#web scraping development

[ogma-conceptions]

Why Should You Do Web Scraping for python

Web scraping is a valuable skill for Python developers, offering numerous benefits and applications. Here’s why you should consider learning and using web scraping with Python:

1. Automate Data Collection

Web scraping allows you to automate the tedious task of manually collecting data from websites. This can save significant time and effort when dealing with large amounts of data.

2. Gain Access to Real-World Data

Most real-world data exists on websites, often in formats that are not readily available for analysis (e.g., displayed in tables or charts). Web scraping helps extract this data for use in projects like:

Data analysis

Machine learning models

Business intelligence

3. Competitive Edge in Business

Businesses often need to gather insights about:

Competitor pricing

Market trends

Customer reviews Web scraping can help automate these tasks, providing timely and actionable insights.

4. Versatility and Scalability

Python’s ecosystem offers a range of tools and libraries that make web scraping highly adaptable:

BeautifulSoup: For simple HTML parsing.

Scrapy: For building scalable scraping solutions.

Selenium: For handling dynamic, JavaScript-rendered content. This versatility allows you to scrape a wide variety of websites, from static pages to complex web applications.

5. Academic and Research Applications

Researchers can use web scraping to gather datasets from online sources, such as:

Social media platforms

News websites

Scientific publications

This facilitates research in areas like sentiment analysis, trend tracking, and bibliometric studies.

6. Enhance Your Python Skills

Learning web scraping deepens your understanding of Python and related concepts:

HTML and web structures

Data cleaning and processing

API integration

Error handling and debugging

These skills are transferable to other domains, such as data engineering and backend development.

7. Open Opportunities in Data Science

Many data science and machine learning projects require datasets that are not readily available in public repositories. Web scraping empowers you to create custom datasets tailored to specific problems.

8. Real-World Problem Solving

Web scraping enables you to solve real-world problems, such as:

Aggregating product prices for an e-commerce platform.

Monitoring stock market data in real-time.

Collecting job postings to analyze industry demand.

9. Low Barrier to Entry

Python's libraries make web scraping relatively easy to learn. Even beginners can quickly build effective scrapers, making it an excellent entry point into programming or data science.

10. Cost-Effective Data Gathering

Instead of purchasing expensive data services, web scraping allows you to gather the exact data you need at little to no cost, apart from the time and computational resources.

11. Creative Use Cases

Web scraping supports creative projects like:

Building a news aggregator.

Monitoring trends on social media.

Creating a chatbot with up-to-date information.

Caution

While web scraping offers many benefits, it’s essential to use it ethically and responsibly:

Respect websites' terms of service and robots.txt.

Avoid overloading servers with excessive requests.

Ensure compliance with data privacy laws like GDPR or CCPA.

If you'd like guidance on getting started or exploring specific use cases, let me know!

[newsdataapi]

In today's world creating a website and application has become very easy with the use of APIs. With the APIs, you can integrate your website or applications with other sources. Here we have a list of Top Free APIs you can use in your APP development.

[virtueisdead]

you love to see it (the it in question is a cloudflare captcha check on every fucking page) /sar

[arunsingh011]

Unlocking the Web: How to Use an AI Agent for Web Scraping Effectively

In this age of big data, information has become the most powerful thing. However, accessing and organizing this data, particularly from the web, is not an easy feat. This is the point where AI agents step in. Automating the process of extracting valuable data from web pages, AI agents are changing the way businesses operate and developers, researchers as well as marketers.

In this blog, we’ll explore how you can use an AI agent for web scraping, what benefits it brings, the technologies behind it, and how you can build or invest in the best AI agent for web scraping for your unique needs. We’ll also look at how Custom AI Agent Development is reshaping how companies access data at scale.

What is Web Scraping?

Web scraping is a method of obtaining details from sites. It is used in a range of purposes, including price monitoring and lead generation market research, sentiment analysis and academic research. In the past web scraping was performed with scripting languages such as Python (with libraries like BeautifulSoup or Selenium) however, they require constant maintenance and are often limited in terms of scale and ability to adapt.

What is an AI Agent?

AI agents are intelligent software system that can be capable of making decisions and executing jobs on behalf of you. In the case of scraping websites, AI agents use machine learning, NLP (Natural Language Processing) and automated methods to navigate websites in a way that is intelligent and extract structured data and adjust to changes in the layout of websites and algorithms.

In contrast to crawlers or basic bots however, an AI agent doesn’t simply scrape in a blind manner; it comprehends the context of its actions, changes its behavior and grows with time.

Why Use an AI Agent for Web Scraping?

1. Adaptability

Websites can change regularly. Scrapers that are traditional break when the structure is changed. AI agents utilize pattern recognition and contextual awareness to adjust as they go along.

2. Scalability

AI agents are able to manage thousands or even hundreds of pages simultaneously due to their ability to make decisions automatically as well as cloud-based implementation.

3. Data Accuracy

AI improves the accuracy of data scraped in the process of filtering noise recognizing human language and confirming the results.

4. Reduced Maintenance

Because AI agents are able to learn and change and adapt, they eliminate the need for continuous manual updates to scrape scripts.

Best AI Agent for Web Scraping: What to Look For

If you’re searching for the best AI agent for web scraping. Here are the most important aspects to look out for:

NLP Capabilities for reading and interpreting text that is not structured.

Visual Recognition to interpret layouts of web pages or dynamic material.

Automation Tools: To simulate user interactions (clicks, scrolls, etc.)

Scheduling and Monitoring built-in tools that manage and automate scraping processes.

API integration You can directly send scraped data to your database or application.

Error Handling and Retries Intelligent fallback mechanisms that can help recover from sessions that are broken or access denied.

Custom AI Agent Development: Tailored to Your Needs

Though off-the-shelf AI agents can meet essential needs, Custom AI Agent Development is vital for businesses which require:

Custom-designed logic or workflows for data collection

Conformity with specific data policies or the lawful requirements

Integration with dashboards or internal tools

Competitive advantage via more efficient data gathering

At Xcelore, we specialize in AI Agent Development tailored for web scraping. Whether you’re monitoring market trends, aggregating news, or extracting leads, we build solutions that scale with your business needs.

How to Build Your Own AI Agent for Web Scraping

If you’re a tech-savvy person and want to create the AI you want to use Here’s a basic outline of the process:

Step 1: Define Your Objective

Be aware of the exact information you need, and the which sites. This is the basis for your design and toolset.

Step 2: Select Your Tools

Frameworks and tools that are popular include:

Python using libraries such as Scrapy, BeautifulSoup, and Selenium

Playwright or Puppeteer to automatize the browser

OpenAI and HuggingFace APIs for NLP and decision-making

Cloud Platforms such as AWS, Azure, or Google Cloud to increase their capacity

Step 3: Train Your Agent

Provide your agent with examples of structured as compared to. non-structured information. Machine learning can help it identify patterns and to extract pertinent information.

Step 4: Deploy and Monitor

You can run your AI agent according to a set schedule. Use alerting, logging, and dashboards to check the agent’s performance and guarantee accuracy of data.

Step 5: Optimize and Iterate

The AI agent you use should change. Make use of feedback loops as well as machine learning retraining in order to improve its reliability and accuracy as time passes.

Compliance and Ethics

Web scraping has ethical and legal issues. Be sure that your AI agent

Respects robots.txt rules

Avoid scraping copyrighted or personal content. Avoid scraping copyrighted or personal

Meets international and local regulations on data privacy

At Xcelore We integrate compliance into each AI Agent development project we manage.

Real-World Use Cases

E-commerce Price tracking across competitors’ websites

Finance Collecting news about stocks and financial statements

Recruitment extracting job postings and resumes

Travel Monitor hotel and flight prices

Academic Research: Data collection at a large scale to analyze

In all of these situations an intelligent and robust AI agent could turn the hours of manual data collection into a more efficient and scalable process.

Why Choose Xcelore for AI Agent Development?

At Xcelore, we bring together deep expertise in automation, data science, and software engineering to deliver powerful, scalable AI Agent Development Services. Whether you need a quick deployment or a fully custom AI agent development project tailored to your business goals, we’ve got you covered.

We can help:

Find scraping opportunities and devise strategies

Create and design AI agents that adapt to your demands

Maintain compliance and ensure data integrity

Transform unstructured web data into valuable insights

Final Thoughts

Making use of an AI agent for web scraping isn’t just an option for technical reasons, it’s now an advantage strategic. From better insights to more efficient automation, the advantages are immense. If you’re looking to build your own AI agent or or invest in the best AI agent for web scraping.The key is in a well-planned strategy and skilled execution.

Are you ready to unlock the internet by leveraging intelligent automation?

Contact Xcelore today to get started with your custom AI agent development journey.

[zynetoglobaltechnologies]

Top Custom Web App Development Company Near You

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Zyneto Technologies: A Leading Custom Web Development and Web App Development Company

In the digital age, having a well-designed, high-performing website or web application is crucial to a business’s success. Zyneto Technologies stands out as a trusted web app development company, providing top-tier custom web development services tailored to meet the specific goals of your business. Whether you’re searching for “website developers near me” or partnering with global experts, Zyneto offers scalable, responsive, and feature-rich solutions that are designed to help your business grow.

Why Zyneto Technologies is the Top Custom Web Development Company Near You

Zyneto Technologies is a highly regarded name in the world of web development, with a reputation for delivering custom web solutions that perfectly align with your business objectives. Whether you're a startup looking for a personalized web solution or an established enterprise aiming for a digital overhaul, Zyneto offers custom web development services that deliver lasting value. With a focus on modern web technologies and frameworks, their development team crafts innovative and robust web applications and websites that drive business growth.

Expert Web App Development Services to Match Your Business Needs

As one of the leading web app development companies, Zyneto specializes in creating web applications that perform seamlessly across platforms. Their expert team of developers is proficient in designing intuitive user interfaces and building powerful web applications that provide a smooth and engaging user experience. Whether you require a custom website or a sophisticated web app, Zyneto’s expertise ensures that your digital solutions are scalable, responsive, and optimized for the best performance.

Tailored Custom Web Development Solutions for Your Brand

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Comprehensive Web Development Services for Startups and Enterprises

Zyneto Technologies offers web development solutions that cater to both startups and large enterprises. Their custom approach ensures that every project, regardless of scale, receives the attention it deserves. By leveraging modern technologies, frameworks, and best practices in web development, Zyneto delivers solutions that are not only technically advanced but also tailored to meet the specific needs of your business. Whether you’re building a simple website or a complex web app, their team ensures your project is executed efficiently and effectively.

Why Zyneto Technologies is Your Ideal Web Development Partner

When searching for "website developers near me" or a top custom web app development company, Zyneto Technologies is the ideal choice. Their combination of global expertise, cutting-edge technology, and focus on user experience ensures that every solution they deliver is designed to meet your business goals. Whether you need a custom website, web application, or enterprise-level solution, Zyneto offers the expertise and dedication to bring your digital vision to life.

Elevate Your Business with Zyneto’s Custom Web Development Services

Partnering with Zyneto Technologies means choosing a web development company that is committed to providing high-quality, customized solutions. From start to finish, Zyneto focuses on delivering robust and innovative web applications and websites that support your business objectives. Their team ensures seamless project execution, from initial design to final deployment, making them a trusted partner for businesses of all sizes.

Get Started with Zyneto Technologies Today

Ready to take your business to the next level with custom web development? Zyneto Technologies is here to help. Whether you are in need of website developers near you or a comprehensive web app development company, their team offers scalable, responsive, and user-friendly solutions that are built to last. Connect with Zyneto Technologies today and discover how their web development expertise can help your business grow and succeed.

visit - https://zyneto.com/

[august-infotech]

Unlock the Secrets of Python Web Scraping for Data-Driven Success

Ever wondered how to extract data from websites without manual effort? Python web scraping is the answer!

This blog covers everything you need to know to harness Python’s powerful libraries like BeautifulSoup, Scrapy, and Requests.

Whether you're scraping for research, monitoring prices, or gathering content, this guide will help you turn the web into a vast source of structured data.

Learn how to set up Python for scraping, handle errors, and ensure your scraping process is both legal and efficient.

If you're ready to dive into the world of information mining, this article is your go-to resource.

[topsinfosolutions]

One effective method for obtaining data from websites is web scraping. It's especially useful for data analysis, market research, and automating repetitive tasks. This Python web scraping guide will walk you through the essentials of web scraping using Python, focusing on simplicity and clarity to get you started quickly and effectively.

[codeperk]

Unlock Ecommerce Success with Codeperk Solutions

[futureinsights15]

How To Do Web Scraping? A Step-By-Step Guide!

As a seasoned web developer, I've witnessed the power of web scraping in extracting valuable data from websites. This technique is invaluable for gathering information for various purposes, from market research to content creation. In this comprehensive guide, I'll walk you through the essential steps of web scraping, equipping you with the knowledge to harness this powerful tool for your projects.

1. Understanding Web Scraping

Web scraping involves the automated extraction of data from websites. It's a technique used to gather information that is not readily available through APIs or downloadable datasets. While immensely powerful, it's crucial to approach web scraping ethically and in compliance with website terms of use.

2. Choosing the Right Tools

Selecting the appropriate tools for web scraping is crucial. Python, with libraries like Beautiful Soup and Requests, is a popular choice due to its simplicity and extensive community support. Other options include Scrapy, Puppeteer (for JavaScript-heavy websites), and various web scraping extensions and plugins.

3. Identifying the Target Website

Start by identifying the website you want to scrape. Analyze its structure, paying attention to the HTML elements that contain the data you're interested in. This will guide you in crafting the right selectors to extract the desired information.

4. Inspecting the HTML Structure

Using your web browser's developer tools, inspect the HTML structure of the target website. This will help you identify the specific tags, classes, or IDs that contain the data you want to extract. These will serve as your "selectors" in the scraping process.

5. Requesting and Parsing the Web Page

Utilize a library like Requests in Python to send an HTTP request to the website. Once you receive the HTML content, use Beautiful Soup to parse it and navigate through the DOM (Document Object Model) to locate and extract the desired data.

6. Handling Pagination and Dynamic Content

If the data you need is spread across multiple pages or involves dynamic content loading, you may need to implement pagination or utilize tools like Selenium or Puppeteer to interact with the website and retrieve all the necessary information.

7. Data Cleaning and Structuring

Upon extraction, the data may require cleaning and structuring. This involves removing any unwanted characters, duplicates, or irrelevant information. Depending on your project, you may also need to format the data into a specific structure or save it in a desired format (e.g., CSV, JSON).

8. Handling Errors and Exceptions

Web scraping is not always straightforward. Websites may have anti-scraping measures in place, or the structure may change over time. Implement error handling and exception management to ensure your scraper can adapt to different scenarios.

9. Respecting Website Terms of Use

It's imperative to scrape websites responsibly and ethically. Be sure to review and comply with the website's terms of use, and consider adding a delay between requests to avoid overloading the server.

10. Testing and Refining Your Scraper

Test your web scraper on various pages of the target website to ensure it consistently extracts the desired data. Iterate and refine your scraper as needed to improve its accuracy and efficiency.

Web scraping is a powerful tool in a developer's arsenal, opening up a world of possibilities for data extraction and analysis. At Future Insights, the best web development company in Bangalore, we follow these exact steps to scrape the websites ethically. By following these steps and continuously honing your skills, you'll be well-equipped to tackle a wide range of web scraping projects. 

Remember, practice makes perfect, so don't hesitate to dive in and start scraping!

[scrapelead]

Web Scraping: Myths vs. Realities

Think web scraping is illegal or only for hackers? Think again!

We're busting the biggest myths and laying out the realities behind this powerful data extraction tool. Whether you're a marketer, business owner, or just curious — this guide is a must-read!

✅ Learn what’s legal ✅ Discover how businesses use scraping ✅ Understand the risks & benefits ✅ No coding knowledge needed!

👉 Read the full breakdown here: https://scrapelead.io/blog/web-scraping-myths-vs-realities/

[appiness-blogs]

https://www.appinessworld.com/blogs/web-scraping-using-node-js/

[newsdataapi]

Web scraping is a technique for extracting organized web information from unstructured HTML design data in a ledger sheet or data set.

A data extraction solution, such as NewsData.io's news API, can generate an organized database of data that can be analyzed and converted into the news. This not only speeds up and simplifies data journalism, but it can also help journalists make better sense of the data because structured data can be filtered, sorted, and processed in a variety of ways without the journalist having to manually scrape data. For more detail read our blog- https://newsdata.io/blog/web-scraping-in-data-journalism/

[zynetoglobaltechnologies]

Zyneto Technologies: Leading Mobile App Development Companies in the US & India

In today’s mobile-first world, having a robust and feature-rich mobile application is key to staying ahead of the competition. Whether you’re a startup or an established enterprise, the right mobile app development partner can help elevate your business. Zyneto Technologies is recognized as one of the top mobile app development companies in the USA and India, offering innovative and scalable solutions that meet the diverse needs of businesses across the globe.

Why Zyneto Technologies Stands Out Among Mobile App Development Companies in the USA and India

Zyneto Technologies is known for delivering high-quality mobile app development solutions that are tailored to your business needs. With a team of highly skilled developers, they specialize in building responsive, scalable, and feature

website- zyneto.com

[delphintechnologies1]

Blog content scraping, also known as “content stealing”, is an act of extracting or copying content from various websites and republishing it on your own website without credit or permission.

[buttercandy16]

Asylum

Chapter Three: Tangled Webs

PAIRING(s): Psychiatrist!Agatha Harkness x Patient!Reader x Inmate!Rio Vidal

SUMMARY: Wrongfully imprisoned, Reader becomes the obsession of Agatha, a cunning psychiatrist, and Rio, a fiery inmate. Together, they’ll ensure she’s theirs—forever.

WARNING(s): Obsession, Manipulation, Violence, Confinement, Madness, Dubcon, and Betrayal.

A/N: Getting impatient so I've written the chapters a little bit longer this time, lol. 💜💚

The asylum corridors stretched endlessly, the hum of fluorescent lights casting an eerie glow against the pale walls. You walked with purpose—or as much as you could muster with the guards escorting you back from another monotonous group therapy session. The others had shuffled out, their faces blank or twitching with nervous energy, but you had lingered, reluctant to return to the silence of your cell.

Still, something about this day felt heavier, as though the walls themselves were closing in.

You let your eyes wander to the narrow windows set high in the walls. They offered no view of the outside world, just streaks of faint sunlight blotted by grime. You hadn’t breathed fresh air since the courtyard incident two days ago—the day both Agatha and Rio had laid their first unmistakable claims on you.

Since then, things had only gotten worse.

Agatha was growing more possessive, though she cloaked it under the guise of "help." Her nightly visits were no longer requests—they were commands.

"How are you feeling today?" she would begin, pulling her chair closer to the foot of your bed, her body radiating professional detachment. But her eyes betrayed her, glinting with something far darker.

The questions always began the same. Innocuous. Gentle. But as her visits stretched longer, her inquiries became probing, almost intimate.

"Tell me about your dreams," she asked one night, her voice a low hum that wrapped around you like a coil.

"Why does it matter?" you countered, trying to erect barriers against her quiet, predatory intensity.

"Dreams are where the mind reveals itself, darling," she replied, the endearment slipping from her lips with a slow, deliberate precision.

She leaned closer, her face framed by the cold fluorescent glow. Her eyes, sharp and bottomless, felt as though they could see everything you wanted to keep hidden.

“Is someone here making you... uncomfortable?” Agatha pressed, her tone soft but edged with deadly purpose. “Rio, perhaps?”

Your stomach twisted. Agatha had developed a habit of bringing up Rio unprompted, usually just before slipping in warnings: She’s dangerous. You mustn’t trust her. Tell me if she bothers you.

And then there were Rio’s games.

Unlike Agatha’s cold calculation, Rio’s attention burned. Her obsession wasn’t hidden behind masks of professionalism—it was raw, wild, and impossible to ignore.

She found you in the common areas, corners of hallways, even the cafeteria line. Wherever you tried to blend into the background, she pulled you out, commanding your attention like it belonged solely to her.

“Eat with me,” she demanded one afternoon, her tray thudding down beside yours without hesitation.

You opened your mouth to argue, but Rio was already pulling your chair closer to hers with one long arm, the metal scraping loudly. The eyes of the other patients turned briefly toward you both before averting just as quickly—no one dared cross Rio Vidal.

“Look at you, sitting all stiff like someone’s about to shank you,” she said, biting into an apple, her teeth slicing through the flesh with a sharp crack. “Relax. I don’t bite.”

The sharpness in her grin told you that was a lie.

You focused on your food, ignoring the prickling heat of her gaze as it roamed over you.

��Bet it drives Agatha crazy,” Rio mused suddenly, her voice dropping low. She shifted closer, her breath brushing the side of your face. “The way I keep talking to you. She watches, you know. She always watches.”

“I—what?” you stammered, glancing toward her.

Rio chuckled, leaning back and tossing her apple core carelessly onto her tray. “Sweetheart, don’t play dumb. She’s obsessed with you.” Her eyes glinted with amusement, but her smile quickly turned predatory. “Not that I blame her. You're special. Different from all the broken toys here.”

Your throat tightened as you tried to process her words. Rio was lying—or was she?

“She wants to own you,” Rio continued, her voice dropping lower, dangerously intimate. “Just like I do.”

Her words were like a slap, and your hand trembled as you set down your fork.

“I don’t belong here,” you whispered, your voice cracking.

Rio’s expression shifted for a split second, something unreadable flickering behind her confidence. Then, she reached across the table, brushing a stray strand of hair from your face.

“That’s where you’re wrong, mi amor.” Her grin turned wicked. “You’re exactly where you need to be.”

When Agatha appeared in your doorway that night, you weren’t surprised. The light in the hallway framed her figure, tall and commanding as ever, though there was something different in her expression—a tightness in her jaw, an edge to her gaze.

"May I come in?" she asked, though you knew it wasn’t a question.

You nodded reluctantly, retreating to the far corner of the room as she stepped inside.

Agatha closed the door with deliberate care before turning her full attention to you. She didn’t sit this time, instead choosing to hover close, her presence suffocating in the small space.

"Rio speaks to you often," she said abruptly, skipping all pretense.

You froze, panic fluttering in your chest. How much did she know?

"She's dangerous," Agatha continued, her tone as cold as the steel walls surrounding you. "Impulsive. Unstable. You must be careful."

“She’s...” You paused, uncertain whether to defend Rio or stay silent. “She hasn’t hurt me.”

Agatha tilted her head, her dark hair catching the faint glow of the overhead light. For a moment, you saw something flicker in her expression—a mix of disappointment and... jealousy?

“Not yet,” she said finally. Her voice softened as she took a step closer. “But she will, darling. That’s what she does. She destroys everything she touches.”

Her hand reached out, brushing against your arm. You tried not to flinch, but your discomfort must have shown because Agatha’s lips curved into a smile, one that was meant to soothe but only made your skin crawl.

“You’re fragile,” she said softly, almost to herself. “You need someone to protect you.”

She didn’t need to finish the thought for you to know who she meant.

Hours later, when sleep evaded you, the sounds of the asylum echoed eerily in the darkness: the distant murmur of a night guard’s radio, the soft cries of another patient two rooms down, the clanging of a metal tray.

And beneath it all, a faint whisper—one growing louder.

When your door creaked open, panic shot through your veins. Your breath caught in your throat as Rio’s familiar silhouette slid into the room, her movements fluid and silent as a cat’s.

“You shouldn’t be here,” you hissed, heart hammering against your ribs.

Rio smirked, leaning back against the wall as she crossed her arms. “Relax, sweetheart. Just thought you might want some company.”

She stepped closer, the dim light from the hallway casting shadows across her face. “She’s got her hooks in you, doesn’t she?” Rio asked, her voice soft yet charged. “Agatha. She’ll convince you that she’s the hero in this little story, but let me tell you something.”

Her hand tilted your chin up, forcing you to meet her burning gaze.

“Heroes don’t exist in here,” Rio whispered. “Only survivors.”

Her lips curved into a smile that didn’t reach her eyes before she turned and slipped back into the shadows.

But her parting words stayed with you, an ominous echo of the tangled web ensnaring you.

The days in the asylum passed in a haze of monotony and growing dread, the line between reality and nightmare fraying at the edges. Every corner of the facility seemed to hum with a tension that you couldn’t shake, leaving your skin perpetually prickling as though you were being watched. And in truth, you always were.

Rio’s smoldering presence and Agatha’s calculated grip formed a prison within the asylum itself—a labyrinth with no way out.

But something new had begun to take root within you. Fear, yes, but also something more potent. A gnawing awareness of how deeply entangled you were in their obsession, like prey ensnared in a web woven by two hunters.

You weren’t sure how much longer you could stay sane.

The nightmares began subtly—flashes of Rio’s gaze boring into you, Agatha’s hand brushing yours with possessive care, rooms filled with distorted laughter or walls closing in. But they grew sharper over time.

One night, you startled awake, heart pounding, after dreaming of Agatha standing over you, her hands ghosting down your arms like you were a fragile doll she was piecing back together. Her whisper echoed in your ears even as you sat in the dark, wide awake.

“You’ll always belong to me.”

Even hours after waking, the weight of her imagined touch lingered, sending chills down your spine.

Waking hours weren’t much better. The asylum was never loud, but recently, every sound seemed sharper—every scrape of shoes on the tile, every hushed conversation. Were they talking about you? Watching you?

Rio and Agatha’s presence had grown suffocatingly frequent.

Rio slipped notes beneath your tray at breakfast, always crude but strangely charged: You looked lonely last night, or You don’t want her; you want me.

Then there was Agatha. She circled your mind like a vulture, appearing during therapy sessions, during nighttime "check-ins," and sometimes in your peripheral vision when you least expected her.

"Are you feeling better today?" she asked one morning as she approached your table, her voice dripping with concern but her gaze cool, calculating.

You stammered a reply, but her next words cut through your panic like a scalpel.

"I saw Rio talking to you again," Agatha said, her tone conversational but her meaning clear.

"She’s not dangerous," you found yourself saying before you realized it, almost defensively.

Agatha tilted her head, and something flashed in her expression—a flicker of annoyance, quickly replaced by calm control. She crouched beside you, her long fingers curling lightly around your wrist.

"I understand why you might think that," she murmured, her voice almost hypnotic. "But people like her... they thrive on breaking things. On breaking people."

Your pulse thudded beneath her touch, not from fear this time, but from a growing sense of suffocation.

“I don’t want you speaking with her anymore,” Agatha said, her tone leaving no room for argument.

But that wasn’t something you could promise. Rio wasn’t someone you could simply avoid. She found you wherever you went—pulling you into corners, whispering dangerous secrets in your ear.

One afternoon, she cornered you in the hallway leading to your cell, her smile sharp as she twirled a thread from her sleeve.

“You’re looking... jittery,” she teased, her tone half-amused but tinged with something darker. “Let me guess—Agatha’s been filling your head with her usual crap about me?”

You glared at her but didn’t answer, pushing past her, only for her hand to shoot out and snag your wrist.

“Hey, chica, I’m trying to help you,” she said, her tone dropping as she tugged you back, her eyes boring into yours. “Agatha’s got a nice little fantasy running in her head, and trust me—you don’t want to star in it.”

“What do you want, Rio?” you snapped, the weight of your fear and anger finally pushing words past your lips.

Her expression shifted then, her confidence faltering just slightly. “I don’t want her to own you,” Rio said softly. “I’m not lying when I say you’re special. Too special to let her twist you into something you’re not.”

Her hand loosened, and she stepped back, giving you space to move. But you hesitated, the words she left hanging in the air sinking deeper into your mind.

"Think about it, mi amor. You're not crazy. But staying here? It’ll make you crazy. Trust me—I know."

The cracks in your psyche widened that night, your head spinning as you tried to unpack everything that had been said to you. Agatha’s reassurances, Rio’s cryptic warnings—both felt like chains dragging you deeper into the asylum’s abyss.

But their words weren’t the worst of it.

What terrified you most was the growing sense that they were both right—and both wrong—at the same time.

You pressed yourself against the cold wall of your cell, desperate to reclaim the person you used to be before this nightmare. Your fingers traced the faint scratch marks etched into the walls, left by previous tenants whose desperation had taken different forms.

Would that be you someday?

When a sharp knock broke through the thick silence, you flinched violently.

Agatha entered a second later, her presence commanding as she shut the door behind her.

"You look tired," she said softly, her piercing eyes taking you in as though cataloging every crack in your facade. "Are the nightmares worse?"

You hesitated, and she took your silence as a confession.

“We’ll get through this, darling,” she murmured, sitting beside you on the narrow cot. The bed dipped under her weight, her closeness sending ripples of unease through you.

“You and I?” Agatha continued, her voice quiet but resolute. “We’re going to fix what they broke in you.”

You froze, realizing she didn’t see you as the person you were—but as something she wanted to mold, something broken that she could claim.

When morning came, you expected Agatha’s grip on you to relent, but instead, you found Rio waiting by your cell door, her wild grin sharper than usual.

“Morning, beautiful,” she said, tipping an imaginary hat. “Let’s skip breakfast, yeah?”

You shook your head. “I can’t—”

But before you could protest further, she grabbed your arm and pulled you down the hallway, her pace quick and assured.

“Rio, where are we going?” you hissed, panicking as you glanced around for guards.

She stopped abruptly, spinning to face you and gripping your shoulders with alarming intensity.

“Out.”

The way her eyes burned sent your head spinning.

“I’m getting you out of here.”

Her words, combined with Agatha’s controlling presence, twisted into a knot deep inside your chest. Was escape even possible? Was it what you wanted?

One thing was clear as Rio and Agatha loomed larger in your mind:

You were losing yourself.

_-_-_

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