#cloud computing environment

[projectchampionz]

DESIGN AN ENHANCED INTRUSION DETECTION MODEL IN A CLOUD COMPUTING ENVIRONMENT. 

DESIGN AN ENHANCED INTRUSION DETECTION MODEL IN A CLOUD COMPUTING ENVIRONMENT ABSTRACT Cloud computing is a new type of service that provides large-scale computing resources to each customer. Cloud computing systems can be easily threatened by various cyberattacks because most cloud computing systems provide services to so many people who are not proven to be trustworthy. Therefore, a cloud…

[chiragqlanceblogs]

How Python Powers Scalable and Cost-Effective Cloud Solutions

Explore the role of Python in developing scalable and cost-effective cloud solutions. This guide covers Python's advantages in cloud computing, addresses potential challenges, and highlights real-world applications, providing insights into leveraging Python for efficient cloud development.

Introduction

In today's rapidly evolving digital landscape, businesses are increasingly leveraging cloud computing to enhance scalability, optimize costs, and drive innovation. Among the myriad of programming languages available, Python has emerged as a preferred choice for developing robust cloud solutions. Its simplicity, versatility, and extensive library support make it an ideal candidate for cloud-based applications.

In this comprehensive guide, we will delve into how Python empowers scalable and cost-effective cloud solutions, explore its advantages, address potential challenges, and highlight real-world applications.

Why Python is the Preferred Choice for Cloud Computing?

Python's popularity in cloud computing is driven by several factors, making it the preferred language for developing and managing cloud solutions. Here are some key reasons why Python stands out:

Simplicity and Readability: Python's clean and straightforward syntax allows developers to write and maintain code efficiently, reducing development time and costs.

Extensive Library Support: Python offers a rich set of libraries and frameworks like Django, Flask, and FastAPI for building cloud applications.

Seamless Integration with Cloud Services: Python is well-supported across major cloud platforms like AWS, Azure, and Google Cloud.

Automation and DevOps Friendly: Python supports infrastructure automation with tools like Ansible, Terraform, and Boto3.

Strong Community and Enterprise Adoption: Python has a massive global community that continuously improves and innovates cloud-related solutions.

How Python Enables Scalable Cloud Solutions?

Scalability is a critical factor in cloud computing, and Python provides multiple ways to achieve it:

1. Automation of Cloud Infrastructure

Python's compatibility with cloud service provider SDKs, such as AWS Boto3, Azure SDK for Python, and Google Cloud Client Library, enables developers to automate the provisioning and management of cloud resources efficiently.

2. Containerization and Orchestration

Python integrates seamlessly with Docker and Kubernetes, enabling businesses to deploy scalable containerized applications efficiently.

3. Cloud-Native Development

Frameworks like Flask, Django, and FastAPI support microservices architecture, allowing businesses to develop lightweight, scalable cloud applications.

4. Serverless Computing

Python's support for serverless platforms, including AWS Lambda, Azure Functions, and Google Cloud Functions, allows developers to build applications that automatically scale in response to demand, optimizing resource utilization and cost.

5. AI and Big Data Scalability

Python’s dominance in AI and data science makes it an ideal choice for cloud-based AI/ML services like AWS SageMaker, Google AI, and Azure Machine Learning.

Looking for expert Python developers to build scalable cloud solutions? Hire Python Developers now!

Advantages of Using Python for Cloud Computing

Cost Efficiency: Python’s compatibility with serverless computing and auto-scaling strategies minimizes cloud costs.

Faster Development: Python’s simplicity accelerates cloud application development, reducing time-to-market.

Cross-Platform Compatibility: Python runs seamlessly across different cloud platforms.

Security and Reliability: Python-based security tools help in encryption, authentication, and cloud monitoring.

Strong Community Support: Python developers worldwide contribute to continuous improvements, making it future-proof.

Challenges and Considerations

While Python offers many benefits, there are some challenges to consider:

Performance Limitations: Python is an interpreted language, which may not be as fast as compiled languages like Java or C++.

Memory Consumption: Python applications might require optimization to handle large-scale cloud workloads efficiently.

Learning Curve for Beginners: Though Python is simple, mastering cloud-specific frameworks requires time and expertise.

Python Libraries and Tools for Cloud Computing

Python’s ecosystem includes powerful libraries and tools tailored for cloud computing, such as:

Boto3: AWS SDK for Python, used for cloud automation.

Google Cloud Client Library: Helps interact with Google Cloud services.

Azure SDK for Python: Enables seamless integration with Microsoft Azure.

Apache Libcloud: Provides a unified interface for multiple cloud providers.

PyCaret: Simplifies machine learning deployment in cloud environments.

Real-World Applications of Python in Cloud Computing

1. Netflix - Scalable Streaming with Python

Netflix extensively uses Python for automation, data analysis, and managing cloud infrastructure, enabling seamless content delivery to millions of users.

2. Spotify - Cloud-Based Music Streaming

Spotify leverages Python for big data processing, recommendation algorithms, and cloud automation, ensuring high availability and scalability.

3. Reddit - Handling Massive Traffic

Reddit uses Python and AWS cloud solutions to manage heavy traffic while optimizing server costs efficiently.

Future of Python in Cloud Computing

The future of Python in cloud computing looks promising with emerging trends such as:

AI-Driven Cloud Automation: Python-powered AI and machine learning will drive intelligent cloud automation.

Edge Computing: Python will play a crucial role in processing data at the edge for IoT and real-time applications.

Hybrid and Multi-Cloud Strategies: Python’s flexibility will enable seamless integration across multiple cloud platforms.

Increased Adoption of Serverless Computing: More enterprises will adopt Python for cost-effective serverless applications.

Conclusion

Python's simplicity, versatility, and robust ecosystem make it a powerful tool for developing scalable and cost-effective cloud solutions. By leveraging Python's capabilities, businesses can enhance their cloud applications' performance, flexibility, and efficiency.

Ready to harness the power of Python for your cloud solutions? Explore our Python Development Services to discover how we can assist you in building scalable and efficient cloud applications.

FAQs

1. Why is Python used in cloud computing?

Python is widely used in cloud computing due to its simplicity, extensive libraries, and seamless integration with cloud platforms like AWS, Google Cloud, and Azure.

2. Is Python good for serverless computing?

Yes! Python works efficiently in serverless environments like AWS Lambda, Azure Functions, and Google Cloud Functions, making it an ideal choice for cost-effective, auto-scaling applications.

3. Which companies use Python for cloud solutions?

Major companies like Netflix, Spotify, Dropbox, and Reddit use Python for cloud automation, AI, and scalable infrastructure management.

4. How does Python help with cloud security?

Python offers robust security libraries like PyCryptodome and OpenSSL, enabling encryption, authentication, and cloud monitoring for secure cloud applications.

5. Can Python handle big data in the cloud?

Yes! Python supports big data processing with tools like Apache Spark, Pandas, and NumPy, making it suitable for data-driven cloud applications.

[bigleapblog]

Your Guide to B.Tech in Computer Science & Engineering Colleges

In today's technology-driven world, pursuing a B.Tech in Computer Science and Engineering (CSE) has become a popular choice among students aspiring for a bright future. The demand for skilled professionals in areas like Artificial Intelligence, Machine Learning, Data Science, and Cloud Computing has made computer science engineering colleges crucial in shaping tomorrow's innovators. Saraswati College of Engineering (SCOE), a leader in engineering education, provides students with a perfect platform to build a successful career in this evolving field.

Whether you're passionate about coding, software development, or the latest advancements in AI, pursuing a B.Tech in Computer Science and Engineering at SCOE can open doors to endless opportunities.

Why Choose B.Tech in Computer Science and Engineering?

Choosing a B.Tech in Computer Science and Engineering isn't just about learning to code; it's about mastering problem-solving, logical thinking, and the ability to work with cutting-edge technologies. The course offers a robust foundation that combines theoretical knowledge with practical skills, enabling students to excel in the tech industry.

At SCOE, the computer science engineering courses are designed to meet industry standards and keep up with the rapidly evolving tech landscape. With its AICTE Approved, NAAC Accredited With Grade-"A+" credentials, the college provides quality education in a nurturing environment. SCOE's curriculum goes beyond textbooks, focusing on hands-on learning through projects, labs, workshops, and internships. This approach ensures that students graduate not only with a degree but with the skills needed to thrive in their careers.

The Role of Computer Science Engineering Colleges in Career Development

The role of computer science engineering colleges like SCOE is not limited to classroom teaching. These institutions play a crucial role in shaping students' futures by providing the necessary infrastructure, faculty expertise, and placement opportunities. SCOE, established in 2004, is recognized as one of the top engineering colleges in Navi Mumbai. It boasts a strong placement record, with companies like Goldman Sachs, Cisco, and Microsoft offering lucrative job opportunities to its graduates.

The computer science engineering courses at SCOE are structured to provide a blend of technical and soft skills. From the basics of computer programming to advanced topics like Artificial Intelligence and Data Science, students at SCOE are trained to be industry-ready. The faculty at SCOE comprises experienced professionals who not only impart theoretical knowledge but also mentor students for real-world challenges.

Highlights of the B.Tech in Computer Science and Engineering Program at SCOE

Comprehensive Curriculum: The B.Tech in Computer Science and Engineering program at SCOE covers all major areas, including programming languages, algorithms, data structures, computer networks, operating systems, AI, and Machine Learning. This ensures that students receive a well-rounded education, preparing them for various roles in the tech industry.

Industry-Relevant Learning: SCOE’s focus is on creating professionals who can immediately contribute to the tech industry. The college regularly collaborates with industry leaders to update its curriculum, ensuring students learn the latest technologies and trends in computer science engineering.

State-of-the-Art Infrastructure: SCOE is equipped with modern laboratories, computer centers, and research facilities, providing students with the tools they need to gain practical experience. The institution’s infrastructure fosters innovation, helping students work on cutting-edge projects and ideas during their B.Tech in Computer Science and Engineering.

Practical Exposure: One of the key benefits of studying at SCOE is the emphasis on practical learning. Students participate in hands-on projects, internships, and industry visits, giving them real-world exposure to how technology is applied in various sectors.

Placement Support: SCOE has a dedicated placement cell that works tirelessly to ensure students secure internships and job offers from top companies. The B.Tech in Computer Science and Engineering program boasts a strong placement record, with top tech companies visiting the campus every year. The highest on-campus placement offer for the academic year 2022-23 was an impressive 22 LPA from Goldman Sachs, reflecting the college’s commitment to student success.

Personal Growth: Beyond academics, SCOE encourages students to participate in extracurricular activities, coding competitions, and tech fests. These activities enhance their learning experience, promote teamwork, and help students build a well-rounded personality that is essential in today’s competitive job market.

What Makes SCOE Stand Out?

With so many computer science engineering colleges to choose from, why should you consider SCOE for your B.Tech in Computer Science and Engineering? Here are a few factors that make SCOE a top choice for students:

Experienced Faculty: SCOE prides itself on having a team of highly qualified and experienced faculty members. The faculty’s approach to teaching is both theoretical and practical, ensuring students are equipped to tackle real-world challenges.

Strong Industry Connections: The college maintains strong relationships with leading tech companies, ensuring that students have access to internship opportunities and campus recruitment drives. This gives SCOE graduates a competitive edge in the job market.

Holistic Development: SCOE believes in the holistic development of students. In addition to academic learning, the college offers opportunities for personal growth through various student clubs, sports activities, and cultural events.

Supportive Learning Environment: SCOE provides a nurturing environment where students can focus on their academic and personal growth. The campus is equipped with modern facilities, including spacious classrooms, labs, a library, and a recreation center.

Career Opportunities After B.Tech in Computer Science and Engineering from SCOE

Graduates with a B.Tech in Computer Science and Engineering from SCOE are well-prepared to take on various roles in the tech industry. Some of the most common career paths for CSE graduates include:

Software Engineer: Developing software applications, web development, and mobile app development are some of the key responsibilities of software engineers. This role requires strong programming skills and a deep understanding of software design.

Data Scientist: With the rise of big data, data scientists are in high demand. CSE graduates with knowledge of data science can work on data analysis, machine learning models, and predictive analytics.

AI Engineer: Artificial Intelligence is revolutionizing various industries, and AI engineers are at the forefront of this change. SCOE’s curriculum includes AI and Machine Learning, preparing students for roles in this cutting-edge field.

System Administrator: Maintaining and managing computer systems and networks is a crucial role in any organization. CSE graduates can work as system administrators, ensuring the smooth functioning of IT infrastructure.

Cybersecurity Specialist: With the growing threat of cyberattacks, cybersecurity specialists are essential in protecting an organization’s digital assets. CSE graduates can pursue careers in cybersecurity, safeguarding sensitive information from hackers.

Conclusion: Why B.Tech in Computer Science and Engineering at SCOE is the Right Choice

Choosing the right college is crucial for a successful career in B.Tech in Computer Science and Engineering. Saraswati College of Engineering (SCOE) stands out as one of the best computer science engineering colleges in Navi Mumbai. With its industry-aligned curriculum, state-of-the-art infrastructure, and excellent placement record, SCOE offers students the perfect environment to build a successful career in computer science.

Whether you're interested in AI, data science, software development, or any other field in computer science, SCOE provides the knowledge, skills, and opportunities you need to succeed. With a strong focus on hands-on learning and personal growth, SCOE ensures that students graduate not only as engineers but as professionals ready to take on the challenges of the tech world.

If you're ready to embark on an exciting journey in the world of technology, consider pursuing your B.Tech in Computer Science and Engineering at SCOE—a college where your future takes shape.

[jcmarchi]

New AI noise-canceling headphone technology lets wearers pick which sounds they hear - Technology Org

New Post has been published on https://thedigitalinsider.com/new-ai-noise-canceling-headphone-technology-lets-wearers-pick-which-sounds-they-hear-technology-org/

New AI noise-canceling headphone technology lets wearers pick which sounds they hear - Technology Org

Most anyone who’s used noise-canceling headphones knows that hearing the right noise at the right time can be vital. Someone might want to erase car horns when working indoors but not when walking along busy streets. Yet people can’t choose what sounds their headphones cancel.

A team led by researchers at the University of Washington has developed deep-learning algorithms that let users pick which sounds filter through their headphones in real time. Pictured is co-author Malek Itani demonstrating the system. Image credit: University of Washington

Now, a team led by researchers at the University of Washington has developed deep-learning algorithms that let users pick which sounds filter through their headphones in real time. The team is calling the system “semantic hearing.” Headphones stream captured audio to a connected smartphone, which cancels all environmental sounds. Through voice commands or a smartphone app, headphone wearers can select which sounds they want to include from 20 classes, such as sirens, baby cries, speech, vacuum cleaners and bird chirps. Only the selected sounds will be played through the headphones.

The team presented its findings at UIST ’23 in San Francisco. In the future, the researchers plan to release a commercial version of the system.

[embedded content]

“Understanding what a bird sounds like and extracting it from all other sounds in an environment requires real-time intelligence that today’s noise canceling headphones haven’t achieved,” said senior author Shyam Gollakota, a UW professor in the Paul G. Allen School of Computer Science & Engineering. “The challenge is that the sounds headphone wearers hear need to sync with their visual senses. You can’t be hearing someone’s voice two seconds after they talk to you. This means the neural algorithms must process sounds in under a hundredth of a second.”

Because of this time crunch, the semantic hearing system must process sounds on a device such as a connected smartphone, instead of on more robust cloud servers. Additionally, because sounds from different directions arrive in people’s ears at different times, the system must preserve these delays and other spatial cues so people can still meaningfully perceive sounds in their environment.

Tested in environments such as offices, streets and parks, the system was able to extract sirens, bird chirps, alarms and other target sounds, while removing all other real-world noise. When 22 participants rated the system’s audio output for the target sound, they said that on average the quality improved compared to the original recording.

In some cases, the system struggled to distinguish between sounds that share many properties, such as vocal music and human speech. The researchers note that training the models on more real-world data might improve these outcomes.

Source: University of Washington

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[faisalakhtar12]

Building Your Serverless Sandbox: A Detailed Guide to Multi-Environment Deployments (or How I Learned to Stop Worrying and Love the Cloud)

Introduction Welcome, intrepid serverless adventurers! In the wild world of cloud computing, creating a robust, multi-environment deployment pipeline is crucial for maintaining code quality and ensuring smooth transitions from development to production.Here is part 1 and part 2 of this series. Feel free to read them before continuing on. This guide will walk you through the process of setting…

[gleecus-techlabs-blogs]

Ensuring data quality and completeness is fundamental to effective data governance, which helps maintain accurate, reliable, and up-to-date information across the organization. By implementing clear data standards, policies, and procedures, organizations can systematically manage data to minimize errors and inconsistencies.

As data scales rapidly in cloud environments, strong governance is crucial for maintaining accuracy and ensuring proper integration from diverse sources, thereby enhancing analytics and decision-making. Adhering to governance policies also safeguards data security and privacy, ensuring compliance with regulatory requirements and protecting sensitive information in the cloud.

Explore our blog to dive deeper into Data Governance practices tailored for cloud-native environments.

[virtualrealitynewstoday]

Meta Quest v60 更新：透過增強的環境和效能提升擴展虛擬視野

隨著節日季節的來臨，Meta Quest 社群迎來了一份提前的禮物。是的，Meta Quest 正式推出了 v60 軟體更新，為用戶帶來了全新的 Horizon Home 環境、雲計算邊界改進等更多功能。 首先要提醒大家，這些軟體更新會逐步推出。如果您還沒有���到 v60 更新，不用擔心，它即將到來，不久後就會出現在您的虛擬世界中。 全新的 Horizon Home 環境 Meta Horizon Home 是一個用戶可以與朋友聚集、觀看 Meta Quest TV 內容或一起參加多人遊戲的地方。就像現實生活中的家一樣，它是一個您可以打造成自己的空間。現在，Meta Quest 推出了三種全新的 Horizon Home 環境，讓您能夠做到這一點。 Blue Hill Gold…

[bklein73]

Time To Retire or Another Lease On Life

You remember it as it was yesterday. Waiting in your house or office for that FedEx or UPS delivery. You can still smell that crisp clean box with the iconic Dell symbol on the front. That was five years ago. What served you well with 4 GB or 8 GB of RAM and 128 GB hard drive just doesn’t cut it anymore for you. That last Windows update made you feel you had one of those computers you vaguely…

[yeonmuse]

CHROME HEARTS ──but I break them still

❪ CHROME HEARTS ❫ nishimura riki & fem!rea 1.5k w.c ⋆♱✮ fluff/angst ༯ university au ꫂ ၴႅၴ synopsis──★˙nainais library !! @k-films

℘an᭪ : written w tweets at the end of the chapter, (perm list still open, but only 3 slots open for this series taglist)

CHAPTER 8 | wait a minute

Friday, a day which most of your peers spent skipping classes or celebrating the upcoming weekend, the day most anticipated by many college students because Friday meant no classes the next morning, no assignments to stress over, and most of all no waking up early. Most people would push off their work until the last minute and scramble to get it done when the time to turn them in had finally come, yet here you were, sitting beneath the old willow tree in the courtyard lap full of crumpled sheets of sketch paper and pencil shavings. Not to say that your commitment to your craft made you better than anyone-– hell you had 4 unfinished bio assignments gathering dust on your computer, yet here you were unsurprisingly making art your priority, struggling yet again to find your spark.

It was like you’d been experiencing some sort of drought and famine in the art department, the last piece you’d made that you were truly satisfied with was the previous year. You’d practically won over everyone with your weeping angel piece, one of your finest works that seemed almost ethereal, one gaze and it was sure to make anyones skin crawl. But that was last year of course, and now here you sit in the present on the verge of ripping your hair straight from your head, the stress of having absolutely nothing but a blank canvas starting to bubble over. A frustrated sigh spills from your lips as you erase and draw over and over again repeating the same cycle until something sparks. You’d eventually give up brainstorming and turn to drawing straight up circles, shading the outline darker and darker until your pencil had pierced straight through the paper, a complete mockery of your efforts to let your creativity flow.

You thought that the surrounding scene would be helpful, that it would help you zen out as you sat there. Headphones blasting your usual tunes while you sat in a more cheerful environment rather than confine yourself to the art room, but your efforts had gone awry. In reality you just looked lonely and ill tempered, sat openly in the middle of the courtyard with a scowl on your face.

Niki had been taking his leave when he saw you sat in the middle of the courtyard, an annoyed pout on your lips and that same dark cloud he’d seen from before still looming over your head raining down nothing other than defeat and anguish. He couldn’t help but smile, of course he knew you were most likely still losing your shit over this art assignment but all he could think about was how cute you looked. Messy hair most likely from twirling and tugging at it out of frustration, and puffed out cheeks, a tell all that you were far past the annoyance stage. You seemed to be deep in though as he made his way over, headphones over your ears and your gaze practically glued to the empty sheet of paper.

Dropping his bag down in front of you he takes the seat beside you before taking one side of your earbuds and placing it in his own ear.

“Hold on wait a minute..’’ “feel my heart's intention” “hold on wait a minute i left my consciousness in the sixth dimension.’’

“Why is it that you always seem to find me when i’m in the middle of a mental breakdown.’’ You question, pulling the other earbud from your ear and placing it into your lap. He follows suit, removing the other bud and dropping it into your lap with a shrug.

“the real question is why are you always on the verge of a mental breakdown when I see you?’’ He follows up with a question of his own, stealing your sketchbook into his own hands and flipping through the pages.

“There's nothing in there worth looking at.’’ You sigh pulling your knees to your chest and watching as he flips aimlessly through every page with an unspoken interest, his eyes telling a different story with each flip of a page.

“You’re making it seem like they’re terrible. They aren't bad, they just aren’t you and they lack conviction.’’

‘They aren’t you’ three words that spoke volumes and left you with that same queasy feeling you’d gotten the last time he pointed out even the smallest of details about you.

“What exactly is me? I don’t even really know anymore.’’ you sigh as he places the book back into your lap and you slip it into your bag along with your other supplies.

“So that’s your problem, you’re lacking intentiveness, you need a muse…’’ Niki just spews out a blatant observation, but your lack of response was all the confirmation he needed to know that he was right. You were lacking the drive and innovation that you’d once had behind your past works, and whether it be finding your old spark or a new flame to ignite something within you he didn't mind helping you get it back.

“It’s just frustrating, I’ve never had to think this much.’’ you exhale, a defeated sigh following your words as you tried to grasp what could have possibly been your turning point leading you here, sure you were burned out but there had been many occasions where you’d overworked yourself to the point of insomnia yet you never lost your spark then so why now?

“You need a break, you’re burned out, and it’s leading you to have an inspiration blockage. As long as i’ve seen you in class you never stop, your focus is always glued to the canvas, even after classes when it's just the two of us in the art room i’ve never seen you give yourself a breather.’’ His words were like a smack in the face, not for negative reasons but because he seemed to make the observations you’d prayed no one would ever bring to your attention. He didn’t care whether they were the best or worst parts of you he always mentioned them without fail.

“I- don’t really…I never really had much time for a breather, inspiration goes just as quick as it comes..I’ve learned it the hard way.’’

“What inspiration is there to lose if you’re lacking it right now?’’ heretorts, clapping back so fast it made you fall quiet and your lips pressed into a thin line, he was absolutely right and you had nothing to say to counter his comment.

“Go out with me tomorrow.’’ your eyebrows crease at his suggestion, a suggestion that made the air catch in your throat, yet before you could get the wrong idea he continued on. “I’ll take you to a few places in the city, if inspo is what you need then I know all the perfect places.”

“Are you trying to trick me into going on that date with you, after i rejected you the first time.’’ you respond, an amused grin on your lips at which he rolls his eyes.

“Seems like you’re the only one still stuck on the date, seeing as you’re the one bringing it up. If It were a date I'd have no problem asking you again.’’ he responds, his gaze telling all that he was completely serious. Now here you sat completely melting beneath his gaze and the worst part was you couldn’t even fathom the reason why, why your skin seemed to be lit ablaze anytime he gazed at you like that..like he could see right through you.

“Whatever.’’ you mumble, finally breaking her awkward silence streak with a scrunch of your nose that made Niki smile to himself.”fine i’ll go with you, if this doesn’t work you owe me banana milk for wasting my valuable time.’’

Your chatter continued, even the exchange of phone numbers and home addresses, and unbeknownst to the two of you two glaring eyes had caught the entire interaction, even up until Niki had finally gotten up and left and you were left alone again.

You find yourself smiling at the interaction, only looking up when you hear the crunch of leaves before you, you’d assume it was Niki coming back because he’d forgotten something but instead you find your best friend looking at you as if she’d woken up on the wrong side of the bed.

“Oh Mako I didn’t know you had classes today.’’ you shoot her a smile, one she doesn’t return she just glances back and forth between you and the direction Niki had just gone.

“I had to pick up my books from the library…” her words trail off before she looks at you, her gaze full of skepticism and another emotion you were finding hard to read. “You two close now? All of a sudden?’’

“Mako we shared a few conversations that’s all? It’s not like i’m running to him sharing my secrets.’’

“You aren’t starting to like him or anything are you?’’ you found yourself dumbfounded by the question, meanwhile she stood looking at you with a look in her eyes that you couldn’t quite put your finger on.

“Mako, he’s just a friend.’’ you respond hesitantly, because if you were being truthful you weren’t sure what he was to you..after all you’d only had two conversations with him and as enjoyable as they had been they only left a big question mark at the topic of your relationship with him.

CHAPTERLIST | PREVIOUS CHAPTER | NEXT CHAPTER

PERM TAGLIST: (entire taglist is updated, to be readded to the permanent taglist please fill out this form) PERM TAGLIST : @sol3chu @hollxe1 @addictedtohobi @heartheejake @gweoriz @annybah @iarainha @nishimura-mimura @gweoriz @deaddcrow @bbangbies @kimuranirisi @wonzzziezzzz @dazeymazey11 @stayar1 @neogotmysam @starsmew @taystarr @icatpjs

SERIES TAGLIST: ( to be added to the series taglist fill out this form ) @sillylule @monniemons @lovenha7 @jul3sml @kikixdia @weepingsweep @amatariki @betda @danlovestay @lisamrrth @hoonberries @seyoungiesleeps @rairaiblog @kiromiix @iheartshopping @starniras @theothernads @wheretheheckis-ssaki @verialuv @yuuuraaa @swimmingthruthecherryskies @maewphoria @wenomakiluvr @zoe1love @luvjichang @htaesan @kikixdia

[ceyanabbiolo]

CONTRACT // C.S [15]

Summary: Christopher Sturniolo, a 26-year-old billionaire CEO, agrees to a strategic marriage with Aurora Devereaux, the 21-year-old daughter of his rival, to save his company during a crisis. Raised in a cold, arrogant environment, Chris is used to control and detachment. Aurora, a final-year fashion student, is forced into the arrangement by her powerful father and struggles with the fear of losing herself. As the two navigate their unexpected marriage, they begin to confront emotional walls and develop a connection that challenges everything they thought they knew about love and trust. But with their families’ influence looming, will their bond be strong enough to survive—or will it fall apart?

Warnings: kissing.

wc: 5734

Chapter 15: I Wanna Be Close To You

It had been a week since we left Greece, but the ease of that quiet escape still clung to me like the scent of saltwater on my skin. Back in the city, everything moved faster—emails stacked up, meetings ran long, and the winter chill had fully settled in, sharp and unforgiving.

The glass walls of my office overlooked a steel-gray skyline, the clouds thick and heavy as if mirroring the pressure inside this building. I sat behind my desk, a blazer tossed over the armchair hours ago, sleeves rolled up, fingers tapping mindlessly against a closed file.

Work demanded my attention, but my mind refused to stay here.

A soft knock at the door pulled me back to the present.

“Come in,” I said, expecting one of my assistants with another update I didn’t ask for.

But it wasn’t an assistant. It was my fiancé.

Aurora stepped inside, her presence so effortless, so grounding, that I felt the breath I didn’t know I was holding ease from my chest. Her hair was half-tucked into the collar of her coat, cheeks flushed from the wind, and she had two warm drinks in her hands.

“I figured you might still be alive in here,” she said, a small smile playing on her lips as she closed the door behind her.

I stood slowly. “Barely. This place doesn’t exactly inspire rest.”

“Good thing I brought reinforcements,” she said, holding up the drinks.

She crossed the room and placed one on my desk before sliding her arms around my waist like it was the most natural thing in the world. It was because she belonged here, with me, in this life.

“I missed you today,” I murmured, dipping my head so my lips brushed the top of her hair.

“You saw me this morning,” she laughed softly into my chest.

“I know,” I said, eyes closing for a moment. “Still.”

I pulled away from her reluctantly, already feeling the loss of her warmth as I moved back to my desk. But the moment was over, and work was still calling. I couldn’t ignore the pile of documents and emails that needed my attention.

Aurora settled onto the couch by the window with her drink, her legs tucked beneath her. I couldn’t help but glance over now and then. She always managed to make even the simplest moments feel easy, and there was something so calming about her presence. She picked up a magazine from the table and started flipping through it, her brow furrowed in concentration.

I buried myself in paperwork again, but the sound of her gentle humming reached my ears, and I felt my focus slip.

“What are you doing over there?” I asked, still facing my computer, my voice curious.

She glanced up, grinning. “Just browsing.”

“Browsing for what?” I asked, turning around to see her staring at her phone now, tapping through something. “You seem pretty into it.”

Aurora made a small, almost embarrassed noise. “I’m looking for photographers.”

“Photographers?” I raised an eyebrow. “What for?”

Before she could answer, the door swung open without a knock. I knew that sound.

Matt strolled in, acting like he hadn’t just interrupted the one peaceful hour I’d had all week. Papers under one arm, coffee in the other.

“Traffic was hell,” he said casually, dropping into the chair across from my desk. “And I stopped at that French bakery you like. You’re welcome.”

“Appreciated,” I muttered. “But next time, knock.”

Aurora giggled softly from the couch, and I immediately forgot Matt existed. I turned back to her. “Sorry, baby, you were saying?”

Aurora smiled softly but seemed unfazed by Matt’s sudden appearance. “I need a photographer for my fashion show,” she said, her voice calm and determined. “It’s next month, and I want to make sure it’s perfect.”

Matt’s eyes lit up, and he leaned against the doorframe, clearly interested now. “You need a photographer, huh? I know someone who could be perfect for it,” he said, coming to sit on one of my chairs. 

Aurora’s gaze shifted to Matt, curious. “Really? Who?”

“I’ve worked with her before—she’s good, and she’s got an eye for design,” Matt said, a grin creeping onto his face. “I can get you in touch with her.”

I shot Matt a smug look, I knew this girl he was talking about. I didn’t question him at the moment, though. 

Aurora thought for a moment before nodding. “That sounds great. Thanks, Matt.”

I narrowed my eyes. “You didn’t just come here to steal my fiancée’s creative team.”

Matt gave me a look.

Matt held up the folder with a lazy grin. “I’m here for the shareholder agreement. You know why I’m here, you just forgot.”

Right. I did forget. I’d been too wrapped up in everything else lately—Aurora, work, Greece... her in Greece.

Aurora sat up straighter on the couch. “Wait—wait, what?” she blinked. “You’re becoming a shareholder?”

Matt gave her a half shrug. “Yeah. Started the process a while ago.”

Her brows shot up. “Whoa, that’s huge.”

“Wait, I thought you were a model?” she added after a few seconds. 

He smirked. “I mean, I still model here and there—but I’ve been focusing on some other projects.”

“Like?” she pressed, clearly intrigued now.

“A car line,” he said, looking back over at me. “The one with Porsche. We’re launching something next year”. 

Aurora blinked again, her surprise still all over her face. “Okay, I didn’t expect that. Good for you, though.”

Matt gave a small smile, the cocky kind only he could pull off without being annoying. “Thanks, Aurora.”

The two of them moved to the small table across from my desk, where the documents were spread out. Aurora helped him stay organized—because, let’s be honest, Matt could get distracted by a paperclip if left alone too long. For the next half hour, they went over contracts, signatures, and a few financial overviews that I only glanced at. I was still on my laptop, answering emails while half-listening to their banter.

Eventually, Matt stood, stretching his arms and yawning like he’d just run a marathon instead of signing papers.

“Alright, I’m out. Call me if you want to test drive that Porsche prototype,” he said with a wink to Aurora, who just rolled her eyes.

Once the door clicked shut behind him, the office quieted again. Aurora stood and dusted her jeans off.

“I should head home,” she said softly, walking toward my desk. “I have some editing to finish—and I want to sketch out a few more designs before I lose the idea.”

I turned in my chair to face her fully. “You sure you don’t want to just hang out here a little longer? Be bored with me while I stare at spreadsheets?”

She leaned down and kissed me, her hands on either side of my face. “You’ll be working for a while, and I’m just going to end up distracting you.”

I smirked. “That’s not a bad thing.”

“Chris,” she said in that voice—the one that was half stern, half teasing.

“Fine,” I muttered, standing up and kissing her again, slower this time. “Text me when you get there.”

She smiled up at me. “Always.”

I watched her leave, then went back to my screen, sighing at the list of tasks still waiting. I barely made it through two emails when my office phone lit up.

It was Victor, from building security.

“Yeah?” I answered.

“Mr. Sturniolo, you’re gonna want to come down to the security room,” he said. His voice was low, clipped. Seriously. “We’ve got an update… on the money trail connected to your uncle.”

I sat up straighter. “What kind of update?”

“Location. Some movements flagged the system. It’s coming from a property registered under an alias. Looks like a warehouse or office on the edge of this like…sketchy part of Boston.”

My heart dropped.

“I’ll be right there,” I said, already leaving the room. 

The elevator ride down felt longer than usual, the hum of the floors passing only making my thoughts louder. My jaw clenched as I stepped into the dimly lit security office. Victor was already there, standing in front of a bank of monitors, his arms crossed and face unreadable.

He turned when he heard the door shut. “Thanks for coming down so fast.”

“What’d you find?” I asked, moving beside him.

He pointed to one of the main screens, then tapped a few keys. A paused feed appeared: a blurry image of a dark brick building with rusted metal siding and a barely legible sign that said Fenwood Storage & Freight. The timestamp was from earlier this morning.

“This place popped up after a flagged transaction was traced here,” Victor explained. “One of your uncle’s shell accounts made a deposit two nights ago. Small enough to fly under the radar, but consistent with previous laundering patterns.”

I narrowed my eyes at the grainy footage. “Where is this?”

“Just outside Dorchester. Pretty run-down industrial area. Mostly storage units and shipping companies. Half of them are probably empty or abandoned.”

I exhaled sharply, my fingers dragging through my hair. “Have we confirmed the properties linked to him?”

Victor nodded. “Not directly. It’s under an alias—J.R. Management—but the account that paid for it ties back to a business your uncle once listed as a silent partner on. It’s all buried in layers of fake owners, but we’re peeling it back.”

“Damn,” I muttered.

This was more than breadcrumbs—it was a full trail.

“I’ll send someone out to do a quiet sweep,” Victor added. “Unmarked, no alerting anyone. But I figured you’d want to know first.”

“Yeah,” I said, voice low. “Good.”

For a moment, I just stared at the screen. I didn’t like not knowing how deep this ran, or how long it had been going on under my nose. If this place really was connected to Michael… it might be our first solid shot at exposing everything.

Victor shifted beside me. “You want me to notify the board or wait until we’ve got more?”

I shook my head. “Not yet. Let me handle it.” 

As I left the room, my phone buzzed in my jacket pocket—Aurora. A simple home safe text with a little white heart. My chest softened for a moment.

I liked her message and put my phone away.

I didn’t wait. I didn’t even tell anyone I was going.

By afternoon, I was behind the wheel. The further I drove, the more the polished buildings turned into cracked sidewalks and rusted-out signage. The kind of place people forgot existed just outside Boston’s heart.

I pulled up to a storage unit, or what was left of it. The place looked like it hadn’t been touched in a decade. The lot was half-filled with busted crates and rusted containers, some tagged up, some just rotting. A chain-link fence surrounded the building, the padlock half-broken.

I parked along the side and got out, keeping my hood up and my jacket zipped. My footsteps echoed against the concrete as I approached a side entrance, the door slightly ajar like someone had forgotten to lock it, or wanted it that way.

Inside, it smelled like mold and oil. 

I walked slowly through the dusty corridors, my phone ready in my pocket just in case. Boxes were stacked haphazardly, and shipping containers lined the back half of the warehouse. What caught my eye was the small side room with a cracked window and a faint light on.

I opened the door.

A desk. A laptop. A receipt printer was still warm, and a stack of papers was shoved into an old filing cabinet with a sticky note that read JR Transports—Q4 Accounts. The names didn’t matter—but the account numbers did.

I recognized one of them.

It was one of the accounts I’d flagged two months ago—the ones I thought had just been outdated corporate ghosts.

This place wasn’t abandoned.

It was very much active, and Michael had kept it quiet until now.

I snapped a few photos with my phone, heart pounding in my ears, then backed out of the room, careful not to touch anything else. If I stayed longer, I’d risk being seen—or worse, tipping someone off.

Back in the car, I sat for a moment in the driver’s seat, staring at the cracked windshield of the warehouse office.

Uncle Michael wasn’t just laundering money. He was using one of my company’s shell accounts to do it. Quiet. Strategic. Hidden in plain sight.

This wasn’t just betrayal.

This was war. 

I started the engine and peeled away from the lot, the warehouse growing smaller in the rearview. My jaw clenched as I reached for my phone, ready to call Victor.

If this was the first layer, I needed to know how deep it went before it got worse, but that was a problem for my security team.

I stepped through the door, the familiar scent of home grounding me for a moment. It had been a long day—longer than most. The drive back from that sketchy part of Boston was quiet, but my mind hadn’t stopped racing since I left the security office. There were too many unanswered questions, and I hated not having control.

I loosened the buttons at the top of my shirt and set my keys down on the counter.

The living room was dim, lit only by the soft flicker of the TV. Netflix was still running — some movie playing quietly in the background. And there, curled up on the couch like she didn’t have a care in the world, was Aurora. Sound asleep.

Her head rested against the throw pillow, one leg tucked under the other, hair slightly messy, and lips parted just a little. She had a blanket half-on, half-slipped off her legs, the remote loosely in her hand, like she was trying to stay awake.

I paused in the doorway, something in me settling just looking at her. I didn’t want to wake her. She looked peaceful. She deserved that peace.

Quietly, I walked over to the linen basket and grabbed the big cream blanket she always liked. I unfolded it gently, then leaned down and draped it over her. She shifted a little, murmured something under her breath, but didn’t wake.

I brushed a strand of hair from her cheek, just lightly enough so I wouldn’t disturb her, then straightened up. My chest felt tight. Not in a painful way. Just... full. The weight of the day mixed with the softness of this moment, and I didn’t know where to put it all.

I needed air.

I stepped onto the balcony, sliding the door closed behind me. The city stretched in every direction, lights twinkling like everything was fine. But it wasn’t. Not for me.

I pulled a cigarette from the pack in the drawer we kept by the grill and lit it, letting the first drag burn in my lungs before exhaling slowly. I didn’t smoke often now, only when I was extremely stressed. 

Michael. Money laundering. Secrets. I hated this. Hated that there were things I couldn’t tell her yet. Hated that the people closest to me were the ones stabbing me in the back.

By the time the cigarette burned down to the filter, the night air had cooled my nerves just enough. I flicked the stub into the ashtray and stepped back inside, sliding the balcony door shut behind me with a soft thud.

Aurora was still out cold, curled up like she hadn’t moved an inch. I gave her one last glance before heading into the kitchen. I grabbed a cold can of Pepsi from the fridge, cracked it open, and took a long sip — the carbonation biting just enough to keep me grounded.

I made my way toward my home office, needing to clear my head before tomorrow’s meetings. The moment I sat down behind my desk, a knock echoed at the door. I glanced at the time. Almost 8 PM.

“Aurora?” I called, assuming she’d finally woken up.

The door creaked open, but it wasn’t her. Ana stood there, her expression unreadable, hands folded neatly in front of her.

“Sorry to disturb you, sir,” she said gently, “but there’s someone downstairs in the lobby asking to see you.”

My jaw tightened. “Who?”

“Thomas Devereaux.”

The name hit like a weight in my gut. Of course. The one person I didn’t want to see tonight.

“Tell him to leave,” I said flatly, turning slightly in my chair. “I don’t want him here.”

“Security already tried,” she said carefully. “He’s... refusing. Said it’s important.”

I let out a slow breath, staring at the blinking cursor on my laptop screen.

“Let him up,” I muttered finally. “Might as well get it over with.”

Ana gave a small nod and quietly stepped out.

I leaned back in my chair, sipping from the can again, jaw tense. I didn’t know what the hell he wanted this late, but I wasn’t naïve. It wouldn’t be good.

A soft ding echoed through the apartment.

I stood and walked toward the front of the penthouse, just as the private elevator doors slid open.

Thomas Devereaux stepped out like he owned the place — pressed suit, slicked-back hair, that same calm, entitled air he always carried. I didn’t offer a handshake. Just turned.

“This way,” I said, voice clipped, leading him toward my office.

I stepped into my office, the quiet click of my shoes against the hardwood floor echoing in the space. The second Thomas crossed the threshold behind me, a knot formed in my chest. My mind immediately flashed to the last time he stood in this very room — to the sound of his voice raised, to the way Aurora’s face crumpled just seconds after he struck her.

My jaw clenched instinctively. I hadn’t forgotten. I never would.

I stayed standing, hands tucked into the pockets of my sweats, posture rigid.

“What do you want, Thomas?” I asked, keeping my tone even but firm.

He took his time, slowly wandering toward one of the chairs across from my desk like this was some casual drop-in, like he hadn’t crossed a line that could never be uncrossed. His presence alone made my skin crawl.

“I heard you and my daughter went on a little vacation,” he said, settling into the seat with a smug smile. “Greece, wasn’t it? How... romantic.”

I didn’t sit. I didn’t smile. I leaned against the edge of my desk, arms folded across my chest, staring him down.

“Cut the bullshit,” I said coolly. “You didn’t show up here unannounced to talk about Aurora’s vacation.”

His smile faded slightly, but he kept his composure. That was the thing about Thomas — always polished, always pretending he was three steps ahead, even when the ground was cracking beneath his feet.

“You’re right,” he said after a moment. “I didn’t.”

“Then get to the point,” I snapped. “Because the last time you were in this office, you acted like an asshole, and I haven’t forgotten.”

His eyes narrowed just slightly, but he didn’t flinch.

“That was... an unfortunate misunderstanding.”

“No,” I cut in sharply, “it was fucking abuse and you’re lucky she asked me not to press charges.”

The room fell silent for a beat, the tension thick between us. My hands were balled into fists at my sides, but I forced myself to stay steady.

“So, again,” I said, voice low. “What do you want, Thomas?”

I didn’t move from where I stood, my arms crossed tightly across my chest. The tension in the room was thick, like a storm just waiting to crack.

Thomas leaned back in the chair across from me, legs crossed like he owned the place. Like he hadn’t disrespected everything and everyone that mattered to me.

“I’m here to make amends,” he said finally, his tone calm, rehearsed — too polished.

I didn’t say anything. Just stared at him, waiting.

“I know things… got out of hand,” he continued. “What happened here, It wasn’t right. I was angry. I let things escalate, but I’ve had time to think.”

I scoffed under my breath, shaking my head once. “You hit your daughter and then acted like it didn’t matter.”

His jaw twitched, but he held his fake composure. “I’m not proud of it.”

“You don’t get points for admitting it, Thomas,” I said, my voice sharp now. “You think coming here and saying a few careful words is going to undo shit? You’ve hit her for years. So don’t fucking tell me your sorry”

He raised his hand slightly, like he wanted to ease the tension. “I’m not asking for forgiveness. I know I have a long way to go. I just thought… Maybe it was time I started. And I figured the first step was coming to you. Man to man.”

“Man to man?” I echoed with a dry laugh. “You laid your hands on Aurora. I don't think we’re anywhere near ‘man to man.’”

His expression stiffened. For the first time, the cracks showed.

“I love my daughter, Chris.”

“You have a funny way of showing it,” I muttered.

Thomas looked up at me and blinked. 

“What?” I spat. 

Thomas looked up at me and blinked slowly, like he was watching me closely, measuring every breath I took. 

Then he said, calm as ever, “Do you love my daughter, Chris?”

The question hit harder than I expected.

I stared at him for a second, caught off guard — not by the question itself, but by the nerve of him asking it. After everything he’d done, after the way he treated her. He had no right to ask me that.

But still, my jaw tightened.

“I care about her,” I said firmly.

Thomas tilted his head slightly. “That’s not what I asked.”

I let out a low breath, jaw still clenched. “Love isn’t something you say, just to say it,” I replied, voice low. “It’s what I do. I’m here. I show up. I protect her, even when it’s from you.”

His expression shifted — not surprise, not regret. More like irritation veiled behind politeness. “So you’re saying you don’t love her.”

“I’m saying I’m not going to stand here and spell it out for a man who hit her,” I snapped. “I don’t owe you that.”

For the first time, Thomas didn’t have something smug ready. He just stared, lips pressed into a tight line.

“She trusts you,” he said finally. “That’s… rare for her.”

I leaned forward a little, voice razor sharp now. “Yeah, and you broke that trust when she needed it most. You’re lucky she even speaks to you.”

It was clear I resented Thomas. He knew it too.

Thomas stood up slowly, smoothing down the front of his expensive coat. “Maybe I am. But I’m still her father.”

I stood too, taller, my voice calm but solid. “And I’m the one who’s going to marry her.”

His eyes flicked to mine — there it was, that brief flash of resentment. Then he masked it again.

I let out a sharp breath, jaw clenched as I stepped back toward my desk. “You’ve said whatever you needed to say. Now get out.”

Thomas didn’t even flinch. He adjusted the cuff of his sleeve and gave me a slight, smug smile. “Alright,” he said, turning toward the door. “But just remember, whether you like me or not, I’m not going anywhere. You’re marrying my daughter, Chris. That makes me family.”

I didn’t respond. I didn’t need to. The thought alone made my stomach twist.

He opened the office door—and right there, standing just outside, was Aurora.

She looked surprised, almost frozen, like she hadn’t expected to see him.

Thomas’s expression shifted in an instant. “Aurora,” he greeted smoothly, voice warm, familiar—too familiar. “Hi, sweetheart.”

Aurora blinked. “Hi… Dad,” she said quietly, her voice cautious, uncertain.

His smile widened. “Did you have a nice vacation? I heard Greece is lovely this time of year.”

She nodded once. “Yeah. It was.”

“You look well,” he said, his tone too casual, too forced. “Busy with your fashion show, I imagine?”

“Yeah… I’ve been working on it,” she said slowly, eyes flickering between him and me, clearly trying to read the tension in the air.

Thomas gave a small nod, then turned to me with a smile that didn’t reach his eyes. “Take care of her.”

He walked past her, brushing her shoulder ever so slightly as he exited. I watched Aurora’s face shift—confusion, unease, that flicker of old wounds resurfacing.

I crossed the room and gently touched her arm. “You okay?”

She nodded slowly, still staring at the now-empty doorway. “What was he doing here?”

My jaw tightened again. “Trying to play nice.”

Aurora didn’t respond right away. She just leaned slightly into me, and I wrapped my arm around her shoulders. Because I knew, deep down, both of us were thinking the same thing: Thomas Devereaux never just “played nice.”

“Did you smoke today?” she asked, gently pulling back, her nose scrunching just a little.

I glanced down at her. “Yeah? Why?”

She hesitated. “Oh… I thought it was my dad. He always reeks of cigarettes—tries to cover it up with cologne, but it never works.”

I nodded slowly. I remembered how much she hated that smell. Without saying a word, I shifted back, putting a little space between us. Her nose twitched again, and I could tell she noticed.

She looked up, her voice quieter now. “You don’t have to move away.”

Almost under my breath. “I don’t want you flinching every time I’m near.” 

“I like hugging you though”. 

I kept my chin resting against her head, arms loosely wrapped around her waist, when I murmured, “Have you eaten yet?”

Aurora pulled back just enough to look up at me, her expression soft. “No, not yet.”

I gave her a look. “You’ve been home since noon and didn’t eat?”

She shrugged with a guilty little smile. “I wasn’t that hungry earlier…But I am now.”

“Alright,” I said, brushing her hair behind her ear. “Come on, let’s go out. You wanna get dinner?”

Her eyes lit up a bit, and she nodded. “Yeah… I’d like that.”

I leaned down and pressed a kiss to the top of her head. “Good. Go get ready, baby.”

She turned toward her room, and I headed to mine. I didn’t waste time—showered fast, got the smoke off me, and changed into something clean. I wasn’t about to sit across from her at dinner smelling like her worst memories.

Twenty minutes later, we were in the car, Aurora in the passenger seat, humming quietly to a song playing on the radio. She looked relaxed, her fingers tapping along to the beat on her knee.

“Where are we going?” she asked, glancing over at me.

“You’ll see,” I said, a small smile playing on my lips.

She narrowed her eyes slightly. “Is this one of your surprise places again? Because last time you took me to a steakhouse even though I said I wasn’t in the mood for meat.”

I laughed under my breath. “No, don’t worry”. 

I pulled into a quiet side street and parked in front of a warm, cozy Turkish restaurant tucked between a bakery and a flower shop. Soft golden lighting spilled from the windows, and the scent of grilled spices drifted into the night air as we stepped out.

Aurora paused, then turned to look at the sign. “Wait… this is that Turkish place you said you’d never try.”

I smirked. “Yeah, well, I’ve watched you order Turkish food often a week for months. Figured you’d like this place.”

She blinked, a slow smile forming. “You remembered?”

I just chuckld, softly. 

Her smile widened as we stepped into the restaurant. She didn’t say anything, but the way she leaned into me just a little more said enough.

The inside was pretty packed, but we found a booth at the far back, away from everyone. 

The restaurant was bustling, the warm lighting and soft chatter wrapping the space in a cozy atmosphere. We managed to find a booth tucked in the far corner, away from the noise and close enough to the windows to catch a bit of the streetlight outside.

Aurora carefully studied the menu, pointing things out to me and giving her honest reviews—what to avoid, what was worth trying. I didn’t bother picking for myself. I just let her decide. She knew what she was doing.

Once we ordered, we sat back and waited. She looked at me with that familiar little smile, the one that made everything else fade for a moment.

“I swear, you always know when I need to get out of the house,” she said, her voice soft but amused.

I leaned back, eyes still on her. “To be fair, I needed it too. But if I don’t say anything, you’ll go all day and forget to eat.”

She laughed lightly, brushing a strand of hair behind her ear. “Yeah… that’s true.”

The food arrived not long after—steaming plates of Turkish manti, chargrilled kebabs, and warm, buttery flatbread. The smell alone was enough to make my stomach growl.

I took my first bite of the manti, then glanced over at Aurora. “Okay,” I said, pointing at my plate with my fork. “This? This is really good.”

She grinned, already halfway through a skewer of lamb. “Told you.”

“I might need to come here without you next time.”

She playfully narrowed her eyes. “You wouldn’t dare.”

I chuckled, then caught her watching me. Her fork had stopped mid-air, and she was just… staring.

“What?” I asked, wiping my mouth with a napkin.

She shrugged, smiling gently. “Nothing. I’m just…really happy.”

My hand paused on the table, and I tilted my head slightly. “Yeah? Why’s that?”

She shrugged, smiling softly.

“I don’t know…I mean, I have good food, good company…it feels calm. Like my heart isn’t racing for once. I think I feel at peace for the first time in a while.”

My chest tightened a little, but in a good way. I didn’t say anything right away—just watched her for a moment, the soft restaurant lighting catching in her eyes.

I cleared my throat and smirked. “Well, not everyone agrees I’m good company. You might want to keep that to yourself.”

She laughed quietly, leaning back in her seat. “That’s their loss.”

I continued to watch her eat, wondering how the hell I had convinced this woman that I was some sort of sweetheart, when no one else except my mother, would describe me as such. Though even my mom only said it cause she was my mom, I doubt she mean it.

When we got back to the penthouse, the place was still and quiet, the kind of calm that only settles in late at night. Aurora looked drained, her steps slower, her voice soft as she murmured something about changing before disappearing into her room.

I slipped off my clothes, leaving just my boxers, and sank into bed. The weight of the day pressed into the mattress with me. I stared at the ceiling for a while, letting the silence wrap around me, until I heard the soft creak of my bedroom door.

From the corner of my eye, I saw her—fresh out of the shower, skin dewy from her skincare routine, her long hair braided over one shoulder. She wore one of her usual nightdresses, simple but elegant, the kind she always wore to bed. Familiar. Comforting.

She stepped into the room with a teasing smile. “Put some pants on, sir,” she said lightly, her tone playful as her eyes flicked down at me.

I didn’t bother moving, still lying out against the pillows. Instead, I reached out my hand toward her and gently tugged her down, pulling her into my chest like muscle memory. Her body fit perfectly against mine, warm and soft, and I held her there without saying a word, like it was the most natural thing in the world.

Our bodies rested against each other, comfortably entangled in the quiet of the night. With Aurora, it was never about needing anything physical—just having her close was enough. The warmth of her skin against mine felt like something sacred, like her place had always been right there, beside me.

I ran my fingers through her braid, gently unraveling a few strands just so I could twist them around my fingers. It was something I always found myself doing when she was near—soft, absentminded, tender. There was a kind of peace that only came with her. A kind of closeness that made everything else fade. 

Aurora shifted beside me, settling into the space between us until we were facing each other, just inches apart. Her eyes flicked down to my lips before meeting my gaze again, a soft blush coloring her cheeks.

“Hi,” she whispered, almost shyly.

“Hi,” I murmured back, closing the short distance between us.

Her lips were just like I remembered—soft, warm, a little hesitant at first. Kissing her always felt like pressing pause on the world.

“You know,” she said gently, pulling back just enough to speak, “you were my first kiss.”

I blinked, caught off guard. “Wait—what?”

She giggled at my reaction, biting her lip. “Yeah… that day in my studio. When you kissed me. That was my first.”

A strange weight pressed down on my chest—guilt, maybe. The memory of how I’d handled things after that kiss came rushing back, the way I shut her out, told her it was a mistake, when all it did was scare me.

“I’m sorry,” I said quietly.

Her brows drew together. “Why would you be sorry?”

“I didn’t know. If I had… I wouldn’t have acted like that. I wouldn’t have been so cold.”

She reached for my hand, her touch light. “It’s alright… it was a different time. We were different then.”

If someone had told me six months ago that I’d be this invested in a woman, I’d have called them crazy. Especially if they said she was Thomas Devereaux’s daughter. Here I am, holding Aurora close like she’s my whole world—like protecting her is all that matters. In this moment, I understood that I wasn’t the same man I used to be. Not anymore.

“What have you done to me?” I teased softly, brushing her hair with my fingers. 

I waited for a response, but none came. Looking down, I saw her eyes gently closed, her breathing calm and even.

A smile tugged at my lips as I carefully tucked us both in, placing one last kiss on her forehead.

READ ALL RELEASED CHAPTERS NOW!

[a/n: who's telling Aurora she ain't going to be at peace for long. Also, who got the trope hint to the Matt fic, tee hee. Thank you for reading, everyone. Your comments motivate me. Like and reblog. mwah] –Ceyana

tags: @loser41ifee @bluestriips @mattsfrenchtoast @slvtf0rchr1s @courta13 @emeraldsturns @mattscore @chriss-slutt @chrissturniolodailysluts @pip4444chris @oopsiedaisydeer @y3sterdaysproblem @sagesturns @prettyingreen4chris @ilovenicksturniolosblog

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[harbours-lighthouse]

FRAGILITY

— PAIRING: Jason Todd x F!Reader

— SUMMARY: Grief stalks you while you remember the image of a boy long gone. You're sure his memory will haunt you forever.

content tags: angst, PTSD, grief, panic attacks. wc: 760

You feel fragile, like anything might tip you over and send you shattering across the floor. Hairline fractures are crawling all over your heart like worms, and you hate that they get deeper with each thing that happens during your day. 

Like stressing out over the rent, so much so that you're sick to your stomach. 

Like missing the bus to the train station.  

Like hearing your friend's voicemail over the phone when you tried to call.

Like the missing presence of the boy that had once been a constant in your life.

It's been years since you've said his name accidentally, and months since your last panic attack when you woke up realising that you're not fourteen anymore and he's not breathing like you are.

Your therapist counted that as a major win (you don't).

But some days you mess up—open his contact on your phone out of habit—and there are days where everything works against you to bring you crumbling onto the kitchen tiles where the grout lines dig into your skin and you're left sucking in harsh, wet sobs.

Not that you're there yet. Instead you've been blinking back memories and subsequently tears while sitting at your desk, fingers tapping along the clunky keyboard. You can hear your colleagues gossiping, leaning over each other's cubicles to whisper about the latest news or that the party from the week before left behind some questionable stories.

None of it matters to you, though you wish it did. It would be better than glancing out the window to Gotham's skyline and feeling a lump gather in your throat because Jason's text isn't going to light up your phone with a once familiar sentence.

I'll be out on patrol tonight. See you then.

He always spelt his texts out well, like an email rather than a text. Perfect grammar, punctuation, spelling. You think about that while backspacing, correcting an error in the report you're filling out for HR.

It's nothing special, just a general form with basic questions about work environment, corporate team-building, etcetera. If Jason were leaning over your shoulder—which he used to do all the time in the Bat Cave while you worked at the computers—he'd scoff quietly and mutter something sarcastic for each question.

You would have rolled your eyes and laughed discreetly, but now you only bite the inside of your cheek, feeling your chest tighten.

And when the end of the day comes around with the sun bleeding orange against the dark grey clouds, you notice that you've left behind your wallet at home which means that you're not going to the bodega like you planned. Angry tears begin to blur the pavement beneath your feet, and you can feel the hairline cracks splitting that beating muscle in your chest, slicing it open to throb painfully against your ribs.

It's been months since you've had a panic attack, but that never meant they'd left you behind completely.

Sucking in harsh breaths full of city fumes, you snap your head around to find the nearest alley where people won't bump their shoulders or elbows into you. You might get mugged, but even in a panic, you can handle that.

Fingers reaching for the gritty texture of the bricks, you grab at the wall before spinning around, flattening yourself against it like ivy. Tears are leaking into the corner of your eyes, threatening to drop down the curve of your cheeks.

"Get it together...c'mon..." you whisper to yourself, voice trembling. You sniffle, feeling your stomach lurch, before breathing out a long sigh that wobbles.

You feel dramatic. Silly, even—but your therapist would say that it's okay to feel this way. That thought only sends your throat closing again, chin quivering as you shake your head.

How can that be okay? How can this be okay? It's been years since it happened. Since you saw the mushroom head of the explosion bloom in the sky like a fiery first. Since you heard the deafening boom and the sound of your own scream echoing in harmony with it.

It's been years since Jason Todd died, but you're certain you've been dying each day that he's been gone.

Like the flowers that have long since wilted on his grave, you can't bring yourself to find new water and soil, a place to go where Jason doesn't follow.

Bringing your hand to your mouth, you can't help the wet grin that pulls at your lips.

The bastard never could stay away from you. Always following you around like a lost puppy.

Thank you for reading, God bless!

tags: @kitkatlover015 © harbours-lighthouse 2025 / i do not give permission for my work to be reposted, translated, or fed into ai. all works belong to me unless stated otherwise.

[kiasims]

60+ overrides you NEED in your game 🫧

watch here ♡

kia in her tumblr era? lol

but I just wanted to share some of my favorite override mods with you guys 💗 hope you guys enjoy

start-up overrides ♡

1. pink aura opening screen override by Irene Noir

2. ghost loading screen by Wotunciba

3. loading screen tips replacement by Kiasims

4. refreshed dynamic main menu by Simmatically

5. 'rainy hearts' font override by Kiasims

cas overrides ♡

6. vyxated mirror cas background (soft-pink) by Dumbabie

7. controlled cas position by Northernsiberiawinds

8. more cas columns by Weerbesu

9. yearbook gallery pose overrides by Yun-Sims

build mode overrides ♡

10. build-buy pencil override by Vyxated 

11. build-buy gizmo override (soft-pink) by Vyxated

ui overrides ♡

12. pastel ui override by Vyxated

13. ice cream plumbob override by Xiaoboluo **

14. ui poses override by Blaccdot

15. childrens ui mood replacements by NV-Games

in-game overrides ♡

16. better basketball override by Coco Games

17. shoe removal animation override by ThePancake1

18. black tv replacements by AlexisAriel

19. reality dating show override by Coco Games

20. movie overrides by Midnitehearts

21. watching tv override by Simkatu **

22. nap replacement poses by Beverlyallitsims

23. ps2 game and controller override by Bknysimz

24. nintendo switch game controller replacement by AroundTheSims4

25. iphone 12 override by nuribatsal

26. phone app replacements by Coco Games (search for ‘overrides’ on her patreon to find the rest)

27. realistic bank override by [Taylor] (requires SNB Bank mod)

28. phone wallpaper overrides by Coco Games

29. single selfie overrides by Dearkim

30. paired selfie overrides by Dearkim

31. bouquet override by Complexsims **

32. samsung jet vaccum override by Kikovanity

33. food texture replacements by Utopiasims

34. modern glass replacement by Coco Games

35. green sponge override by Ellcrze

36. method all purpose surface spray override by Kikovanity

37. functional hair care overrides by [Taylor] (requres bathroom clutter kit becomes functional mod)

38. computer desktop override by Simkatu

39. computer game overrides by Ebonix

40. reading animation override Simkatu

41. black art painting overrides by Slimmazsims

42. lush facial masks override by PlayWithSyd

43. singing animation override by Simkatu

44. dance override 2.0 by Steven Studios **

45. energy failure animation override by NV_Games

46. faint animation replacement by NV-Games

47. squishmallow overrides by Bellassims

baby overrides ♡ 

48. invisible bassinet override by Sixam

49. baby bottle override by Coco Games

50. byebyebaby rug hider override by BuildBuyMode

51. sippy cup override by Cecesimsxo **

52. realistic birth overrides by [Taylor] (requires realistic birth mod)

environment overrides ♡

53. terrain overrides by K-Hippie

54. cloud overrides by Moriel

55. red bridge override by Simmatically

56. newcrest building replacements by BoyBatterfly

57. san myshuno city buildings override by Bloomverse

58. san myshuno billboards override by Ebonix

59. del sol valley billboards replacement by JrenaeGaming

university overrides ♡

60. hbcu text edits by AlexisAriel

61. university food cart replacements by AlexisAriel

(18+) 62. real drink names override by Basemental (requires basemental drugs)

63. red cup juice keg override by Ebonix

64. uno card override by Skillfulsimmer

(18+) 65. elfbar override by [Taylor] (requires basemental drugs)

[alongtidesoflight]

in wake of yet another wave of people being turned off by windows, here's a guide on how to dual boot windows and 🐧 linux 🐧 (useful for when you're not sure if you wanna make the switch and just wanna experiment with the OS for a bit!)

if you look up followup guides online you're gonna see that people are telling you to use ubuntu but i am gonna show you how to do this using kubuntu instead because fuck GNOME. all my homies hate GNOME.

i'm just kidding, use whatever distro you like. my favorite's kubuntu (for a beginner home environment). read up on the others if you're curious. and don't let some rando on reddit tell you that you need pop! OS for gaming. gaming on linux is possible without it.

why kubuntu?

- it's very user friendly

- it comes with applications people might already be familiar with (VLC player and firefox for example)

- libreoffice already preinstalled

- no GNOME (sorry GNOME enthusiasts, let me old man yell at the clouds) (also i'm playing this up for the laughs. wholesome kde/gnome meme at the bottom of this post.)

for people who are interested in this beyond my tl;dr: read this

(if you're a linux user, don't expect any tech wizardry here. i know there's a billion other and arguably better ways to do x y and/or z. what i'm trying to do here is to keep these instructions previous windows user friendly. point and click. no CLI bro, it'll scare the less tech savvy hoes. no vim supremacy talk (although hell yeah vim supremacy). if they like the OS they'll figure out bash all by themselves in no time.)

first of all, there'll be a GUI. you don't need to type lines of code to get this all running. we're not going for the ✨hackerman aesthetics✨ today. grab a mouse and a keyboard and you're good to go.

what you need is a computer/laptop/etc with enough disk space to install both windows and linux on it. i'm recommending to reserve at least a 100gb for the both of them. in the process of this you'll learn how to re-allocate disk space either way and you'll learn how to give and take some, we'll do a bit of disk partitioning to fit them both on a single disk.

and that's enough babbling for now, let's get to the actual tutorial:

🚨IMPORTANT. DO NOT ATTEMPT THIS ON A 32BIT SYSTEM. ONLY DO THIS IF YOU'RE WORKING WITH A 64BIT SYSTEM. 🚨 (win10 and win11: settings -> system -> about -> device specifications -> system type ) it should say 64bit operating system, x64-based processor.

step 1: install windows on your computer FIRST. my favorite way of doing this is by creating an installation media with rufus. you can either grab and prepare two usb sticks for each OS, or you can prepare them one after the other. (pro tip: get two usb sticks, that way you can label them and store them away in case you need to reinstall windows/linux or want to install it somewhere else)

in order to do this, you need to download three things:

rufus

win10 (listen. i know switching to win11 is difficult. not much of a fan of it either. but support's gonna end for good. you will run into hiccups. it'll be frustrating for everyone involved. hate to say it, but in this case i'd opt for installing its dreadful successor over there ->) or win11

kubuntu (the download at the top is always the latest, most up-to-date one)

when grabbing your windows installation of choice pick this option here, not the media creation tool option at the top of the page:

side note: there's also very legit key sellers out there who can hook you up with cheap keys. you're allowed to do that if you use those keys privately. don't do this in an enterprise environment though. and don't waste money on it if your ultimate goal is to switch to linux entirely at one point.

from here it's very easy sailing. plug your usb drive into your computer and fire up rufus (just double click it).

🚨two very important things though!!!!!!:🚨

triple check your usb device. whatever one you selected will get wiped entirely in order to make space for your installation media. if you want to be on the safe side only plug in the ONE usb stick you want to use. and back up any music, pictures or whatever else you had on there before or it'll be gone forever.

you can only install ONE OS on ONE usb drive. so you need to do this twice, once with your kubuntu iso and once with your windows iso, on a different drive each.

done. now you can dispense windows and linux left and right, whenever and wherever you feel like it. you could, for example, start with your designated dual boot device. installing windows is now as simple as plugging the usb device into your computer and booting it up. from there, click your way through the installation process and come back to this tutorial when you're ready.

step 2: preparing the disks for a dual boot setup

on your fresh install, find your disk partitions. in your search bar enter either "diskmgr" and hit enter or just type "partitions". the former opens your disk manager right away, the latter serves you up with this "create and format hard disk partitions" search result and that's what you're gonna be clicking.

you'll end up on a screen that looks more or less like in the screenshot below. depending on how many disks you've installed this might look different, but the basic gist is the same. we're going to snip a little bit off Disk 0 and make space for kubuntu on it. my screenshot isn't the best example because i'm using the whole disk and in order to practice what i preach i'd have to go against my own advice. that piece of advice is: if this screen intimidates you and you're not sure what you're doing here, hands off your (C:) drive, EFI system, and recovery partition. however, if you're feeling particularly fearless, go check out the amount of "free space" to the right. is there more than 30gb left available? if so, you're free to right click your (C:) drive and click "shrink volume"

this screen will pop up:

the minimum disk space required for kubuntu is 25gb. the recommended one is 50gb. for an installation like this, about 30gb are enough. in order to do that, simply change the value at

Enter the amount of space to shrink in MB: to 30000

and hit Shrink.

once that's done your partitions will have changed and unallocated space at about the size of 30gb should be visible under Disk 0 at the bottom like in the bottom left of this screenshot (courtesy of microsoft.com):

this is gonna be kubuntu's new home on your disk.

step 3: boot order, BIOS/UEFI changes

all you need to do now is plug the kubuntu-usb drive you prepared earlier with rufus into your computer again and reboot that bad boy.

the next step has no screenshots. we're heading into your UEFI/BIOS (by hitting a specific key (like ESC, F10, Enter) while your computer boots up) and that'll look different for everyone reading this. if this section has you completely lost, google how to do these steps for your machine.

a good search term would be: "[YOUR DEVICE (i.e Lenovo, your mainboard's name, etc.)] change boot order"

what you need to do is to tell your computer to boot your USB before it tries to boot up windows. otherwise you won't be able to install kubuntu.

this can be done by entering your BIOS/UEFI and navigating to a point called something along the lines of "boot". from "boot order" to "booting devices" to "startup configuration", it could be called anything.

what'll be a common point though is that it'll list all your bootable devices. the topmost one is usually the one that boots up first, so if your usb is anywhere below that, make sure to drag and drop or otherwise move it to the top.

when you're done navigate to Save & Exit. your computer will then boot up kubuntu's install wizard. you'll be greeted with this:

shocker, i know, but click "Install Kubuntu" on the right.

step 4: kubuntu installation

this is a guided installation. just like when you're installing windows you'll be prompted when you need to make changes. if i remember correctly it's going to ask you for your preferred keyboard layout, a network connection, additional software you might want to install, and all of that is up to you.

but once you reach the point where it asks you where you want to install kubuntu we'll have to make a couple of important choices.

🚨 another important note 🚨

do NOT pick any of the top three options. they will overwrite your already existing windows installation.

click manual instead. we're going to point it to our unallocated disk space. hit continue. you will be shown another disk partition screen.

what you're looking for are your 30gb of free space. just like with the USB drive when we were working with rufus, make sure you're picking the right one. triple check at the very least. the chosen disk will get wiped.

click it until the screen "create a new partition" pops up.

change the following settings to:

New partition size in megabytes: 512

Use as: EFI System Partition

hit OK.

click your free space again. same procedure.

change the following settings to:

New partition size in megabytes: 8000 (*this might be different in your case, read on.)

Use As: Swap Area

hit OK

click your free space a third time. we need one more partition.

change the following settings to:

don't change anything about the partition size this time. we're letting it use up the rest of the resources.

Use as: Ext4 journaling system

Mount Point: /

you're done here as well.

*about the 8000 megabytes in the second step: this is about your RAM size. if you have 4gb instead type 4000, and so on.

once you're sure your configuration is good and ready to go, hit "Install Now". up until here you can go back and make changes to your settings. once you've clicked the button, there's no going back.

finally, select your timezone and create a user account. then hit continue. the installation should finish up... and you'll be good to go.

you'll be told to remove the USB drive from your computer and reboot your machine.

now when your computer boots up, you should end up on a black screen with a little bit of text in the top left corner. ubuntu and windows boot manager should be mentioned there. naturally, when you click ubuntu you will boot into your kubuntu. likewise if you hit windows boot manager your windows login screen will come up.

and that's that folks. go ham on messing around with your linux distro. customize it to your liking. make yourself familiar with the shell (on kubuntu, when you're on your desktop, hit CTRL+ALT+T).

for starters, you could feed it the first commands i always punch into fresh Linux installs:

sudo apt-get update

sudo apt-get upgrade

sudo apt-get install vim

(you'll thank me for the vim one later)

turn your back on windows. taste freedom. nothing sexier than open source, baby.

sources (mainly for the pictures): 1, 2

further reading for the curious: 1, 2

linux basics (includes CLI commands)

kubuntu documentation (this is your new best friend. it'll tell you everything about kubuntu that you need to know.

and finally the promised kde/gnome meme:

[jcmarchi]

Why Agentic Document Extraction Is Replacing OCR for Smarter Document Automation

New Post has been published on https://thedigitalinsider.com/why-agentic-document-extraction-is-replacing-ocr-for-smarter-document-automation/

Why Agentic Document Extraction Is Replacing OCR for Smarter Document Automation

For many years, businesses have used Optical Character Recognition (OCR) to convert physical documents into digital formats, transforming the process of data entry. However, as businesses face more complex workflows, OCR’s limitations are becoming clear. It struggles to handle unstructured layouts, handwritten text, and embedded images, and it often fails to interpret the context or relationships between different parts of a document. These limitations are increasingly problematic in today’s fast-paced business environment.

Agentic Document Extraction, however, represents a significant advancement. By employing AI technologies such as Machine Learning (ML), Natural Language Processing (NLP), and visual grounding, this technology not only extracts text but also understands the structure and context of documents. With accuracy rates above 95% and processing times reduced from hours to just minutes, Agentic Document Extraction is transforming how businesses handle documents, offering a powerful solution to the challenges OCR cannot overcome.

Why OCR is No Longer Enough

For years, OCR was the preferred technology for digitizing documents, revolutionizing how data was processed. It helped automate data entry by converting printed text into machine-readable formats, streamlining workflows across many industries. However, as business processes have evolved, OCR’s limitations have become more apparent.

One of the significant challenges with OCR is its inability to handle unstructured data. In industries like healthcare, OCR often struggles with interpreting handwritten text. Prescriptions or medical records, which often have varying handwriting and inconsistent formatting, can be misinterpreted, leading to errors that may harm patient safety. Agentic Document Extraction addresses this by accurately extracting handwritten data, ensuring the information can be integrated into healthcare systems, improving patient care.

In finance, OCR’s inability to recognize relationships between different data points within documents can lead to mistakes. For example, an OCR system might extract data from an invoice without linking it to a purchase order, resulting in potential financial discrepancies. Agentic Document Extraction solves this problem by understanding the context of the document, allowing it to recognize these relationships and flag discrepancies in real-time, helping to prevent costly errors and fraud.

OCR also faces challenges when dealing with documents that require manual validation. The technology often misinterprets numbers or text, leading to manual corrections that can slow down business operations. In the legal sector, OCR may misinterpret legal terms or miss annotations, which requires lawyers to intervene manually. Agentic Document Extraction removes this step, offering precise interpretations of legal language and preserving the original structure, making it a more reliable tool for legal professionals.

A distinguishing feature of Agentic Document Extraction is the use of advanced AI, which goes beyond simple text recognition. It understands the document’s layout and context, enabling it to identify and preserve tables, forms, and flowcharts while accurately extracting data. This is particularly useful in industries like e-commerce, where product catalogues have diverse layouts. Agentic Document Extraction automatically processes these complex formats, extracting product details like names, prices, and descriptions while ensuring proper alignment.

Another prominent feature of Agentic Document Extraction is its use of visual grounding, which helps identify the exact location of data within a document. For example, when processing an invoice, the system not only extracts the invoice number but also highlights its location on the page, ensuring the data is captured accurately in context. This feature is particularly valuable in industries like logistics, where large volumes of shipping invoices and customs documents are processed. Agentic Document Extraction improves accuracy by capturing critical information like tracking numbers and delivery addresses, reducing errors and improving efficiency.

Finally, Agentic Document Extraction’s ability to adapt to new document formats is another significant advantage over OCR. While OCR systems require manual reprogramming when new document types or layouts arise, Agentic Document Extraction learns from each new document it processes. This adaptability is especially valuable in industries like insurance, where claim forms and policy documents vary from one insurer to another. Agentic Document Extraction can process a wide range of document formats without needing to adjust the system, making it highly scalable and efficient for businesses that deal with diverse document types.

The Technology Behind Agentic Document Extraction

Agentic Document Extraction brings together several advanced technologies to address the limitations of traditional OCR, offering a more powerful way to process and understand documents. It uses deep learning, NLP, spatial computing, and system integration to extract meaningful data accurately and efficiently.

At the core of Agentic Document Extraction are deep learning models trained on large amounts of data from both structured and unstructured documents. These models use Convolutional Neural Networks (CNNs) to analyze document images, detecting essential elements like text, tables, and signatures at the pixel level. Architectures like ResNet-50 and EfficientNet help the system identify key features in the document.

Additionally, Agentic Document Extraction employs transformer-based models like LayoutLM and DocFormer, which combine visual, textual, and positional information to understand how different elements of a document relate to each other. For example, it can connect a table header to the data it represents. Another powerful feature of Agentic Document Extraction is few-shot learning. It allows the system to adapt to new document types with minimal data, speeding up its deployment in specialized cases.

The NLP capabilities of Agentic Document Extraction go beyond simple text extraction. It uses advanced models for Named Entity Recognition (NER), such as BERT, to identify essential data points like invoice numbers or medical codes. Agentic Document Extraction can also resolve ambiguous terms in a document, linking them to the proper references, even when the text is unclear. This makes it especially useful for industries like healthcare or finance, where precision is critical. In financial documents, Agentic Document Extraction can accurately link fields like “total_amount” to corresponding line items, ensuring consistency in calculations.

Another critical aspect of Agentic Document Extraction is its use of spatial computing. Unlike OCR, which treats documents as a linear sequence of text, Agentic Document Extraction understands documents as structured 2D layouts. It uses computer vision tools like OpenCV and Mask R-CNN to detect tables, forms, and multi-column text. Agentic Document Extraction improves the accuracy of traditional OCR by correcting issues such as skewed perspectives and overlapping text.

It also employs Graph Neural Networks (GNNs) to understand how different elements in a document are related in space, such as a “total” value positioned below a table. This spatial reasoning ensures that the structure of documents is preserved, which is essential for tasks like financial reconciliation. Agentic Document Extraction also stores the extracted data with coordinates, ensuring transparency and traceability back to the original document.

For businesses looking to integrate Agentic Document Extraction into their workflows, the system offers robust end-to-end automation. Documents are ingested through REST APIs or email parsers and stored in cloud-based systems like AWS S3. Once ingested, microservices, managed by platforms like Kubernetes, take care of processing the data using OCR, NLP, and validation modules in parallel. Validation is handled both by rule-based checks (like matching invoice totals) and machine learning algorithms that detect anomalies in the data. After extraction and validation, the data is synced with other business tools like ERP systems (SAP, NetSuite) or databases (PostgreSQL), ensuring that it is readily available for use.

By combining these technologies, Agentic Document Extraction turns static documents into dynamic, actionable data. It moves beyond the limitations of traditional OCR, offering businesses a smarter, faster, and more accurate solution for document processing. This makes it a valuable tool across industries, enabling greater efficiency and new opportunities for automation.

5 Ways Agentic Document Extraction Outperforms OCR

While OCR is effective for basic document scanning, Agentic Document Extraction offers several advantages that make it a more suitable option for businesses looking to automate document processing and improve accuracy. Here’s how it excels:

Accuracy in Complex Documents

Agentic Document Extraction handles complex documents like those containing tables, charts, and handwritten signatures far better than OCR. It reduces errors by up to 70%, making it ideal for industries like healthcare, where documents often include handwritten notes and complex layouts. For example, medical records that contain varying handwriting, tables, and images can be accurately processed, ensuring critical information such as patient diagnoses and histories are correctly extracted, something OCR might struggle with.

Context-Aware Insights

Unlike OCR, which extracts text, Agentic Document Extraction can analyze the context and relationships within a document. For instance, in banking, it can automatically flag unusual transactions when processing account statements, speeding up fraud detection. By understanding the relationships between different data points, Agentic Document Extraction allows businesses to make more informed decisions faster, providing a level of intelligence that traditional OCR cannot match.

Touchless Automation

OCR often requires manual validation to correct errors, slowing down workflows. Agentic Document Extraction, on the other hand, automates this process by applying validation rules such as “invoice totals must match line items.” This enables businesses to achieve efficient touchless processing. For example, in retail, invoices can be automatically validated without human intervention, ensuring that the amounts on invoices match purchase orders and deliveries, reducing errors and saving significant time.

Scalability

Traditional OCR systems face challenges when processing large volumes of documents, especially if the documents have varying formats. Agentic Document Extraction easily scales to handle thousands or even millions of documents daily, making it perfect for industries with dynamic data. In e-commerce, where product catalogs constantly change, or in healthcare, where decades of patient records need to be digitized, Agentic Document Extraction ensures that even high-volume, varied documents are processed efficiently.

Future-Proof Integration

Agentic Document Extraction integrates smoothly with other tools to share real-time data across platforms. This is especially valuable in fast-paced industries like logistics, where quick access to updated shipping details can make a significant difference. By connecting with other systems, Agentic Document Extraction ensures that critical data flows through the proper channels at the right time, improving operational efficiency.

Challenges and Considerations in Implementing Agentic Document Extraction

Agentic Document Extraction is changing the way businesses handle documents, but there are important factors to consider before adopting it. One challenge is working with low-quality documents, like blurry scans or damaged text. Even advanced AI can have trouble extracting data from faded or distorted content. This is primarily a concern in sectors like healthcare, where handwritten or old records are common. However, recent improvements in image preprocessing tools, like deskewing and binarization, are helping address these issues. Using tools like OpenCV and Tesseract OCR can improve the quality of scanned documents, boosting accuracy significantly.

Another consideration is the balance between cost and return on investment. The initial cost of Agentic Document Extraction can be high, especially for small businesses. However, the long-term benefits are significant. Companies using Agentic Document Extraction often see processing time reduced by 60-85%, and error rates drop by 30-50%. This leads to a typical payback period of 6 to 12 months. As technology advances, cloud-based Agentic Document Extraction solutions are becoming more affordable, with flexible pricing options that make it accessible to small and medium-sized businesses.

Looking ahead, Agentic Document Extraction is evolving quickly. New features, like predictive extraction, allow systems to anticipate data needs. For example, it can automatically extract client addresses from recurring invoices or highlight important contract dates. Generative AI is also being integrated, allowing Agentic Document Extraction to not only extract data but also generate summaries or populate CRM systems with insights.

For businesses considering Agentic Document Extraction, it is vital to look for solutions that offer custom validation rules and transparent audit trails. This ensures compliance and trust in the extraction process.

The Bottom Line

In conclusion, Agentic Document Extraction is transforming document processing by offering higher accuracy, faster processing, and better data handling compared to traditional OCR. While it comes with challenges, such as managing low-quality inputs and initial investment costs, the long-term benefits, such as improved efficiency and reduced errors, make it a valuable tool for businesses.

As technology continues to evolve, the future of document processing looks bright with advancements like predictive extraction and generative AI. Businesses adopting Agentic Document Extraction can expect significant improvements in how they manage critical documents, ultimately leading to greater productivity and success.

[canmom]

i do think like if you're not immersed in graphics and thinking about all the data flowing around between different buffers and shit that's going on inside a frame, when you see a render of a shiny box reflecting on a wall, it's like. ok and? it's a box? but there's so much nuance to the way light floods through an environment. and so much ingenuity in finding out what we can fake and precompute and approximate, to get our imaginary space to have that same gorgeous feeling of 'everything reflects off everything else'.

light is just one example, but I think all the different systems of feedback interactions in the world are just so juicy. geology is full of them. rocks bouncing up isostatically as the glaciers flow off them. spreading ridges and stripes of magnetic polarity revealing themselves. earthquakes ringing across the world. clouds forming around mountain peaks, giving rise to forests and deserts. soil being shaped by erosion, directing future water into channels. biological evolution!! I turned away from earth sciences many years ago, to pursue maths and physics and later art and now computer programming, but all of these things link up and inform the thing I'm doing at the moment.

sometimes you try to directly recreate the underlying physics, sometimes you're just finding mathematical shapes that feel similar: fractal noise that can be evaluated in parallel, pushed through various functions, assigned materials, voxellised and marching cubesed and pushed onto the gpu, shaded and offset by textures, and in the end, it looks sorta like grass. an island that will be shaped further as the players get their hands on it.

it's all just a silly game about hamsters shooting missiles. and yet when you spend this long immersed in a project, so much reveals itself. nobody will probably ever think about these details as much as I have been. and yet I hope something of that comes across.

they say of the Bevy game engine that everyone's trying to make a voxel engine or tech demo instead of an actual game. but in a way, I love that. making your own personal voxel engine is a cool game, for you.

computers are for playing with

[rottenpumpkin13]

Lazard asks the boyz™ to make a list of essential office supplies so he can order them.

What do our stupid idiots (affectionate) ask for?

...because apparently, none of the boyz™ knows what "essential" means.

*Note: They wrote these themselves.

Angeal:

• Cookies for Zack to reward him for progress.

• Extra-Strength earplugs, but if those are unavailable just get me some duct tape. It'll combat Genesis either way.

• A mannequin + an extra pair of a SOLDIER First Class uniform, so I can set it up and pretend to be in my office when I'm actually crying in the men's room. (I'm not joking).

• A new broom and dustpan set because those were lost during the Sephiroth glitter bomb smoked ham bicycle incident.

Sephiroth:

• Left-handed scissors: So that I may cut up pictures of Professor Hojo comfortably.

• Quick-drying ink pens: Because I'm left-handed, and with every report I ruin by smudging and have to rewrite, my urge to commit a violent act against the environment strengthens.

• Left-handed computer mouse: So that I may comfortably access websites where I seek advice on how to assassinate Professor Hojo enjoy life more.

• A neck pillow.

Genesis:

• A cardboard cutout of Angeal, so that I may place it in front of my desk. It will shame me into getting my work done.

• A chemistry set for children that will reconnect me with my inner child.

• A bra to hang on my office door when I want to read undisturbed. It'll create a sense of peace since they'll assume I'm busy, and add an air of mystery and intrigue, as they'll think I have a visitor.

• A flare gun to shoot when I'm bored and want to cause chaos.

Zack

• Cloud Strife.

• Scented markers.

• Play Station.

• Some milk. (Unrelated to the office supplies, I just ran out and am too lazy to go buy more.)