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ogxfuturetech · 8 months ago

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The Comprehensive Guide to Web Development, Data Management, and More

Introduction

Everything today is technology driven in this digital world. There's a lot happening behind the scenes when you use your favorite apps, go to websites, and do other things with all of those zeroes and ones — or binary data. In this blog, I will be explaining what all these terminologies really means and other basics of web development, data management etc. We will be discussing them in the simplest way so that this becomes easy to understand for beginners or people who are even remotely interested about technology. JOIN US

What is Web Development?

Web development refers to the work and process of developing a website or web application that can run in a web browser. From laying out individual web page designs before we ever start coding, to how the layout will be implemented through HTML/CSS. There are two major fields of web development — front-end and back-end.

Front-End Development

Front-end development, also known as client-side development, is the part of web development that deals with what users see and interact with on their screens. It involves using languages like HTML, CSS, and JavaScript to create the visual elements of a website, such as buttons, forms, and images. JOIN US

HTML (HyperText Markup Language):

HTML is the foundation of all website, it helps one to organize their content on web platform. It provides the default style to basic elements such as headings, paragraphs and links.

CSS (Cascading Style Sheets):

styles and formats HTML elements. It makes an attractive and user-friendly look of webpage as it controls the colors, fonts, layout.

JavaScript :

A language for adding interactivity to a website Users interact with items, like clicking a button to send in a form or viewing images within the slideshow. JOIN US

Back-End Development

The difference while front-end development is all about what the user sees, back end involves everything that happens behind. The back-end consists of a server, database and application logic that runs on the web.

Server:

A server is a computer that holds website files and provides them to the user browser when they request it. Server-Side: These are populated by back-end developers who build and maintain servers using languages like Python, PHP or Ruby.

Database:

The place where a website keeps its data, from user details to content and settings The database is maintained with services like MySQL, PostgreSQL, or MongoDB. JOIN US

Application Logic —

the code that links front-end and back-end It takes user input, gets data from the database and returns right informations to front-end area.

Why Proper Data Management is Absolutely Critical

Data management — Besides web development this is the most important a part of our Digital World. What Is Data Management? It includes practices, policies and procedures that are used to collect store secure data in controlled way.

Data Storage –

data after being collected needs to be stored securely such data can be stored in relational databases or cloud storage solutions. The most important aspect here is that the data should never be accessed by an unauthorized source or breached. JOIN US

Data processing:

Right from storing the data, with Big Data you further move on to process it in order to make sense out of hordes of raw information. This includes cleansing the data (removing errors or redundancies), finding patterns among it, and producing ideas that could be useful for decision-making.

Data Security:

Another important part of data management is the security of it. It refers to defending data against unauthorized access, breaches or other potential vulnerabilities. You can do this with some basic security methods, mostly encryption and access controls as well as regular auditing of your systems.

Other Critical Tech Landmarks

There are a lot of disciplines in the tech world that go beyond web development and data management. Here are a few of them:

Cloud Computing

Leading by example, AWS had established cloud computing as the on-demand delivery of IT resources and applications via web services/Internet over a decade considering all layers to make it easy from servers up to top most layer. This will enable organizations to consume technology resources in the form of pay-as-you-go model without having to purchase, own and feed that infrastructure. JOIN US

Cloud Computing Advantages:

Main advantages are cost savings, scalability, flexibility and disaster recovery. Resources can be scaled based on usage, which means companies only pay for what they are using and have the data backed up in case of an emergency.

Examples of Cloud Services:

Few popular cloud services are Amazon Web Services (AWS), Microsoft Azure, and Google Cloud. These provide a plethora of services that helps to Develop and Manage App, Store Data etc.

Cybersecurity

As the world continues to rely more heavily on digital technologies, cybersecurity has never been a bigger issue. Protecting computer systems, networks and data from cyber attacks is called Cyber security.

Phishing attacks, Malware, Ransomware and Data breaches:

This is common cybersecurity threats. These threats can bear substantial ramifications, from financial damages to reputation harm for any corporation.

Cybersecurity Best Practices:

In order to safeguard against cybersecurity threats, it is necessary to follow best-practices including using strong passwords and two-factor authorization, updating software as required, training employees on security risks.

Artificial Intelligence and Machine Learning

Artificial Intelligence (AI) and Machine Learning (ML) represent the fastest-growing fields of creating systems that learn from data, identifying patterns in them. These are applied to several use-cases like self driving cars, personalization in Netflix.

AI vs ML —

AI is the broader concept of machines being able to carry out tasks in a way we would consider “smart”. Machine learning is a type of Artificial Intelligence (AI) that provides computers with the ability to learn without being explicitly programmed. JOIN US

Applications of Artificial Intelligence and Machine Learning: some common applications include Image recognition, Speech to text, Natural language processing, Predictive analytics Robotics.

Web Development meets Data Management etc.

We need so many things like web development, data management and cloud computing plus cybersecurity etc.. but some of them are most important aspects i.e. AI/ML yet more fascinating is where these fields converge or play off each other.

Web Development and Data Management

Web Development and Data Management goes hand in hand. The large number of websites and web-based applications in the world generate enormous amounts of data — from user interactions, to transaction records. Being able to manage this data is key in providing a fantastic user experience and enabling you to make decisions based on the right kind of information.

E.g. E-commerce Website, products data need to be saved on server also customers data should save in a database loosely coupled with orders and payments. This data is necessary for customization of the shopping experience as well as inventory management and fraud prevention.

Cloud Computing and Web Development

The development of the web has been revolutionized by cloud computing which gives developers a way to allocate, deploy and scale applications more or less without service friction. Developers now can host applications and data in cloud services instead of investing for physical servers.

E.g. A start-up company can use cloud services to roll out the web application globally in order for all users worldwide could browse it without waiting due unavailability of geolocation prohibited access.

The Future of Cybersecurity and Data Management

Which makes Cybersecurity a very important part of the Data management. The more data collected and stored by an organization, the greater a target it becomes for cyber threats. It is important to secure this data using robust cybersecurity measures, so that sensitive information remains intact and customer trust does not weaken. JOIN US

Ex: A healthcare provider would have to protect patient data in order to be compliant with regulations such as HIPAA (Health Insurance Portability and Accountability Act) that is also responsible for ensuring a degree of confidentiality between a provider and their patients.

Conclusion

Well, in a nutshell web-developer or Data manager etc are some of the integral parts for digital world.

As a Business Owner, Tech Enthusiast or even if you are just planning to make your Career in tech — it is important that you understand these. With the progress of technology never slowing down, these intersections are perhaps only going to come together more strongly and develop into cornerstones that define how we live in a digital world tomorrow.

With the fundamental knowledge of web development, data management, automation and ML you will manage to catch up with digital movements. Whether you have a site to build, ideas data to manage or simply interested in what’s hot these days, skills and knowledge around the above will stand good for changing tech world. JOIN US

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tetrakys · 10 months ago

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hiiiiii i just wanted to thank you for always posting things about otome games, thanks to you i saw the moonlight lovers guides (in the facebook group moonlovers - moonlight lovers guides) where i have been a member since 2020, anywayssss... thank you, you're a such lovely person

That's very sweet of you to send this message thank you ��

#personal #it's been a while since the ML guides... what a time

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avizare · 3 months ago

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I've been using this as a resource for an OC in my Star Sapphire!Chat Noir fic.

Wenos'ka stands to be one of the first Star Sapphires we will meet in the story and this guide has been instrumental to me in nailing down her physical characteristics, her personalised uniform and, to an extent, her lore.

I would be remiss not to reblog it after the help it has given me. Thanks, @noonesslave--moved / @noonesslave / @starsguided!!!

★ | Nat’s Guide to Tamaran

Notes: I’ve made one already and it can be found over [here] but it’s disorganized and some of the information is missing, so I decided to make a new one! This one is a lot longer than the other one and if you have any questions or want to know about something that wasn’t included, feel free to send them to me.

What the guide covers: Tamaranean physiology (what little is covered in the comics)/abilities, environment, and various facts. If it seems like there’s information missing, it’s because this is all that was available (they don’t spend a ton of time on Tamaran).

EDIT: This edit only covers the PRE-52 universe’s Tamaran.

Keep reading

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tudip123 · 13 days ago

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Choose AI/ML Algorithms Very Efficiently

The world is getting smarter every day, to keep up to date and satisfy consumer expectation tech companies adapting machine learning algorithms to make things easy but choosing a machine learning algorithm is always a tedious job for techies, there are lots of algorithms present for different kind of problems and we can use this for tackling things in different ways.

The machine learning algorithm’s main goal is to inspect the data and find similar patterns between them, and with that, make detailed predictions. As the name implies, ML algorithms are basically calculations prepared in different ways.

We are creating data every day; we are just surrounded by data in different formats. It comes from a variety of sources: business data, personal social media activity, sensors in the IoT, etc. Machine learning algorithms are used to extract data and turn it into something useful that can serve to automate processes, personalize experiences, and make difficult forecasts that human brains cannot do on their own.

Choosing algorithms solely depends on your project requirements. Given the type of tasks that ML algorithms answer, each type trains in absolute tasks, taking into consideration the limitations of the knowledge that you have and the necessities of your project.

Types of AI/ML Algorithms

Different types of machine learning algorithms are:

Supervised learning

Unsupervised learning

Semi-Supervised learning

Reinforcement learning

Supervised ML algorithm:

This is the most popular ML algorithm because of its flexibility and comprehensiveness, and it is mostly used to do the most common ML tasks. It requires labeled data.

Supervised knowledge depends on supervision; we train the machines utilizing the branded dataset and establish the training; bureaucracy thinks about the output. It allows you to collect data from previous experiences. Helps you improve performance tests using occurrence.

Unsupervised ML algorithm:

Unsupervised learning is typically achieved by using unsupervised machine learning techniques. Using unsupervised algorithms, you can handle problems differently than with supervised algorithms and operate in more complicated ways. Unsupervised learning, however, could be more irregular than the subsequent deep learning and support learning patterns based on natural input.

There are three main tasks in Unsupervised learning, such as:

Clustering: It is a data mining technique used for grouping unlabeled data based on similarities between them.

Association: It uses different rules to find relationships between variables in a given dataset. These plans are frequently secondhand for advertising basket studies and recommendation transformers.

Dimensionality Reduction: It is used when the number of features in a dataset is too high. It reduces the number of data inputs to a controllable size while more maintaining the dossier honor. Often, this technique is secondhand in the preprocessing dossier stage, in the way that when autoencoders erase noise from being able to be seen with eyes dossier to boost picture quality.

Semi-Supervised ML algorithm:

When you are using a training dataset with both labeled and unlabeled data or you can’t decide on whether to use supervised or unsupervised algorithms, Semi-Supervised is the best choice in that case.

Reinforcement ML algorithm:

Reinforcement knowledge algorithms are mostly based on dynamic compute methods. The idea behind this type of ML treasure is to compare investigation and exploitation. Other machine learning algorithms used mapping middle from two points of recommendation and productivity, Unlike directed supervised placement, where the feedback supported by the power is correct set of conduct for performing a task, support education uses rewards and penalties as signals for helpful and negative behavior.

Conclusion

Choosing an ML algorithm is apparently a complex task, particularly if you don’t have a far-reaching background in this field. However, knowledge about the types of algorithms and the tasks that they were created to resolve and solving a set of questions might help you resolve this complication. Learning more about machine learning algorithms, their types, and answering these questions might lead you to an algorithm that’ll be a perfect match for your goal.

Click the link below to learn more about the blog Choose AI/ML Algorithms Very Efficiently:

#AI algorithms #ML algorithms #smart AI #efficient ML #quick ML guide #Tudip Technologies

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jamalir · 2 months ago

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Fine-Tuning Your First Large Language Model (LLM) with PyTorch and Hugging Face

#machine learning #deep learning #ml #open source #hugging face #fine tuning #training #llm #guides

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johnreals · 4 months ago

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Residential MLS Listings in St. John: Your Guide to Island Living

St. John in the U.S. Virgin Islands (USVI) is a tropical haven renowned for its breathtaking landscapes, vibrant community, and luxurious real estate opportunities. Whether you’re planning to relocate or invest, accessing the Residential MLS Listings in St. John is your gateway to finding the perfect property. Partner with trusted professionals like 340 Real Estate St. John to make the process seamless and rewarding.

#Residential MLS Listings in St. John: Your Guide to Island Living #realestate #virgin islands #usvi with 340 real estate #usvi

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floridaflatfeehomes · 6 months ago

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How To Sell Land In Florida Without A Realtor-Step By Step Guide

Introduction

Do you know you can sell your land in Florida without a realtor and save thousands of dollars? It is a traditional practice to sell or buy land through a realtor. But it costs too much money because of commissions. However, with the right approach and perception, it is possible to navigate the process on your own and save money. There are different options, much simpler and quicker than the traditional real estate process of selling your house. The most popular, flat-fee MLS service in Florida is flourishing speedily. Flat fee service is being offered by various companies. In this article, we will discuss the key information regarding how to sell land in Florida without a realtor.

Steps to sell land in Florida without a realtor

1) Get details of land-the parcel number

Before getting your land listed, you need to get full details about the land. In Florida, each property has a unique parcel number that tells various things about it such as size, exact names of land owners, boundary lines, and assessed value. All of these legal descriptions are required. You can get these from your county’s property appraiser.

2) Assess market value

Start researching online platforms. You can check recently sold land comparable to yours or go through the MLS listing. MLS home search in Florida can give you lots of data to assess the market value.

3) Find a suitable platform for listing

Your property only matters to you the most. So make sure to make the best choice at each step of selling your land. The flat fee MLS companies offer a one-time flat fee and give the seller full control over the listing. One such reputable company is Florida Flat Fee Homes. They offer a seamless experience to their clients by providing all the necessary information and documentation. The seller has complete access to manage the listing. You can edit any details at any time.

4) Create a unique listing-market your property

While listing your land on MLS, the detailing is the key. Your listing should stand out to grasp the attention of maximum potential buyers. Make sure you provide all the necessary details (size, location, amenities, etc.) along with high-quality photos of the land. After getting the land listed, it is important to market your listing on various social media platforms to enhance exposure. Local advertisements can also do the job.

5) Negotiations

As you start getting inquiries, screen the potential buyers and negotiate with the serious ones only. Try to be open to offers while keeping your bottom line in mind.

6) Closing the sale

Once you get a fair offer and accept it, prepare for closing (deed, title insurance, and other relevant disclosures). A title company helps with the deed and smooth transaction of funds. Florida Flat Fee Homes provides top-quality closing assistance with Capital Title.

What is a deed?

A legal document that is used to convey the ownership of property from one party to another. It formally provides the information about parties involved, a complete description of the land, and signatures. There are different types of deeds such as warranty deeds, special warranty deeds, and quitclaim deeds.

What is title insurance?

The purpose of title insurance is protection against title issues or ownership issues that may arise after the purchase.

What are the benefits of selling land without a realtor?

The major benefit of selling without a realtor is mostly financial. Here are some of the potential benefits you gain by selling without a realtor:

1) Cost saving

The seller saves the realtor’s commission which is about 6% of the sale price. Flat fee MLS service saves thousands of dollars on commissions.

2) Independent decision making

The seller directly deals with clients and has full control over the process. Independent dealing allows you to make decisions of your own.

3) Faster selling process

Without the realtor, you directly carry out all the processes and avoid middleman delays. In this way, you can sell your land faster.

4) Enhanced exposure

Independent navigation of the process allows wider exposure. You also get to build connections in the market.

Conclusion

To wrap up the discussion, you are now aware of how to sell your land in Florida without a realtor. By having the right knowledge and approach you can navigate the real estate process independently. Make sure all the essential information about your land is in your hands, you have thoroughly researched the market value and have the confidence to diligently negotiate. With your persistence and Florida Flat Fee Homes’ expertise in flat fee MLS services, you are on your way to selling your land at a desirable value in no time.

Frequently Asked Questions

What information should I put in the property listing?

You can provide descriptions like size, zone information, nearby amenities and high-quality photos.

Do I need a title company?

It is recommended to use the title company for facilitation in the closing process.

How do I negotiate with clients?

Communicate your terms clearly and be open to offers while keeping your bottom line in mind.

#How To Sell Land In Florida Without A Realtor-Step By Step Guide #Best Flat Fee MLS Listing in Florida

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quickinsights · 11 months ago

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#machine learning guide #data science #ML basics #AI introduction #beginners guide #quick insights

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notacatdown · 3 months ago

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That being said, have to give my vote to Mobei Jun (SVSSS). A demon that fully commits to it in every wardrobe choice.

Whether full shirt off or with a cleavage low enough to tantalise, these characters are causing nosebleeds right, left, and centre

Write-ins, propaganda, and images are welcome!

ÉDIT - that moment when you see the typo in the poll options just after posting but you can’t edit a poll 😭

#mu sheng #love game in eastern fantasy #guide to capturing a black lotus #feel so robbed that we didn't get any bath scenes in the drama #it's like a kdrama that doesn't have the ML brooding in the shower scene

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leejenowrld · 4 months ago

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warm me up

pairing — mark lee x reader

word count — 5k

genre — smut, explicit sexual content, soft sex, not proofread, oral sex, riding

synopsis — mark insists on “warming you up” after you come in from the cold, wrapped in fuzzy blankets with cocoa still in your hands. he shifts closer, his touch slow and teasing, until his hands are roaming beneath the blanket, pulling soft gasps from you. before you know it, he has you on your knees for him on the living room carpet, the faint glow of christmas lights and a forgotten movie playing in the background. his low groans mix with the soft sounds of your mouth on him, his fingers tangling in your hair as he whispers just how good you are—his perfect little gift.

[fic ml]

The night was frigid, with a sharp bite in the December air that clung stubbornly to your skin no matter how fast you moved to escape it. You felt the cold seep through your coat, a cruel, clinging thing that turned your fingers numb and your cheeks raw. The snow crunched beneath your boots, and your breath formed fleeting clouds in front of you as you hurried toward the door, your shoulders curling inward against the wind.

The door opened before you even reached it. Mark was already there, as if he’d been waiting, his silhouette backlit by the golden glow of the living room behind him. He stood in the doorway with that familiar, boyish smile playing on his lips, the kind that always made your chest feel just a little too tight. His sweater hung loose on his frame, the sleeves pushed up carelessly to his elbows, and in his arms, he held a blanket—thick, soft, and already open, as if he couldn’t bear to waste a single second before wrapping you in it.

“Come here,” he said softly, his voice warm and low, a balm against the chill that still clung to you. He didn’t wait for you to answer. Mark never did when it came to taking care of you, and tonight was no exception.

He stepped forward, closing the distance between you in a few strides, and immediately began draping the blanket over your shoulders. His movements were so gentle, so deliberate, that it made your throat tighten. His hands brushed against your arms as he tucked the edges of the fabric around you, his touch warm despite the lingering cold on your skin.

“You’re freezing,” he murmured, the words a quiet reprimand, though there was no real heat behind them. His brows drew together as he tilted his head, studying you with that careful, unyielding attention that was so uniquely him. “Why didn’t you text me when you were on your way back? I would’ve come to get you.”

You opened your mouth to respond, but the words stuck in your throat when his hands rose to cup your cheeks, his palms so warm they almost burned against the cold flush of your skin. His thumb brushed over your cheekbone, feather-light, and his expression softened further as he sighed.

“You’re like ice,” he muttered, more to himself than to you, his voice tinged with something that felt like frustration but was really just concern. “Let’s fix that.”

It was impossible not to melt under his care. He pulled you inside without another word, his arm steady around your waist as he guided you toward the living room. The warmth hit you first, a delicious, enveloping heat that made you realize just how cold you’d been. But it wasn’t the fire crackling in the hearth or the golden lights strung around the Christmas tree that made your breath catch. It was him. Mark, with his steady touch and the quiet way he fussed over you, as though the idea of you being uncomfortable for even a second was too much to bear.

He led you to the couch and eased you down, the blanket still snug around your shoulders. His hands never left you for long, moving to tuck the fabric tighter, brushing over your arms and sides as he murmured something about grabbing your cocoa. You barely registered the words, too focused on the way he looked at you—so soft, so unguarded, as though his only purpose tonight was to make sure you were warm, safe, and content.

When he returned, he handed you the mug with both hands, his fingers lingering just a moment longer than necessary. “Drink,” he instructed, his tone gentle but firm. He crouched in front of you, his knees pressing into the carpet as he watched you take the first sip, his gaze flickering to your lips, then back to your eyes. “Better?”

The cocoa was warm, sweet, and soothing, but it was nothing compared to the heat radiating from him. You nodded, though your voice felt too small to use, your lips curling into a faint smile you couldn’t quite suppress.

Mark’s lips quirked in return, but he didn’t move. He stayed crouched before you, his hands resting lightly on your knees, his thumbs brushing absent circles over the blanket. The room was quiet save for the crackle of the fire and the faint hum of a forgotten movie playing in the background. It was the kind of quiet that felt intimate, thick with unspoken words and simmering tension.

“You’re gonna catch a cold like this,” he said, breaking the silence with a teasing lilt, though his concern still bled through. “Let me warm you up properly.”

The words sent a ripple of heat through you, subtle but undeniable. You tilted your head at him, trying to mask the sudden flutter in your chest with a skeptical look. “I’m fine, Mark.”

“You’re not,” he said simply, his gaze unwavering. Then, without waiting for permission, he reached for you, his hands slipping beneath the blanket to find your arms again.

The shift in temperature was startling, the contrast between the chill of your skin and the heat of his hands making you suck in a quiet breath. Mark’s eyes darkened at the sound, his lips parting slightly as he leaned closer.

“Sensitive tonight?” he murmured, his voice lower now, a subtle roughness threading through the softness.

You shook your head, though the motion was half-hearted. “It’s just… your hands are warm.”

“Good.” He shifted closer still, until his knees pressed against yours and you could feel the steady rhythm of his breathing. “Let’s make sure you’re warm everywhere.”

His hands moved slowly, deliberately, as though savoring every inch of skin he touched. Fingers skated over your arms, brushing away the last remnants of cold, before trailing lower, testing the curve of your waist beneath the sweater. The blanket slipped, pooling around your lap, but neither of you seemed to notice.

Your breath hitched when his hands dipped higher, slipping beneath the edge of your sweater. His touch was feather-light but insistent, the heat of his palms searing against your chilled skin.

“You’re so cold,” he murmured, his lips brushing against your temple as his thumbs traced lazy circles over your ribs. “I don’t think this is enough.”

Before you could respond, before you could even think to argue, Mark shifted again. His hands guided you down, his movements steady and sure, until the couch was behind you and the plush carpet was beneath your knees.

“Mark,” you whispered, his name falling from your lips in a soft, uncertain plea.

“Shh,” he soothed, his voice barely above a whisper as his hands came up to cup your face. His thumbs brushed over the pink flush of your cheeks, grounding you, steadying you, even as his touch sent sparks skittering across your skin. “I’ve got you.”

And he did. The air between you felt heavier now, humming with a tension that was as intoxicating as it was inevitable. Mark’s gaze was darker, his eyes tracing your face like he was memorizing every detail, every breath. His fingers slipped into your hair, tangling lightly, and he leaned in, his lips brushing yours with a tenderness that left you breathless.

“You’re so pretty like this,” he murmured, his voice rougher now, the edges frayed with something deeper. “You have no idea, do you?”

The rest of the world faded, the firelight flickering in your peripheral vision, the cocoa cooling on the table. All that mattered was him—the way he touched you, the way he looked at you, the way he unraveled you with nothing more than a whisper and a careful touch.

Mark didn’t rush as he pulled you closer, his hands never leaving your frame, like he was terrified you’d slip away if he let go for even a moment. The weight of his body settled behind you, his chest pressing firmly against your back as he tugged the blanket around both of you, cocooning you in heat. You could feel the steady rhythm of his heartbeat, a slow, soothing thrum that matched the rise and fall of his breaths.

His arms circled your waist, pulling you flush against him as he pressed his lips to the side of your neck. The kiss was soft at first, barely a brush of warmth against your chilled skin, but it deepened with every passing second, his mouth lingering longer, his tongue darting out to taste you.

“You’re still cold,” he murmured against your skin, his voice rough and edged with something that sent heat spiraling low in your belly.

You tried to protest, shaking your head slightly, but the words wouldn’t come. Mark’s hands were moving again, slow and deliberate, skimming over the curve of your waist and down to your hips. His fingers splayed wide, his touch firm yet tender as he pulled you impossibly closer.

“Let me take care of you,” he whispered, the words heavy with intent as his lips moved along the line of your jaw, up to your ear. “Let me make you feel warm everywhere.”

You turned slightly, your eyes meeting his, and the look in them nearly stole your breath. They were darker now, molten with something that burned hotter than the fire crackling a few feet away. His gaze dropped to your lips, lingering there for a beat before he kissed you—slow, deep, and consuming.

The kiss left you dizzy, your fingers clutching at the fabric of his sweater for balance as his hands roamed beneath the blanket. He didn’t hurry, didn’t rush to strip you bare. Instead, he took his time, peeling away each layer with a reverence that made your chest tighten.

Mark’s fingers hooked into the hem of your sweater first, sliding it up inch by inch, his knuckles brushing against your bare skin as he worked. He pulled it over your head, letting it fall to the floor before his hands returned to your body.

“You’re so soft,” he murmured, his voice a low rasp as his palms skimmed over your bare arms and shoulders. “So perfect.”

His lips found yours again, but this time the kiss was hungrier, more insistent. His hands were bolder now, slipping beneath the waistband of your leggings to tug them down, leaving you in nothing but your underwear. The cold nipped at your skin for only a moment before Mark pulled you back into the warmth of his body, his hands spanning your hips as he pressed kisses along your shoulder.

“Mark,” you breathed, your voice trembling with a mix of anticipation and need.

He hummed softly against your skin, his hands sliding lower until they found the waistband of your panties. “You trust me?”

You nodded without hesitation, your breath hitching as he eased you onto your back, the blanket slipping away to pool beneath you. The firelight bathed you both in a soft, golden glow, and for a moment, Mark just looked at you, his gaze drinking you in like you were the most beautiful thing he’d ever seen.

“I want to make you feel good,” he said softly, his hands spreading your thighs as he settled between them. His touch was gentle, almost worshipful, as his fingers traced the sensitive skin along the inside of your thighs. “Will you let me do that?”

Your breath caught in your throat as you nodded, the anticipation coiling tight in your stomach. Mark’s lips curved into a small, satisfied smile before he leaned down, pressing a kiss to the soft flesh of your thigh.

He started slow, his mouth moving over your skin with deliberate care, leaving a trail of warmth in his wake. His hands held your thighs apart, his thumbs brushing over the sensitive skin as his lips inched closer to where you wanted him most.

When he finally pressed his mouth to you, your back arched off the couch, a soft gasp slipping past your lips. The first touch of his tongue was tentative, testing, as if he was savoring the moment as much as you were. But it didn’t take long for him to find a rhythm, his tongue moving with a precision that made your head spin.

Mark was thorough, methodical in the way he worked you open with his mouth. His tongue traced over your folds with slow, deliberate strokes, savoring every sound he pulled from you. When he reached your clit, he paused, the tip of his tongue circling the sensitive bundle of nerves with agonizing precision.

“You taste so good,” he murmured, his voice muffled against your skin but no less devastating. His hands tightened on your thighs, holding you steady as he flicked his tongue over your clit, his movements growing bolder with every passing second.

Your hands found his hair, your fingers tangling in the soft strands as you tried to ground yourself. But Mark didn’t make it easy. He alternated between teasing licks and firm, deliberate strokes, his tongue working you closer to the edge with every pass.

When he sucked your clit into his mouth, a broken moan escaped you, your thighs trembling beneath his hands. He hummed in satisfaction, the vibration sending a new wave of pleasure coursing through you.

“Mark,” you gasped, your voice shaky and desperate as your hips bucked against his mouth.

“Stay still,” he commanded softly, his tone firm but laced with affection. His hands slid higher, pressing against your hips to hold you in place as he buried his face deeper between your thighs.

The sounds he made—low groans of approval, the wet slide of his tongue—were almost as intoxicating as the pleasure building inside you. He was relentless, his mouth never leaving you as he worked you closer and closer to the precipice.

“You’re so perfect,” he murmured against your skin, his words sending a shiver down your spine. “So good for me.”

Your breath hitched, your fingers tightening in his hair as the tension in your stomach coiled impossibly tight. Mark seemed to sense it, his tongue moving faster, his lips wrapping around your clit as he sucked harder.

It was too much, too good, and when the release finally crashed over you, it left you trembling beneath him, your moans spilling freely as he continued to lap at you, drawing out every last wave of pleasure.

He didn’t stop until you were gasping, your thighs shaking in his grip. Only then did he pull back, his lips glistening as he looked up at you with a satisfied smile.

“Warm enough now?” he asked, his voice teasing but his eyes soft with affection.

Your chest heaved as you tried to catch your breath, the warmth of your release still pulsing through your body. Mark hovered above you, his lips glistening, his hair slightly disheveled from where your fingers had tugged. He looked impossibly handsome like this—soft and tender, but with a heat in his eyes that still burned through you.

He leaned forward, brushing his lips gently against yours, the taste of you still lingering on his tongue. It was intimate, so deeply consuming that it made your heart clench. His hands, warm and steady, cupped your face as he pulled back, his forehead pressing against yours.

“I love you,” you whispered, your voice trembling with the weight of the moment. The words felt too small to encompass everything you felt, the way he unraveled you, cared for you, and pieced you back together with his touch.

His thumb brushed over your cheekbone, his gaze softening as his lips curved into that familiar, heart-stopping smile. “I love you more,” he murmured, his voice low and steady, like a quiet promise.

The simplicity of his response made your chest ache, your lips curling into a smile of your own as you leaned into his touch. “I just—” You hesitated, your fingers brushing over his forearm, grounding yourself. “I just appreciate you so much. The way you take care of me, the way you’re always so gentle and patient with me. I—”

Mark’s breathing was uneven, his chest rising and falling as he tried to steady himself. His arms stayed around you, his touch warm and grounding as you traced lazy patterns over his chest. Your fingers wandered, exploring the ridges of muscle beneath his sweater, the heat of his skin radiating into your palms. He didn’t speak, but his silence wasn’t empty—it was full, heavy with the unspoken warmth that passed between you like a steady current.

You shifted slightly in his lap, brushing your nose against his as you cupped his jaw, your thumb stroking the sharp line beneath it. “You’re so good to me,” you whispered, your voice trembling but sure. “I don’t know what I’d do without you.”

His lips parted, his brows drawing together slightly at your words, but he didn’t respond. Instead, he tilted his head, pressing a kiss to the inside of your wrist where your pulse thrummed, his gaze locked on yours as if to say I feel the same.

The way he looked at you—soft but intense, like he was holding the weight of everything you were offering—sent a shiver through you. It wasn’t just desire in his eyes; it was something deeper, something that made your chest ache.

You leaned forward, pressing your lips to his in a kiss that was slow, deliberate, and filled with everything you couldn’t say out loud. He met you halfway, his hands sliding up your back to cradle you closer, his fingers splayed wide as if he couldn’t bear the thought of letting you go.

When you pulled back, his forehead rested against yours, his breath warm against your lips. You didn’t need to speak for him to know what you were thinking. The steady rise and fall of his chest against yours, the way his fingers traced idle patterns over your skin, was answer enough.

“I want to take care of you too,” you said softly, your voice steady now as you let your hand drift lower, brushing over the waistband of his pajama bottoms. “I want to make you feel good, Mark.”

His expression didn’t falter, but his breath hitched slightly, a subtle reaction that made your pulse quicken. He leaned back just enough to study your face, searching for something before a quiet, knowing smile tugged at his lips. “You wanna warm me up too?”

You nodded, your fingers curling into the soft fabric of his pajama bottoms, pulling gently. “Yeah. Let me take care of you, baby.”

He didn’t say anything, just leaned back onto his elbows, his legs stretching out in front of him as he let you take the lead. Your hands worked carefully, sliding his pajama bottoms down inch by inch, revealing the defined muscles of his thighs and the growing evidence of his arousal.

Your breath caught when his cock sprang free, already thick and hard, the sight of him enough to make heat bloom in your stomach all over again. Mark shifted slightly, his eyes locked on yours as he waited, his chest rising and falling with each steady breath.

You settled between his legs, your palms smoothing over the warm skin of his thighs as you leaned forward, pressing a soft kiss just above his knee. The intimacy of the moment lingered, heavy and unspoken, as you kissed your way higher, your lips brushing over the sensitive skin of his inner thigh.

“Baby,” Mark murmured, his voice barely above a whisper, but there was a tension in it now, a quiet strain that sent a thrill down your spine.

You smiled, glancing up at him through your lashes. “I want to make you feel good,” you repeated, your voice soft but laced with intent.

And then your lips wrapped around the head of his cock, your tongue flicking gently against the sensitive tip. Mark’s reaction was immediate, a low, guttural groan escaping him as his head fell back, his fingers curling into the blanket beneath him.

You took your time, savoring the way he felt against your tongue, the way his body tensed beneath your touch. Your hand wrapped around the base of his cock, holding him steady as you moved lower, taking more of him into your mouth.

“Fuck,” he hissed, his hips jerking slightly before he stilled himself, his hands gripping the edge of the couch now. “You’re so—”

His words broke off into a groan as you hollowed your cheeks, your tongue pressing firmly against the underside of his cock as you began to move. You kept your pace slow at first, drawing him deeper with each pass, your free hand sliding up his thigh to rest against his hip.

Mark’s breathing grew heavier, his chest rising and falling with each labored inhale. His hands twitched, his fingers flexing as if he was fighting the urge to touch you, to guide you. But he didn’t. He let you set the pace, his restraint only breaking in the way he moaned your name, his voice thick with pleasure.

You pulled back slightly, your lips releasing him with a soft, wet sound that made him shudder. “You can touch me,” you murmured, your voice soft but sure. “I want you to.”

His eyes snapped open, his gaze meeting yours with an intensity that made your stomach flip. He didn’t hesitate this time, his hand coming to rest at the back of your head, his fingers threading gently through your hair.

“Baby,” he said again, the word strained as you took him back into your mouth, your tongue swirling around the tip before sliding lower. His grip on your hair tightened slightly, his hips lifting just enough to meet your movements, but he still let you lead.

The sounds he made—low groans, soft curses, the occasional gasp—were like music, each one spurring you on, driving you to take him deeper, to make him unravel the way he’d done to you. You could feel the tension building in his body, the way his muscles tensed beneath your touch, the quiet strain in his voice as he whispered your name like a prayer.

“You’re so good,” he murmured, his voice rough and raw. “So fucking perfect, baby.”

The praise sent a fresh wave of heat through you, and you hummed softly around him, the vibration pulling another groan from his lips. His hand tightened in your hair, his other sliding down to cup your cheek, his thumb brushing against your skin in a silent, tender gesture.

Mark’s breathing grew ragged, his groans deeper and more desperate as you worked him closer to the edge. His body trembled beneath your hands, his restraint slipping with every pass of your tongue, every hollowed gasp that left your lips.

“Baby,” he rasped, his voice strained as his fingers tightened in your hair. “I’m—”

You didn’t let him finish, your movements growing firmer, more deliberate as you pushed him closer and closer to release. His groan was deep and guttural, his hips jerking slightly as he finally let go, the warmth of his release spilling over your tongue.

You didn’t pull away until he stilled beneath you, his chest heaving as he tried to catch his breath. When you finally looked up, his eyes were locked on yours, dark and molten with a mix of satisfaction and something deeper, something that made your heart race all over again.

Mark’s breaths were uneven as you rose to your knees, wiping the corners of your mouth with the back of your hand. His chest heaved, every rise and fall drawing your eyes to the faint sheen of sweat on his skin. His gaze was locked on you, dark and heavy with something that made your body tingle all over again.

You didn’t rush. Instead, you took your time climbing into his lap, your thighs straddling his hips as you settled against him. His hands found your waist instinctively, his touch grounding as your bare skin pressed against his. He felt so warm beneath you, solid and steady, and you couldn’t help but lean in, brushing your lips softly against his.

“You’re so good to me,” you whispered, the words spilling out without thought, your fingers tangling in the soft strands of his hair.

Mark’s hands tightened on your hips, his lips quirking into a small, breathless smile. “I’ll always be good to you,” he murmured, his voice soft but full of promise.

The moment lingered, quiet and intimate, as you shifted slightly, feeling the hardness of him pressing against your entrance. You couldn’t stop the soft gasp that escaped your lips, and Mark’s grip on your waist grew firmer, his eyes flickering with restraint.

“Baby,” he said, his voice low and hoarse. “Go slow. I want to feel every second.”

You nodded, your hands bracing against his chest as you began to sink down onto him, the stretch leaving you breathless. He filled you inch by inch, the burn sweet and satisfying as your body adjusted to his size. Mark’s head fell back against the couch, a low groan rumbling from his chest as his fingers dug into your skin.

“Fuck,” he hissed, his voice barely more than a whisper. “You feel so perfect.”

The praise sent a fresh wave of heat through you, and you let out a soft moan, your hips shifting slightly as you took him deeper. He was thick and hot inside you, stretching you in a way that was almost too much but exactly what you needed.

You stayed still for a moment, your breaths mingling as you both adjusted to the intensity of it all. Mark’s hands slid up your sides, his thumbs brushing against the curve of your ribs as he whispered, “Take your time, baby. I’m not going anywhere.”

But patience wasn’t something you had much of, not with him buried so deep inside you. You rolled your hips experimentally, and the way Mark’s jaw clenched, the way his groan sounded so desperate, made you want more.

Slowly, you began to move, lifting yourself up before sinking back down, your body finding a rhythm that sent sparks shooting through your veins. Mark’s hands guided you, his grip firm but never controlling, his eyes fixed on yours as you rode him.

“Just like that,” he murmured, his voice rough and broken. “You’re so fucking beautiful like this.”

The way he looked at you—like you were the only thing that mattered—made your heart race. Your pace quickened, your hands splayed against his chest for balance as your hips moved faster, harder. Every thrust sent him deeper, the friction igniting a fire that spread through every inch of your body.

Mark’s hands slid to your thighs, his fingers digging into your flesh as he met your movements with shallow thrusts of his own. The sound of your bodies moving together filled the room, mingling with the soft crackle of the fire and the distant hum of the Christmas movie still playing in the background.

“Mark,” you gasped, his name spilling from your lips like a prayer as the pleasure built inside you, hot and overwhelming.

“I’ve got you,” he whispered, his voice strained but steady. “I’ve always got you, baby. Let go for me.”

His words sent you tumbling over the edge, the pleasure crashing over you in waves that left you trembling in his arms. Your nails dug into his chest, your body arching as you moaned his name, your release washing over you with an intensity that left you breathless.

Mark wasn’t far behind. His hands gripped your hips tightly as he thrust into you one last time, his groan low and guttural as he spilled inside you. His head fell forward, his forehead pressing against yours as he tried to catch his breath, his hands smoothing over your back in slow, soothing circles.

The room was quiet again, save for the soft crackle of the fire and the sound of your breathing. You stayed like that for a while, wrapped in each other, the world outside forgotten.

Mark leaned back slightly, his hands coming up to cup your face as he looked at you, his eyes soft and full of something that made your chest ache. “You’re everything to me,” he said quietly, his thumb brushing over your cheek.

A small smile tugged at your lips, your fingers tracing the line of his jaw. “You’re everything to me too.”

His lips curved into a smile of his own, and he leaned in, pressing a soft, lingering kiss to your forehead. “Merry Christmas, baby,” he murmured, his voice warm and tender.

“Merry Christmas,” you whispered back, your head resting against his chest as his arms wrapped around you, holding you close. The fire crackled softly in the background, the glow of the Christmas tree casting a golden light over the room as you both drifted into a peaceful, sated silence, wrapped up in each other.

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catboybiologist · 6 days ago

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I see you talk a lot about hrt and you seem pretty informed. I also see that you have had really good effects from hrt.

So what I wonder is how much you think it is luck and genetics vs you making the right choices. I can't help but be jealous sometimes. I've had rotten luck and ok genetics it seems.

What's your take on this? Do you think you've been lucky or do you think everyone can do it like you have if they just did it the same way?

So whenever I answer an ask like this, I end up getting spammed with a ton of hrt related questions, and it gets a bit exhausting. So here's my usual disclaimer: I'm not a doctor, nor any kind of medical professional. I'm not an expert on this. I have a little more knowledge about the theory behind hrt than the average person, but not the medical practice. I'm just giving my experiences here.

So I couldn't say for sure, but I think the answer is both? I can't say how much luck is a component, but that said, I think that there's a lot that helped me out just from the troubleshooting end.

This answer ended up being long, so here's a tl;dr:

Be liberal on your estrogen, conservative on your antiandrogen. Eat a lot, exercise a lot.

Huge ramble under the cut.

It's hard to say that I looked feminine pre HRT. I had (and still somewhat have) all of the "ultra masculine" skeletal features that make people think their transition is going to go poorly, but the soft tissue changes have reframed how they look and function. I used to think that I would never come close to looking feminine without super intense FFS, and that feeling is almost completely gone now. So I didn't feel particularly lucky going into any of this. Now I do, and I'm finally actually relaxing how good hrt has been to me.

I did several things that I think accelerated my hrt. Unfortunately, I can't have a control group here. I also operated over a short period of time, during a period where hrt has a variety of effects. I have no way to tell for sure if these things did anything, or if it's all just masked by standard hrt progress, which comes and goes in bursts.

Also note: I don't think anything has dramatically affected my "final" results. I think there's a lot of things that have accelerated my results. But with ongoing, years long processes like HRT, the biggest, key ingredient is PATIENCE. I keep seeing 2 years thrown around like it's the end of hrt progress. This is, quite frankly, ridiculous. 2 years is startup and troubleshooting time. Whatever development happens in the first two years is a bonus, not a normal timeline.

So never, ever feel like you've fucked up your transition for good. You can always tweak it. And, you can always wait.

That all said, here's the bulleted list of the things that I think contributed:

Intensely focusing on getting my blood estrogen high. Stop thinking about dosages, start thinking about levels. From anecdotes I've seen, most doctors will underdose your estradiol. You should be shooting for 200pg/mL minimum. Many doctors will use this as a maximum. That is outdated information. Your estrogen should be on the high side of cis women ranges. If you're lost, use cis women metrics as a guide, or the WPATH. Personally, I've been blessed with a fantastic provider that I've never had to push back to or argue with, but I've heard some nasty horror stories.

Note that achieving the level I said above is often difficult with pills. Pills do have a maximum safe dosage because of liver metabolism. This will vary from person to person. But if you're getting past 8mg oral per day, consider switching to injections, patches, or gels. These methods bypass digestion and (somewhat) dodge the liver, making it easier to safely get higher blood levels. Even if you try to take them sublingually, a lot still ends up consumed orally.

HRT methods that allow for large differences between estrogen highs and lows seem to be more effective than steady state HRT. This is completely shooting in the dark here, but from my vague anecdotes from comparing injections with peaks and troughs to more steady (but still lover bypassing) methods, it still seems like injections are somewhat more effective. That is not a scientific assessment at all. But that's the only explanation I could think of that matches a little bit of what's known about hormonal physiology

With everything above: if possible, drop your antiandrogen ASAP. A pattern I've seen over, and over, and over again, is trans women being overdosed on antiandrogens while simultaneously being underdosed on estradiol itself. Remember: sufficiently high levels of blood estrogen are antiandrogenic on their own. If you need a AA to keep your T or other androgens low, your E is likely too low anyways. There's multiple reasons why having too much androgen suppression without raising estradiol is bad, but for a whirlwind summary, there's two things I would break it down to. One, having too low of both T and E is really bad, and is basically one of the only ways you can do HRT "wrong" in a way that's medically harmful (the other being stressing your liver). It has effects both short term (mood, metabolism, and energy) and long term (bone density and general growth). Also keep in mind that cis women have androgens too- and you need to make sure you're not over suppressing androgens to below cis female levels. Two, antiandrogens are rarely just an antiandrogen. As opposed to hormones themselves, which are found in your body anyways and are "understood" signals for your genes (among other things), antiandrogens are operating based on how we develop their effects as pharmaceuticals. Does this mean they're intrinsically bad? No. Don't fall into a "natural is better" fallacy. However, it's worth noting that AAs can have effects beyond just androgen suppression because they're not an endogenous signalling molecule. One of these effects might be overall suppression of growth and development. That is wildly unconfirmed, I know transfemmescience disagrees and has a pretty thorough breakdown, but unfortunately there's too much variability in individual trans women's HRT regimens to have consistent studies on fine details like that imo. Again, this is my opinion as a patient, not as an expert.

Don't start progesterone too early. I'd say delay it more than the general advice. 6 months after good blood levels is probably good. Notably, it's probably not a good idea to start it 6 months after the first pill crosses your tongue. Wait for the levels. Probably not that big of a deal though.

This last one I'm incredibly reluctant to even talk about, but I've been coming to the conclusion more and more that it was a fairly major factor in my progress. I didn't do it intentionally but it 100% happened. And that is weight cycling. From January to August of 2024, I dropped almost 30 pounds from training for backpacking and actually doing rigorous backpacking for 3 months. I've gained back all of that weight since. Most of my notable soft tissue and appearance changes have happened as a function of putting that weight back on. This isn't just about chest or thigh growth. My face was thin at my lowest weight, and when I put weight back on, soft tissue in my face has grown back in with a far more feminine look. I do NOT like talking about this, though. Why? Because I think deliberately weight cycling is more dangerous and hurtful than it is helpful. Diet culture, counting calories, and constantly comparing your weight and progress to others is an easy way to an easier disorder. If you develop habits centered around those things, that will fuck up your life permanently. What would I recommend instead? High input, high output. Eat a LOT, exercise a LOT. Get into a steady state with that. It's much healthier long term. Remember, at best, weight cycling is an acceleration, not working towards better "permanent" results.

And uh, I think that's it? Again, keep in mind that the main ingredient is patience. All of this is about making things faster, not making things better in the long run. If any of this seems unattainable for you, then don't worry! All you gotta do is wait.

And again, not medical advice, not scientific rigor, just anecdotes and what worked for me.

I don't have a better way to end this other than good luck? And also that you're probably being too hard on yourself anyways.

#trans #mtf hrt

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