.g., ResNet, EfficientNet, Vision Transformers). Instead of directly predicting bounding boxes, it generates a high-dimensional feature vector (embedding) for each object or image. The embeddings are stored in a vector database or compared using similarity metrics. Training Process Uses contrastive learning or metric learning. Common loss functions:

Triplet Loss: Forces similar objects to be closer and different objects to be farther in embedding space.

Cosine Similarity Loss: Maximizes similarity between identical objects.

Center Loss: Ensures class centers are well-separated. Training datasets can be either:

Labeled (e.g., with identity labels for face recognition).

Self-supervised (e.g., CLIP uses image-text pairs). Inference Process

Extract embeddings from a new image using a CNN or transformer. Compare embeddings with stored vectors using cosine similarity or Euclidean distance. If similarity is above a threshold, the object is recognized. Strengths

Scalable: New objects can be added without retraining.

Better for recognition tasks: Works well for face recognition, product matching, anomaly detection.

Works without predefined classes (zero-shot learning). Weaknesses

Requires a reference database of embeddings. Not good for real-time object detection (doesn’t predict bounding boxes directly). Can struggle with hard negatives (objects that look similar but are different).

Weaknesses

Struggles with overlapping objects (compared to two-stage models like Faster R-CNN). Fixed number of anchor boxes may not generalize well to all object sizes. Needs retraining for new classes. Embeddings-Based Detection Model Type: Feature-based detection Method: Instead of directly predicting bounding boxes, embeddings-based models generate a high- dimensional representation (embedding vector) for objects or regions in an image. These embeddings are then compared against stored embeddings to identify objects. Output: A similarity score (e.g., cosine similarity) that determines if an object matches a known category. Use Case: Often used for tasks like face recognition (e.g., FaceNet, ArcFace), anomaly detection, object re-identification, and retrieval-based detection where object categories might not be predefined. Example Models: FaceNet, DeepSORT (for object tracking), CLIP (image-text matching) Architecture

Uses a deep feature extraction model (e.g., ResNet, EfficientNet, Vision Transformers). Instead of directly predicting bounding boxes, it generates a high-dimensional feature vector (embedding) for each object or image. The embeddings are stored in a vector database or compared using similarity metrics. Training Process Uses contrastive learning or metric learning. Common loss functions:

Triplet Loss: Forces similar objects to be closer and different objects to be farther in embedding space.

Cosine Similarity Loss: Maximizes similarity between identical objects.

Center Loss: Ensures class centers are well-separated. Training datasets can be either:

Labeled (e.g., with identity labels for face recognition).

Self-supervised (e.g., CLIP uses image-text pairs). Inference Process

Extract embeddings from a new image using a CNN or transformer. Compare embeddings with stored vectors using cosine similarity or Euclidean distance. If similarity is above a threshold, the object is recognized. Strengths

Scalable: New objects can be added without retraining.

Better for recognition tasks: Works well for face recognition, product matching, anomaly detection.

Works without predefined classes (zero-shot learning). Weaknesses

Requires a reference database of embeddings. Not good for real-time object detection (doesn’t predict bounding boxes directly). Can struggle with hard negatives (objects that look similar but are different).

[ramniwas-sangwan]

LLM Vectors and Embeddings: From Basics to Generative AI | Building LLM ...

[tia003]

What are the applications of embedded systems?

Embedded systems are specialized computing systems designed to perform specific tasks or functions within a larger system. They combine hardware and software components to operate efficiently in real-time environments. Embedded systems are commonly used in various industries due to their reliability, compact size, and energy efficiency.

One of the most prominent applications of embedded systems is in the automotive industry. Modern vehicles rely on embedded systems for engine control, anti-lock braking systems (ABS), airbag deployment, and infotainment systems. These systems ensure safety, performance, and user comfort.

In consumer electronics, embedded systems power devices such as smartphones, smart TVs, and gaming consoles. They enable features like touch interfaces, connectivity, and seamless user experiences. Similarly, home automation devices like smart thermostats, security cameras, and robotic vacuum cleaners depend on embedded systems to function intelligently.

Healthcare is another domain where embedded systems play a crucial role. They are used in medical devices like pacemakers, blood pressure monitors, and diagnostic equipment to provide precise and real-time data for patient care.

In the industrial sector, embedded systems are integral to manufacturing processes. They control machinery, monitor production lines, and ensure operational efficiency in smart factories. Additionally, they are used in aerospace, telecommunications, and renewable energy systems for mission-critical tasks.

Embedded systems also enable IoT (Internet of Things) devices, connecting everyday objects to the internet for data collection and automation. Applications include smart cities, wearable technology, and environmental monitoring.

The versatility of embedded systems continues to expand as technology advances. For those interested in mastering this field, pursuing an embedded system certification course can open doors to numerous career opportunities in these dynamic industries.

[questacademy]

QIS Academy is the best software training institute in Kochi, offering industry-standard courses and assured placements. https://www.qisacademy.com/course/advanced-diploma-in-data-science-ml-ai

[zekatix]

Why Pursue Machine Learning for IoT Devices?

As we explore the intersection of machine learning and IoT devices, it becomes clear that leveraging this technology isn’t just a trend; it’s a necessity. By harnessing machine learning, we can significantly improve device performance, enhance operational efficiency, and even predict potential failures before they occur. However, while the benefits are compelling, there are also challenges we must navigate. So, what exactly does this mean for the future of IoT, and how can we ensure we’re making the most of these advancements?

Importance of Machine Learning in IoT

The importance of machine learning in IoT is undeniable as it transforms how we interact with and derive value from interconnected devices. By leveraging machine learning, we can unlock the full potential of IoT systems, enhancing data interpretation and enabling smarter decision-making. Instead of relying solely on traditional methods, we can utilize algorithms that categorize vast datasets, identifying patterns that would otherwise go unnoticed.

In our pursuit of efficient data management, machine learning empowers us to process real-time information from IoT devices. This capability is crucial for applications like predictive maintenance, which minimizes downtime and prolongs equipment lifespan.

Moreover, ML enhances security through anomaly detection, ensuring our networks remain safe from potential threats.

As we develop smart cities and healthcare solutions, the integration of machine learning becomes increasingly vital. It allows for improved traffic management and proactive health monitoring through connected devices.

Ultimately, machine learning not only optimizes user experiences but also drives operational efficiency across various sectors. By embracing these advancements, we’re setting the stage for a more adaptive and responsive future in the realm of the Internet of Things.

Key Benefits of Machine Learning

Unlocking the key benefits of machine learning in IoT devices revolutionizes how we interact with technology. By enhancing efficiency and analytics, we can optimize device performance, reduce energy consumption, and make quicker decisions through real-time data analysis. This local analysis minimizes latency and allows for the automation of routine tasks, which reduces human intervention and errors.

Moreover, machine learning significantly improves cybersecurity. With millions of IoT malware attacks reported, AI-driven security protocols detect threats in real-time, enabling faster responses and saving costs from potential breaches.

Additionally, machine learning promotes flexible automation and scalability, allowing IoT-connected robots to adapt workflows and meet seasonal demands efficiently.

We also see a reduction in human error and improved data management. By minimizing data transfer phases, machine learning lowers the chances of mistakes and enhances operational strategies through actionable insights.

Finally, it personalized user experiences by analyzing behavior and tailoring applications to individual needs, ultimately leading to higher customer satisfaction.

In essence, machine learning transforms IoT devices into smarter, more secure, and user-friendly systems, driving innovation and improving our daily interactions with technology.

Applications in IoT Devices

Exploring applications of machine learning in IoT devices reveals a landscape rich with innovation and efficiency. By leveraging the power of ML, we can transform how these devices operate, leading to smarter and more responsive systems.

Here are three key applications we should consider:

Predictive Maintenance: By analyzing data patterns, ML can anticipate equipment failures before they happen. This minimizes downtime and extends the lifespan of our devices.

Anomaly Detection: With advanced algorithms, machine learning identifies unusual behavior within IoT systems, enhancing security by quickly flagging potential threats.

User Experience Optimization: ML tailors user interactions based on real-time data, ensuring our applications adapt to individual needs and preferences seamlessly.

These applications not only improve operational efficiency but also foster innovation across various industries.

As we continue to explore and implement machine learning in IoT, we enhance our ability to make informed decisions, streamline processes, and respond to environmental changes proactively.

The future of IoT devices is undoubtedly intertwined with the advancements in machine learning, and it’s an exciting journey we’re on together.

Challenges of Implementing Machine Learning

How can we effectively implement machine learning in IoT devices when faced with various challenges? One of the most pressing issues is the security vulnerabilities inherent in interconnected systems. As we expand IoT networks, the risks of denial-of-service attacks, data manipulation, and other security breaches become more pronounced.

Traditional protection techniques often fall short against these new threats, pushing us to continuously adapt and innovate our security measures.

Additionally, the limited processing power of many IoT devices poses a significant hurdle. We need to develop machine learning models that can operate efficiently within these constraints while still delivering accurate and timely insights.

This requires careful feature engineering and optimization to ensure that our algorithms can function effectively without overwhelming device resources.

Moreover, the rapid growth of connected devices necessitates robust device management strategies. As we integrate machine learning into IoT ecosystems, we must also account for the complexities of real-time data analysis and the need for ongoing research into emerging vulnerabilities.

Future Trends in IoT and ML

The evolution of machine learning in IoT devices promises a transformative impact on various industries, shaping our interactions with technology and data.

As we look ahead, we can expect several key trends to emerge:

Enhanced Data Management: With IoT data projected to soar from 33 zettabytes in 2018 to 175 zettabytes by 2025, AI is crucial for processing this vast information efficiently. Businesses will increasingly rely on sophisticated AI models to extract actionable insights.

Edge Computing and 5G Integration: The combination of edge computing and 5G networks will revolutionize real-time data processing. This will enable quicker decision-making and support innovative applications, such as autonomous vehicles and smart cities.

Sector-Specific Innovations: From healthcare’s remote patient monitoring to transportation’s smart logistics, IoT applications will drive efficiency and improve outcomes across various sectors.

As we embrace these trends, we’ll unlock new possibilities for our IoT devices, making them smarter and more responsive than ever.

Frequently Asked Questions

Why Is Machine Learning Important in Iot?

Machine learning’s vital in IoT because it helps us analyze vast data, predict maintenance needs, enhance security, and improve user experiences. Together, we can harness its power to make our interconnected devices smarter and more efficient.

Why Do You Want to Pursue Machine Learning?

We want to pursue machine learning because it empowers us to analyze data effectively, improves decision-making, and enhances user experiences. Together, we can harness its potential to drive innovation and efficiency across various industries.

How Do Iot and ML Work Together?

IoT and ML work together by enabling devices to analyze data in real-time, detect anomalies, and optimize performance. We harness this synergy to create smarter, more efficient systems that adapt to our needs and environments.

Why Is Machine Learning Important in Iot?

Machine learning’s crucial in IoT because it transforms data into actionable insights. By automating analysis and enhancing security, we can optimize performance and personalize experiences, making our systems smarter and more efficient for everyone involved.

Conclusion

In conclusion, pursuing machine learning for IoT devices isn’t just a trend; it’s a necessity for enhancing performance and efficiency. By leveraging machine learning, we can unlock predictive maintenance, bolster security, and personalize user experiences. While challenges exist, the benefits far outweigh them, paving the way for a smarter, more adaptive future. Let’s embrace these advancements and work together to transform our IoT landscape, making it more resilient and innovative for everyone.

Sign up for free courses here. 

Visit Zekatix for more  information.

[cybereliasacademy]

HyperTransformer: G Additional Tables and Figures

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[bermondseysblog]

What Are the Challenges of Implementing Embedded Machine Learning?

Implementing Embedded Machine Learning presents unique challenges that Bermondsey Electronics Limited is actively addressing to revolutionize industries, especially in the realms of embedded firmware and software, as well as automotive embedded systems. At the heart of these challenges lies the task of integrating sophisticated machine learning algorithms into devices with limited computational power and memory. This not only requires optimizing algorithms for efficiency but also rethinking the architecture of embedded systems to accommodate the complexities of artificial intelligence.

Embedded firmware and software must be meticulously designed to support the demands of embedded machine learning, ensuring seamless operation within the constrained environments of IoT devices, wearables, and automotive systems. The need for real-time data processing and decision-making in these applications adds another layer of complexity, demanding high levels of reliability and performance from the embedded systems.

Moreover, the integration of embedded machine learning into automotive embedded systems introduces stringent requirements for safety and robustness. These systems must be capable of making accurate, real-time decisions in critical scenarios, necessitating rigorous testing and validation processes to meet industry standards and ensure the safety of users.

Bermondsey Electronics Limited is at the forefront of tackling these challenges, leveraging their expertise in embedded firmware and software to push the boundaries of what's possible with embedded machine learning. Through innovative solutions and cutting-edge research, they aim to unlock the full potential of this technology, driving advancements in IoT, wearables, and automotive industries. For more info visit us now!

[technoscripts1]

Accelerating Careers: Advanced Automotive Embedded Training at Technoscripts

At Technoscripts, our Automotive Embedded System Course is meticulously designed to equip participants with the specialized skills and knowledge needed to thrive in the automotive industry. Through a comprehensive curriculum covering topics such as electronic control units (ECUs), vehicle communication networks, automotive protocols, and real-time operating systems, participants gain a deep understanding of the intricate technologies that power modern vehicles.

The course is delivered through a combination of lectures, hands-on labs, and group projects, ensuring that students receive a well-rounded education. They will have access to state-of-the-art facilities and equipment, allowing them to gain practical experience working with the latest automotive embedded systems.

Upon completion of the course, students will receive a certificate of completion, demonstrating their commitment to lifelong learning and their dedication to the automotive industry. They will also have the opportunity to join Technoscripts' alumni network, connecting them with other professionals in the automotive industry and providing them with valuable networking opportunities.

In summary, the Automotive Embedded System course at Technoscripts is an exceptional opportunity for anyone looking to advance their career in the automotive industry. With a focus on hands-on learning and real-world applications, this course will provide students with the skills and knowledge needed to succeed in the rapidly evolving automotive industry. So if you're ready to take your career to the next level, enroll in the Automotive Embedded System course at Technoscripts today!

[fairuzfan]

One thing I've learned as I've progressed in my archival studies is that there is evidence for everything. There are records for everything.

The things Palestinians have been documenting—even Israelis themselves documenting both within their "civilian" population and their governmental records—portray a concentrated effort to erase every trace of the Palestinian people. This (October of 2023) is no different—there are probably internal documents specifying how to communicate to the press while explicitly dehumanizing the Palestinians. Internal documents that detail best mutilation practices to inflict of the people of Gaza to break their will to live.

For supporters of Israel: nothing you see is uncalculated. Recognize that. Palestinians have grown up for 75+ years KNOWING that propaganda is so easily disseminated. Palestinians who received no formal education (which is not to say such a thing is necessary—this just speaks to the innate knowledge of the Palestinian people) understand the way in which the machine of imperialism works in an intimate and personal manner. So I'd like to invite you to consider: who is proclaiming support and for whom? What would they gain? Why is the United States, a well documented imperial core of the modern war, so vehemently supportive of Israel? Why would they do such a thing given their extensive history of "US first" within their policy decisions?

Why would the British government—the source of many colonial struggles—wish to support a regime with already one of the strongest, most powerful armies in the world? Why does the Israeli government need aid when they claim to be so well off compared to their Arab neighbors?

Propaganda is something so embedded in the everyday life of Europeans and USAmericans that they (primarily white individuals) often do not think to examine the core logic of the way their government works. To reiterate: nothing is accidental and everything is calculated. There ARE records for these events and tactics—they just won't release them yet.

It is imperative that you understand the political implications of how this will affect the United States and why they have a vested interest in such matters, considering their historic distance from other atrocities unless personal involvement occurred.

[eyelambspider]

𝐑𝐞𝐩𝐮𝐫𝐩𝐨𝐬𝐞𝐝 𝐂𝐡.𝟐 — 𝐊ö𝐧𝐢𝐠

Part One || Part Two

𝐬𝐮𝐦𝐦𝐚𝐫𝐲 : Leaving the Cyberlife store is an... experience for the broken android. After the workforce and standing idle in the store for so long, you finally bring König home, where he learns what it would mean to be your companion. 𝐰𝐨𝐫𝐝 𝐜𝐨𝐮𝐧𝐭 : 2.3 k 𝐚/𝐧 : sincerely, thank you all for the lovely comments and interactions on the first chapter ♡ (my android son is so cute ahgkgj-) 𝐜𝐨𝐧𝐭𝐞𝐧𝐭 𝐰𝐚𝐫𝐧𝐢𝐧𝐠 : fluff, hurt/comfort(?), domestic fluff, slow burn?

𝐀𝐍𝐃𝐑𝐎𝐈𝐃𝐒 𝐂𝐎𝐔𝐋𝐃 𝐍𝐎𝐓 𝐅𝐄𝐄𝐋. They had no programming to want. There were no lines of code that enabled them to dream. They were machines built to serve.

In theory, an android should not feel fear.

The WX-400, or König, glanced down at where your hand met his. The synthetic skin clasping imperceptibly onto yours. So warm and soft... and so much smaller in his own.

It kept him grounded when you guided him onto the sleek floors of the store, his sensors coming alight with all the new input his body was receiving. From being stuck in a paralyzing stasis, to feeling the cool spring sun on his skin; the slight chill of the store in his mouth; seeing the detailed cracks embedded into the pavement of the sidewalk.

His body felt like it was short circuiting. Jolted to life too fast, even if you had only led him to the curb. That soft smile on your face when he looked for assurance, still holding onto him.

What would happen if he let go? It didn't feel right to think that way. He was sure the world would not stop spinning below his feet if he did.

"König?"

Your voice made him snap out of it. Those stormy eyes of his hesitantly trailing up to meet yours.

"This is our ride," you tilted your head, gesturing to the polished self-driving car that sat on the corner of the street.

He didn't respond. Eyes flickering away, still holding onto your hand. It was a cute gesture. Maybe he just forgot to stop holding it? Or maybe the android didn't feel comfortable letting go without permission?

Hm...

You decided then: owning an android was hard.

The entire ride back to the house was a mix of stolen glances. Each entirely new to the other.

You, watching the way his soft eyes followed the people passing by on the street. Androids and humans alike. Watching, but never saying a word.

König was a sight to behold, and the smile that crawled onto your lips was inevitable.

Such a large android. Tall and built with the purpose of lifting ten times that of the average human... moving so gently, and with a hesitance for the world you'd only ever seen in stray animals.

And occasionally, when he felt you shift to watch your own window or the red-green lights of traffic. He'd consider you from the corner of his eye. Unreadable, before you could catch him and his eyes snapped back forwards.

People and buildings passed by in a blur of lights. Shops and a park filled with trees. Androids always obediently trailing after the humans who owned them, unable to do much but smile and tend to the children or shopping bags. Task after task, demand after demand.

When the car stopped at a red light, his eyes landed on a small girl, her pink rain jacket covered in a light sprinkle of rain. Jumping in every puddle she could with a giggle. The young android next to her, a dark-skinned man with long hair, smiled and did the same with her. Each taking a turn splashing gently in a puddle, unaware of the rest of the world around them, only enjoying the remnants of the rain.

Something in that image, the adoring smile on the android's face as he watched the girl play in innocent bliss, it stirred something for a long while, even after the car began to roll away.

He didn't know where the two of you were going. The thought of 'home' having no real meaning to him.

Back at the sites, the company only had two trucks to house their android workers. Rows of three in each truck, filled with small metal compartments for the mechanical men to stand in idly until the next job. Under lock and chain, so nobody stole company property, with no light except the one that blinked from his LED...

Soon, the commercial buildings melted into a quaint suburban neighborhood. Run down houses, but clearly lived in, with warm lights filling their windows.

Many had been put out of work due to the rise of android labor. He had heard one of the site managers complaining about it often.

König's eyes flickered over you for a moment again.

Did you work? Have a home or a family to go back to? People you lived with?

"We're here," you gestured sheepishly, unbuckling your seatbelt and climbing out of the car. Your hand finally slipping from his.

'Here' was a two story house with peeling paint and a handful of missing shingles. It looked like the surrounding houses. Puddles and mud around the sunken walkway from the rain, nothing but scrawny hedges growing yet.

König followed suit, ducking his head low to climb out of the car unscathed, towering back to his full height. Maybe the tallest android model built, at an impressive six foot ten inches.

He noticed you staring and his eyes hit the ground.

He was just-an amazing looking android, and his height was only more impressive to you. It was really hard not to smile. An android...

"Come on," you waved for him to follow you.

The closer you both got, the more he could see the wear. The fogged windows, the flickering outside light. Up the wooden porch that creaked dangerously under his weight, to the solid front door. That looked new.

"Well, here it is, home," you shrugged, the front door swinging open for the two of you.

"I just moved in," you explain as the android stepped through the doorframe to join you (having to bow his head again), peered around curiously. "The house is a bit old, but I'm going to fix it up for us," you nodded, looking around at the expanse of cardboard boxes in the living room. So sure of yourself.

Us?

The circular LED on his temple flickered yellow, a sign of stress that disappeared as quickly as it came.

"Here," you held your hand out for him, producing a small silver key for him to take. "House key," you explained with a sort of bounce in your toes.

It was for him, he realized.

He tilted his head, taking it from your hand, cool fingers brushing against yours as he considered you. Again.

You looked really... How should he describe it? Happy? Excited?

And you were. You had a house. A beautiful house that just needed a bit of care put into it, and an android unlike any you'd ever seen to help you make it a home.

"Well, I'd show you around but there's not much," you scratched at your neck with a sigh. It was a big house, just empty so far, and for the amount of stuff you had brought... You'd need a lot more to make it homey like you intended when you purchased the house.

You led him down the hall, shoes tapping against the wooden floorboards, dust lining the floors, but the house actually looked pretty sturdy to him.

"There's the living room, connects to the kitchen," you listed off as you walked by, "Washroom, and the basement door." You finished, pointing off to the left until you made it to the end of the hall. Still peering ahead towards a back door. Also new, he noted.

"Up the stairs is my room and a couple of... well empty rooms," you shrugged.

You had a lot on your plate, granted. Your eyes skimming over the backyard with a sigh. If you wanted flowers this year, they'd have to be planted fast... with the rest of the house to do, how hard could it be?

You spun around and faced König with a soft optimism, leading him back to the living room.

"Well, lets start with some of the bigger boxes," you nodded, the plan seeming to come together in your mind. "The movers did most of the heavy lifting, so I don't have to worry about pushing a mattress upstairs or moving all those dressers..."

It was true, there was a large cream colored couch already in the living room, along with a large white TV stand pushed against the wall.

It looked almost as big as you were, and the android found it a fitting comparison. Imagining you pushing that thing all by yourself just- didn't work in his mind.

König followed your lead, starting with the box on top of the pile that trailed along the hallway. Each one labelled quickly in sharpie.

Photos, Decorations, Dishes, Cleaning Supplies, Towels. All stuff that looked like it was supposed to be downstairs.

König decided though, to stick to the living room, carefully cutting open the taped up boxes with a precision that seemed impressive. Even manual. Carefully laying out photos and old picture frames you had decided were important.

There were a few that caught his eye. His slate colored irises lingering on your face as you smiled or laughed in a few of them. Surrounded by what he deduced were your closest friends or family members... all based on how happy you looked, or how you moved your hands to hold each person.

"You can leave the bigger ones aside König."

He nearly jumped.

"I'll put them up later," you assured him.

He glanced over his shoulder, where you now sat on the floor, fiddling with some small box in your hand.

He looked back to the photo's, a bit more hesitant to touch them now before he set them back into the box and turned towards you. The circular LED on his temple fluttering a yellow.

"I could put them up for you," he offered quietly. Given a drill or nails for them, it wouldn't take that long. In fact, the tools might've even felt familiar in his hand.

The sound of his voice, soft but rich and deep made you smile so wide he thought he had said something out of line.

He shouldn't have questioned you, he realized the mistake. His deeply scarred hands imperceptibly clasping into loose fists at his sides.

"Thank you," you began, "You could do that after we paint the walls tomorrow," you nodded, glancing around at the dim room around the two of you. "I was thinking maybe a light green? Or maybe even a smoky color?" you thought aloud, clearly having been undecided on the matter.

The LED turned blue again. The tension in his body suddenly melting away as you thanked him.

"Do you have a good color in mind?" You asked him then, suddenly wondering if androids had opinions. Or more specifically, if König did.

He shook his head quickly.

"No... favorite ones?"

And he shook his head again, his eyes fluttering downward. Was he... supposed to have one?

You only offered another soft smile, figuring as much. "We'll both come up with something," you assured quietly. Those soft eyes of yours trailing back up to him as you finally undid the box in your lap, pulling out a carefully wrapped vase. The beautiful glossy ceramic glinting in the fading light from the windows. Holding it up for him to take.

"It's going to be easier with you around," you joked softly, but it seemed true. The depth of your words had a faith in him that felt... unfamiliar.

He took the vase gently from your hands, his eyes flickering around as if he meant to say something, before he quietly turned and put it down onto a small table.

He returned to doing as you instructed, placing all of the big things into the room, leaving the walls bare for now.

The rest of the hours went by like that, you occasionally stopping to ask him something that seemed profound to his android brain.

Why would you want to know if he had a favorite animal? Or if he liked music?

What use could he have for preferences like that?

But he always answer politely, if not curtly, until the living room at least had the lights and the TV connected.

You sat down onto the couch with a huff, taking a moment to relax after the long day you'd had.

In truth, buying and owning an android never really seemed to have priority. This house did.

You glanced over at König, who was still working away quietly. Folding empty cardboard boxes up neatly and setting them aside for recycling.

"König."

He stopped when you addressed him, turning his attention back to you before he could grab another box and continue. Waiting for another command.

But, he was working too hard.

You patted the spot on the couch next to you.

And when he didn't move or seem to understand the gesture, your face lit up in amusement. "Come sit, relax for a bit," you trailed off. He was an android, sure, but it didn't mean... well that he was a machine.

The thought made your chest feel heavy suddenly. It was easy, with how human-like they looked, to forget that they weren't human.

The large android did as you said and sat down. The cushions dipping beneath him and making you lean that way with a small laugh.

He was so rigid, even for an android. Sitting up straight, scarred hands on his knees, not even leaning against the back of the couch. Unsure really what to do without someone's input.

'Relax?' Did he really know how to?

König watched you from the corner of his eye again as you flicked on the TV. Your feet pulled up, sinking comfortably into the cushions. Your knees almost brushing his.

It reminded him of the store, only a few hours earlier.

How warm you were next to him, and how that smile lingered on your lips as you watched the TV tiredly.

The moment you turned to catch his gaze, he straightened again, eyes forward, pretending to watch the screen. His LED blinking that sunny yellow.

��𝐡𝐚𝐧𝐤 𝐲𝐨𝐮, 𝐭𝐚𝐠𝐥𝐢𝐬𝐭. ♡

@riotakire @jonathansmarbles @peter-the-pan @distinguishedprincesstrash @sleepyisoffline

@asteria33 @timetothirst @sleeplessskeleton @lady-boketto @mionacaped

[hexhomos]

hi! what do you wish we saw more of in Jayvik fics?

and are there any tropes you’re tired of?

PLEASE WRITE MORE HERALD VIKTOR STUFF.

PLEAAAAAAAAAASE. IM DYING. IM FADING AWAY. I will look at the tags on a thing and say "are you sure this is herald viktor sir?" and they will laugh "yeah its herald viktor" and then i click on it and its human viktor and he's not even hexcorized. This is a joke based on real anguish. You have to understand how serious this is to me.

I think the arcane herald form can be used so interestingly in post-canon (or in timefuckery stuff, or in AU stuff where he can be a creature/monster/god of another sort) we are the fastest growing league ship tag of all time but i RARELY see him. Jayce’s ending vows were to /that/ guy its not conditional on the way Viktor looks. That's kind of the whole appeal! Jayce is telling him that no matter how much he's changed his feelings will stay the same!!!!!!!!!!!!!!!!!

I love bodymod stuff and i love monster romance so I'm the usual suspect here but from the bottom of my heart i mourn every time people just make viktor fully vanilla human and able-bodied at the end of arcane. It doesn't feel right. It feels like throwing out his entire arc and Rewarding the idea that he "SHOULD just want to be NORMAL," when really its so much more interesting to explore jayvik as two guys who are irreversibly changed by their choices and by each other and they have to learn how to deal with that together, and maybe even have complex feelings about it.

I really really miss the machine herald flavor of viktor being proud of his augmentations and actively seeking them out when it comes to arcane herald stuff. That is a body he designed for himself. It's so interesting to explore what that means, why his mobility aids are firmly embedded into his skin and still showing, why he might have contradictory feelings after the show ("yeah sure i fucked up but i also chose this and 1000% believed i was right and lowkey, i still like this, I'd much rather be imposing than easily ignored,")

Herald viktor is such a good materialization of his class struggles / gender issues / how viktor is alienated because of his disability. It's him taking everything he's ever been self-conscious about and twisting it into part of his armor. please write more herald viktor stuff. I'm dying here

[ramniwas-sangwan]

Understanding Vectors and Embeddings: From Basics to Generative AI

[hornychristianprincess]

wasted (leehan x fem reader) pt. 1

paring: leehan x fem reader genre: smut, fluff, angst, fuckboy!leehan, college au word count: 6k summary: hooking up with a stranger at a party is fun when said stranger is a tall, attractive philosophy major whose name you don’t learn until weeks later. warnings: explicit sex scenes, oral (female and male receiving), a lil butt action but nothing too crazy

ao3 link can be found HERE.

“You’re a new face,” remarked the rich, husky voice belonging to the stranger who had just approached you. In a house party that was relatively packed, you thought you were blending in by sticking to the wall and enjoying your solo cup full of unlabeled liquor. And yet, here was the approaching figure of a man so tall you had to crane your neck to face him, knowing nothing about you and yet still managing to observe how out of place you seemed.

“That obvious, is it?”

“Don’t worry. It’s nothing about you, per se. It’s just, these things are usually pretty tight-knit; the same people come every time. So when someone’s new, you notice,” he tells you, his slow, calm way of talking making you feel relieved and deeply curious at the same time. “Do you go to school here?” 

You nod your head in confirmation, though it feels foreign to do so when parts of you still feel more like a visitor than a student. “I just transferred here.”

He smiles hospitably at this, gesturing his arms out towards the room of people who surround you. “Welcome to our vibrant community. Please enjoy your stay. Refreshments are in the back and the ice machine is down the hall.”

You giggle genuinely at him and the sort of clumsy, awkward way his words seem to land on you. He’s the kind of person you were expecting to meet when you transferred from your rural state school to this smaller liberal arts college. There’s something almost dorky and strange about him, from the way he dresses in an oversized cardigan and big round glasses to the way he holds eye contact with you for what you deem longer than normal. And yet, his self-assuredness is crystal clear to you. It’s at this moment that you acknowledge to yourself how attractive you find him.

“Did you come here with someone?” he asks you, his posture changing so that he’s leaning into you just slightly.

“Yeah. My roommate is here somewhere—” you gesture aimlessly around you, “—probably getting tongued down in someone’s bathroom.”

At this point, you had been fighting off the inclination to assume that the man in front of you was chatting you up for any reason outside of sincere curiosity. But his intentions are made crystal clear when he replies, “Yeah? Care to follow suit?”

You laugh both out of amusement and shock at his forwardness, and even he seems taken aback by his own candor as he smiles in a sheepish, apologetic sort of way. Still, the way that his piercing dark eyes never seem to cease their burning into you, there’s no doubt in your mind that he meant every implication embedded in that response.

“You know, you never told me your name,” you point out, not sure why you are prolonging what feels like the inevitable moment tonight when you’ll find yourself tangled in bed with the handsome man in front of you. Perhaps you’d just like to talk to him for a little bit longer, enjoy the gratification of his attention. Or maybe it’s just fun to tease him and watch the way his eyes crinkle in bashful embarrassment.

You’re pleased when he seems no less interested in you even as you divert from his advances. In fact, he perks up at your observation. “That I did not. Call me pretentious, but I like to think that learning my name is a privilege.”

You show your disinterest in this notion with a scoff, something the stranger seems to take in stride. “Is a man’s name not all that he has in this world, from birth to death?” he asserts with a prideful smirk.

“Philosophical. That your major?”

“How’d you know?”

You’re starting to feel a little scared with just how much you’re beginning to love the sound of your overlapping laughter. When it dies down, you bask in the brief moments of silence where neither of you knows what to say next and instead just stare at each other’s faces in an almost innocent, child-like way. It’s so different from what you’re both feeling inside, anticipation and lust and desire swirling in a mix that makes your bodies feel charged.

“So since you’re not telling me your name, should I tell you mine?”

“Only if you feel I’m worthy of it,” he replies. The game that he’s playing confounds you but you see no harm in playing into it, something tantalizing and freeing about not being bound to the expectations of each other’s names.

“That, my friend,” you reply, “is yet to be decided.” You raise your hand to push against his shoulder, surprised at how sturdy the skin under his cardigan feels. He ricochets dramatically against the force of your hand, and when his body returns to yours, it’s closer than before. He rests his hand on the wall just above your head, the way he’s angled making him appear even taller than he did before.

“You know, I was exploring this house earlier, and there’s a room in the back with a comfortable-looking king-sized bed,” he says, words that would sound fuckboyish and crude if anyone else said them, but come out dorky and amusing when he does, especially when his next statement is, “And the entire time I was in there, all I could think was, wouldn’t it be nice to have someone to pillow fight with?”

You smile, the expression mirrored on the stranger’s handsome face as he watches you react to his off-putting way of flirting. You decide to help him out by being more direct. “Are you asking me to pillow fight with you, stranger?” you ask, voice tilted in your best attempt at sounding seductive.

“Only if you’d be willing, stranger.”

When your roomate convinced you to go out with her tonight, you were intrigued by the notion of getting to know this new campus community, plus the always-tempting chance to get a few drinks in your system. You weren’t thinking that you would be in this position, about to hook up with a guy who won’t even tell you his name. 

You’ve been feigning confidence up until this point, an easy enough task when the man in front of you is good-looking and talkative. But now, as you prepare to follow him with the pretty certain chance of having sex, you have to finish off the remnants of your drink first, allowing the heat of liquid courage to wash over you like a warm blanket.

“Lead the way,” you tell him, taking the hand that he offers you before being led through the crowd of partygoers.

He takes you into a bedroom that’s on the ground floor, allowing you to settle in in front of him as he takes heed to lock the door. The bass from the loud music outside vibrates against the enclosed walls of the room. You’re grateful that it’s not completely silent, otherwise this would feel more awkward. 

“See,” the stranger says, walking over to face you. “I wasn’t lying about the king-sized bed.”

With the way he’s standing over you, combined with the looming implications of what you’re about to do – or rather, what you’re about to let him do to you – you’re too anxious to laugh. Instead, you stare at him, waiting for him to make the first move.

“Do you like to kiss when you hook up?” he asks you, straight-forward and to the point. You like that. You’ve never understood people who don’t like to kiss those they’re having sex with. Is the act of kissing somehow more intimate than letting someone inside you?

“Depends,” you reply, already moving to cradle the side of his face with your hand. “Are you a good kisser?”

He doesn’t answer verbally, moving instead to lean in so that your lips meet. Everything about this man feels like a paradox. Your interactions thus far have felt innocent, awkward even, and yet they still led to you following him into a stranger’s bedroom with the intention of having sex. And now, though his looks and the way he carries himself feel so clumsy, the way he kisses you is intense, all-consuming. 

He wastes no time trying to build up to something intense. Without pretense, his tongue is invading the wetness of your mouth, forcing your lips open as an audible whimper of surprise spills out. One of his hands comes up to lace itself into your hair, and in another act that surprises you, he pulls on it so that your faces come even closer. You’ve never found the taste of liquor on someone’s lips more addicting than you do now. 

You pull away to find a smirk on his lips, cockiness written all over his expression as he asks, “What do you think?”

It’s hard to conjure up any words when his hand is still in your hair, tipping your head back so that his eyes can comfortably rake over your face and particularly linger on your reddened lips. “I think I really, really want you to fuck me,” is what you manage, and even if you were the type to feel shameful at such remarks, it would be hard to when your words visibly light up his handsome expression until he’s kissing you again.

Your lips melt into his in a kiss so passionate it has you both walking backward in an eager effort to get each other onto the bed. You waste no time in pawing the clothes off of his slender body, satisfied as you hear his jeans then his cardigan hit the carpeted floor with a soft plop.

He does the same when it comes to your dress, a flowy, strapless piece that required you to go braless for it to work. Once it’s off and you’re both down to just underwear, you’re met with the feeling of his bare skin against your bare skin, your bare chest against his bare chest, and more relieving than anything else, the feeling of the bed frame meeting the back of your thighs as you finally reach the bed.

Pushing you up onto the edge of the bed, he lets his hands wander the expanse of your body, enjoying the feeling of your tits squeezed in the palms of his hands. You lean into his touch, moaning a little in his mouth as he never stops kissing you, even as he reaches down to breach the waistband of your underwear. 

You don’t realize how wet you are until his slender fingers push out to separate your folds, a task made difficult as your sticky arousal glues your lips together. But he manages it dextrously, wasting no time in finding your clit and drawing slow, teasing circles with the pads of his fingers.

His other hand, which had up until this point been palming your breast idly, now comes up to hold your face as he regretfully pulls his lips from yours. He studies your expressions with furrowed eyebrows, a teasing lilt in his voice as he asks, “Do you like it when I touch you here?” 

Just as soon as you part your lips to respond, his fingers dip lower until he’s sliding two of them into your fluttering hole. Your wetness provides no resistance, and now he’s coiling them deep inside of you. “Or here?”

You can’t think or respond when he’s pumping his long, slender fingers in and out of you, an act made more intense as he forces you to look at him with his hand on your jaw keeping your head in place. 

If you had to describe sex you’ve had in the past, vulnerable isn’t a word you’d use. 

And yet, it’s exactly how you feel as his eyes never leave your face, overseeing every expression you make from overwhelmed to whimpering to having your lips parted in a moan. 

A faint part of you wonders if you should feel more uncomfortable with how intimate this sex feels. 

And yet, you don’t think you’ve ever felt more pent up just with someone's fingers inside of you than right now, especially when he opens his mouth to praise you in his deep voice.

“You’re so fucking pretty,” he says, his breezy tone of voice reminiscent of a lullaby. “I’m so glad I met you tonight. Can’t wait to fuck you.”

He fucks his fingers deeper inside of you as he says this, causing you to mewl as you throw your head back in his hands. “Don’t make me wait, then,” you challenge, gripping his arm to steady yourself as another moan threatens its way to your lips.

“Such a needy girl, aren’t you?” he wolfishly remarks. “Well, if you insist.”

With am amused smile on his face, he pulls his fingers out of you, raising them between your two faces so that you both can look on at the wetness which coats them. You’re not at all surprised when he brings them to his lips, only turned on as he sucks both fingers clean with a wet smack.

“Wanna know what you taste like?” he proposes, his expression and tone of voice far too innocent for what he’s just done. You don’t respond, only pull him into you for a kiss so lewd it makes your insides jump. You reach your hand between your bodies as you kiss him, attaching your fingers to the bulge protruding from his boxers. You enjoy the feel of his clothed cock, large and substantial in your hands, before he’s pulling away to sigh against your lips. 

Your hand leaves his body as he moves away from you. “Don’t go anywhere. Need to grab a condom.”

You watch him in amusement as he goes to hunch over his discarded jeans. In his absence, you relax on your stomach, facing him on the edge of the bed. “Where would I go, stranger?”

“I don’t know,” he intones, returning to you with a silver packet in between his fingers. “But If I could freeze you like this forever, so pretty and waiting for me to fuck you, I would.”

The stranger’s way with words has your body responding once more, a ripple of electricity traveling up your legs and even more so when he takes off his boxers in front of you. You’re not ashamed at whatever expression of suprise is surely showing up on your face at the sight. 

You’d likely use the word pretty to describe his dick, veins bulging out of it like little vines and a tip that matches the rosy color of his lips. You decide then that he’s the biggest you’ve ever taken, though you suppose you should save that judgment for when he’s actually managed to fit inside of you.

Your thoughts are broken by his touch as he lifts your chin up with his hands, a smirk ever so prominent on his puffy lips. “My eyes are up here, you know.”

You both giggle at his cheekiness, a moment of humour that is promptly ended when the opening of the condom packet grabs your attention. You reach out to cease his movements with a hand on his wrist. He meets your gaze with a cute, confused look on his face. “Wanna taste you first, stranger” you assert with a blink.

“You’re so cute,” he remarks enjoyably, “But I won’t last if you do.”

You look up at him through your eyelashes, batting them extra hard as you say, “Just a peck?”

As you already suspected from the lack of conviction in his earlier refusal, he’s not at all stern as he moves to rub his thumb across your cheek. “Since you asked so nicely,” he replies permissively.

You barely have to lean forward off the bed for your mouth to reach his cock, tall and straight and hard in front of your face. Wetting your lips with your tongue, you press a kiss just underneath his tip, making eye contact as you pull away to watch as a heavy sigh leaves his lips. You don’t stop at just one peck, peppering them all along his shaft and enjoying the smoothness of his skin against your lips.

“I thought you said just a peck?” he reminds you when he notices what you’re doing, placing a hand on your hair but making no effort to push you away.

“Am I not pecking?” you ask, relishing in the groan he lets out when you wrap your puckered lips over his reddened tip. You’re just about to open your mouth fully before he finally shows some restraint, pulling you off of him with a tug of your hair.

“That’s enough,” he asserts, the mattress dipping from his weight as he hops onto the bed behind you. “If I’m not inside of you within the next 5 seconds, I’m gonna lose my mind.”

Conscious of his presence behind you, you raise your body into an arch and feel pleased when he immediately grabs at your hips to pull you in closer. He ignores the impatient little wiggles of your ass that you do in attempt to get him to fuck you, prefering instead to spread your pussy open with his fingers and groan as he watches arousal spill out of you. “You’re so fucking wet,” he remarks dreamily, sliding a languid finger inside of you in a way that makes your arch deepen. “And it’s all for me, isn’t it, baby?”

His vocal tone has taken a shift so that he sounds less adoring and more sadistic, the observance of your arousal being just for him stated almost matter-a-factly. You don’t know why it turns you on even more than before, but it does, especially as he plays idly with pussy as if he forgets it belongs to a living, breathing you.

You’re fighting off whimpers as his fingers continue their exploration of your entrance. You hear him let out a long, drawn out “Fuck,” under his breath before he’s withdrawing from you entirely and asking, “Can I eat you out?”

Images of his plump, rosy lips flash through your mind like a movie sequence before you’re humming out affirmatively, excitement of what’s to come making your body tense as you feel him laying down on the bed, feel his breath against your mound as he becomes level with your pussy, feel his lips against your clit as he goes in to take all of you in his mouth.

The sounds that fill the room now are nothing but a lewd combination of your moans, his slurping, and the continued blaring of music coming from outside the walls. The way that he eats pussy is almost just as clumsy and unsure as he is, but he somehow manages to make you cry out as his tongue expertly flicks against your clit, or he licks into your entrance to taste the arousal there. 

You feel yourself becoming lightheaded and breathless as he licks you closer into orgasm. Already worked up from all the time he spent fingering you, what feels like the last straw is when he experimentally licks upward and brushes his tongue against the tight skin of your asshole. Noticing how it makes you moan and reach back to pull at his long hair, he keeps going, wetting your ass with his tongue. 

Alternating between this and your cunt, it’s only a matter of time when you find yourself mewling and tensing as your orgasm takes over your body. Your thighs are shaking and your hands are pulling so hard at his hair that you’re afraid you’ll rip it, but nonetheless he holds you up with two large hands against your ass and groans as you come all over his face. 

When he finally pulls away from you, your body collapses against the bed, all the marks of a good orgasm hitting you at once – ringing ears, tensed limbs, rising chest. You’re brought back to Earth by the feeling of faint, fleeting kisses being left on the expanse of your spine, the stranger’s body pressed against yours before he’s level with you and moving to pull your head to face his.

“Can I kiss you?” he asks, sweet and innocent in yet another moment of tenderness that feels inappropriate for the setting you’re in. Nonetheless, you nod and relish in the feeling of his mouth against yours once more, acknowledging faintly to yourself that he just might be the best kisser you’ve ever been with.

He brings your body back to life by snaking his arms underneath you, grabbing at your boobs and almost making you feel ticklish as he gently caresses your stomach. Pulling away from your lips, he mutters the command of, “Turn around,” against your lips that you follow with zeal.

Flat on your back, you’re brought face to face with the man who has exceeded your expectations in almost every way compared to anyone else you’ve slept with so casually. Long locks of dark hair drape against the sides of face as he holds himself above you, making him look intense, but only briefly before he’s asking through an impish smile, “Are you intimidated by eye contact?”

He says it to you like it’s a challenge, like he hopes you’ll be shy so that he can guide you through it anyway. You shake your head stubbornly. “No,” you answer, “But I’m intimated by you.” It’s true. You’ve definitely never met a person like him, never had sex feel so intimate with a complete stranger. It scares you.

“Don’t be. I’m really a softie,” he assures, a childlike expression of excitement lighting up his handsome features. He presses a hand against your cheek in a gesture of affection, lips curling into a grin. “Only, my dick is as hard as a rock right now. Kinda wanna bury it inside of you.”

“What’s stopping you?”

You’re surprised when, in reply, he adjusts his body so that he’s lined up perfectly with your entrance, his latex covered tip pressing just slightly into you. “That’s a great question,” he quips, and without any further pretense, he slots himself inside of you.

You let out identical sounding sighs as his cock is engulfed by the sensitive, wet inside of your pussy. He presses his hips against you, making sure he’s as deep as he possibly can be before looking down at you for your approval. “Feels good?”

“Yes. Oh god, yes,” you’re whimpering in reply, head already thrown back as you get used to the feeling of his girth filling you. 

Hearing you express how good you feel is all the stranger needs to hear before he’s pulling out of you, methodically ensuring that just the tip is left inside before pushing back in. His vigor catches you by surprise, leaving you no time to adjust as he continues at a feverish pace. Unintelligible, broken-sounding cries spill out from your lips with each moment his hips meet yours.

“You have such pretty eyes,” he remarks as he watches you, a compliment you don’t think you’ve ever heard before while being fucked into the next dimesion. “And a pretty mouth, too,” he adds, his thumb breaching the wet insides of your lips before he’s leaning down to kiss you. The kiss is messy as you struggle to meet each other’s mouths, devolving into a mixture of tongue and spit and broken breath.

“Talk to me. Tell me how good I’m fucking you,” he groans against your mouth, sitting up on his knees to fuck you in an angle that’s deeper that before. With the pounding that he’s giving you, you’re just barely able to catch your breath, let alone form the words to respond to him.

“Can’t…scream your name if I don’t know it,” you manage to say in a teasing sort-of-way, your smirk widening into an open-mouthed cry as you’re sure he grazes your g-spot with a particualrly deep drive of his hips. 

He chuckles at your way of trying to get him to share his name, and whether he’s truly serious in wanting to withhold it from you or because he just wants to tease you, he says, “Come on my cock, and maybe I’ll tell you.”

“Fuck me harder, and I will,” you reply tauntingly, not because he’s not already, but because even through the haze of your approaching orgasm, you want to see how he’ll respond to your challenge.

He smiles at this request, though while maintaining his same pace. “But I don’t wanna break you, sweet girl,” he remarks, and if he weren’t, too, about to crash into his approaching climax, he’d surely make it a point to tease you for how you clench at the pet name. Instead, he opts to slot a hand between your legs and make work of your clit, rubbing it in tantalizing circles. “Does this help?”

Just as you were sure this sex couldn’t get any better, the added stimulation to your clit has your entire body reeling with pleasure. “Oh god, yes. Don’t stop.”

With each approaching second, you can feel yourself about to fall apart, a condition only worsened when the stranger pulls you down by your hips, bringing him even deeper inside of you. You love the sound of his deep voice from above you, sounding almost far-away and dreamlike as he mumbles remarks like, “Keep making those pretty noises for me, baby,” that shoot straight to your core, only adding to your wetness.

“Fuck, you’re killing me baby,” is what he says as his own pleasure begins to reach it’s peak. You love the expressions he makes, the almost painful look on his face as he says, “Wish I could come inside this tight little pussy.”

Even with the knowledge that he put a condom on, you can’t help but react positively to the notion of being filled with his hot, sticky release. And without intending it, your walls close tightly around his cock in tandem with the loud moan that on its own revealed just how much you enjoyed that little tidbit of dirty talk. And without fail, the stranger is quick to pick up on it and tease you for it, though through his own gritted teeth and groans as he inches closer to release.

“Yeah, you’d like that wouldn’t you? If I filled you up with my cum? You wanna have my baby and you don’t even know my name?’

It’s the half-degrading, half-awe-inspired tone of voice he uses that throws you over the edge, your thighs shaking in anticipation of what you’re sure will be an earth-shattering orgasm. “I’m close,” you confess through baited breath.

“I know you are,” he acknowledges in reply, and without warning, your body convulses with the strength of your climax. “That’s it. Come on my dick.”

You don’t think you’ve ever felt anything quite like the overwhelming pleasure that washes over you in a series of pulsating, neverending waves. The stranger fucks you through it without any alteration in speed, and it’s just as you’re about to squirm away in overstimulation that he finishes with one last, deep thrust inside of you. The sound of his groans are just as melodic and husky as his voice is, sending little afterschocks of arousal up your belly until finally, he pulls out of you with a grunt.

Looking up at the ceiling, you feel the mattress dip beside you as he collapses onto the bed. Usually, this would be the point where the post-nut clarity hits you and you’d begin to regret another series of bad decisions that led you to a stranger's bed. Instead, as you lock eyes with who might possibly be the most beautiful man you’ve ever seen, you only wonder what you did to deserve such good fortune to have met him tonight.

“That was fucking amazing, stranger,” he remarks, putting voice to your own exact thoughts as he rolls over so that he can stroke your cheek idly. You try to hold off the pestering inclination to blink so that you can take in the rosy-cheeked, delicately striking state his orgasm has left him in. 

You thought that after giving you what was surely the best pounding of your life that you’d be less inclined to view him as a total weirdo. Instead, there is something so innocent now about the way he looks at you, as he can’t even believe this happened. Wanting to tease him, you reply, “Good enough for me to learn your name?”

He considers your question with an impish chuckle, and though you’re not at all desperate to know his name, you’re still surprised when he replies, “Will you forgive me if I say something tells me I want to keep you hanging for just a little while longer?”

There is an air of mysteriousness to his words that you pick up on but have trouble interpreting. And while you itch to know what’s going on in that big brain of his, you decide not to question him any further, instead just appreciating the ease and contentment of this moment. 

“You’re the strangest person I’ve ever met,” you tell him candidly, leaning in so that the tip of your noses touch. “But I’m glad I met you tonight.”

You’re not embarrassed at all when you lean in to kiss him, because even though the sex is over, you just want to feel his lips against yours one last time before you go back to being two strangers who will likely never see each other after this. He reciprocates, seemingly ignorant to the idea of kissing someone chastely as he pulls you in and slips his tongue into your mouth.

Nevertheless, when you pull away, you know the moment is over when he says, “Walk of shame out the door together?”

You’re not sad, only content as you turn to him and answer. “Let’s.”

It’s a cozy Thursday morning on your campus as you step outside to meet with your friend, Jaehyun. When you had allowed him to borrow your computations textbook, you had no idea it would lead you to his apartment complex, where he swore he had left the book on accident.

“I promise you, I thought I brought it with me to class, but I must’ve left it in my room,” he explained sheepishly, patting his pockets as he searched for his apartment key. With his straight-cut bangs and habit of forgetfulness, Jaehyun was about the closest thing to a friend that you had since transferring. You went to the same high school together, congregating in the same social circles but ultimately going two separate ways after graduation. 

It wasn’t until your first day at this new school that you sat down for your morning class and discovered that Myeong Jaehyun went here, too. Since that moment of recognition on both of your ends, he’s been your only piece of relative familiarly in a place that still feels new to you.

“Here we are,” mumbled a disgruntled Jaehyun as he finally managed to unlock the door to his apartment. It was your first time seeing the place, and as far as student housing went, you were impressed. The space was populated with nice-enough-looking furniture and boyish decorations that you could tell belonged to Jaehyun and whoever his roommate was.

“I’m gonna go get your textbook from my room. You can wait out here,” said Jaehyun, turning to head into the hallway where the rooms were. You were just about to get comfortable, maybe sit on his couch and chill as he invariably spent ages looking for your textbook, until the noise of a door opening startled you into attention.

“Oh hey,” said Jaehyun casually to a familiar silhouette that appeared into the hallway. “Y/N, this is my roommate, Leehan.”

You fought the urge to laugh out loud as you were met with the image of the stranger who, just a few weeks ago, was drilling his cock into you in some of the most mind-blowing sex of your life. When he first came out and hadn’t noticed you yet, he simply looked curious, as if he was coming out of his room to see what was causing the noise. But now, he barely fights off a smirk as he, too, processes your presence. All of this goes unnoticed by an unsuspecting Jaehyun, who proceeds into his room to rummage for your textbook.

Left alone with the boy who you can now identify as Leehan, you look him up and down, taking in his casual appearance and hair that has only grown longer in the time since you last met. He leans against his doorframe, looking you over with a gaze just as intrusive before saying, “So. Y/N, huh?”

Both of you laugh out loud at the same time, the humor and awkwardness of the situation hitting you all at once. The smile on Leehan’s face forces his eyes into crescent shapes that you faintly acknowledge as endearing. 

“Leehan,” you state with a grin, returning the preceding instance of acknowledging each other’s names. “It suits you. Although, I’m not sure it’s special enough to justify you withholding it.”

He shrugs indifferently at that, looking not even a little embarrassed as he replies jokingly, “What can I say? I prefer an air of anonymity when conducting my one-night stands.”

“Is that what that was?” you quip back with a tilt of your head. You know exactly that that’s what it was, but playing coy about it is how you save yourself from the embarrassment of having to address the weird sexual-tension-mixed-with-awkwardness that lingers between the two of you.

He runs a hand through his hair, maintaining the smile on his face as he shrugs noncommittally and replies, “I don’t know, I was too drunk to remember. In fact, who are you again?”

You both giggle, the atmosphere and banter between the two of you surprisingly easy, even outside the context of being drunk at a house party. You can faintly hear the sounds of Jaehyun’s rummaging becoming louder a few doors away, letting you know he’s no closer to finding your textbook. To your own internal surprise, a tiny part of you is relieved to have the time to see where this interaction with Leehan will go.

“So, you’re friends with Myeong Jaehyun?” he asks, gesturing his head in the direction of his roommate’s door just a few feet away. You notice how he slips his hands into the pockets of his sweatpants and straightens his posture, a move somehow making him look 10x taller.

“It’s a love/hate sort of thing. But yes, I’ve known him since high school.”

The corner of Leehan’s lips switch into a half-smile, something foreboding in his tone as he then says, “Then I guess I should expect to see you much more often, Y/N.”

You raise a questioning eyebrow, and through a confused grin, ask, “Why do you say that so ominously?”

Leehan doesn’t answer at first and instead just maintains his piercing gaze on your face. He’s so strange, but what’s even stranger is that you find yourself attracted to him. Attracted to him and his weirdly crooked smile and habit of staring at people for longer than normal. His shaggy brown hair and pouty lips that you can’t forget were once meshed with yours.

“No reason,” he finally answers, and before you can question such obviously purposeful ambiguity, it’s just then that Jaehyun comes out with your textbook.

“Found your book,” he says, cradling the thick textbook underneath his arm. Looking over at Leehan, whose open-mouthed expression obviously reveals he was in the middle of saying something, he pauses. “You good, Leehan?”

Leehan maintains a passive expression, though the hints of a smirk just barely bleed onto his lips as he gestures his head in your direction. “Yeah, just talking to Y/N.”

Jaehuun exchanges an inquisitive look between the two of you. “You guys know each other?”

Not sure how to answer that question, you look to Leehan for any non-verbal guidance. And funnily enough, he looks to you with the same sort of expecting look, and now you’re staring at each other for longer than normal, fighting back laughter as a confused Jaehyun looks on.

“You could say that,” Leehan replies, nodding his head affirmatively.

part 2 can be found HERE

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