#financial accelerator

[jovialbasementbouquetblr]

2023: The Past, Present and Future of Chinese Economics 

This article by Peking University Professor Yao Yang, calling for a greater focus on understanding Chinese domestic economic issues rather than theoretical issues reminds just slightly of the July 2023 article by Su Changhe, Dean of the School of International Relations and Public Affairs, Fudan University “China’s Autonomous Political Science Paradigm and Sharing it with the…

[kirnet]

I am considering going back to school for a business degree :(

[techdriveplay]

Why Quantum Computing Will Change the Tech Landscape

The technology industry has seen significant advancements over the past few decades, but nothing quite as transformative as quantum computing promises to be. Why Quantum Computing Will Change the Tech Landscape is not just a matter of speculation; it’s grounded in the science of how we compute and the immense potential of quantum mechanics to revolutionise various sectors. As traditional…

[2happyherder]

[dgf2099]

The Driver Suit Blog-Paint Scheme Grades-May 18, 2024

By David G. Firestone Ross Chastain #1 Busch Light Throwback Chevy Camaro-Not a bad look, but the use of a more modern logo as opposed to the vintage Busch logo is a downgrade. C Austin Dillon #3 Bass Pro Shops/Tracker Off Road Throwback Chevy Camaro-YES! YES! YES! A THOUSAND TIMES YES! I love a good Dale Sr throwback, and this is a great Dale SR Throwback. A Josh Berry #4 Harrison’s Throwback…

[jcmarchi]

AutoBNN: Probabilistic time series forecasting with compositional bayesian neural networks

New Post has been published on https://thedigitalinsider.com/autobnn-probabilistic-time-series-forecasting-with-compositional-bayesian-neural-networks/

AutoBNN: Probabilistic time series forecasting with compositional bayesian neural networks

Posted by Urs Köster, Software Engineer, Google Research

Time series problems are ubiquitous, from forecasting weather and traffic patterns to understanding economic trends. Bayesian approaches start with an assumption about the data’s patterns (prior probability), collecting evidence (e.g., new time series data), and continuously updating that assumption to form a posterior probability distribution. Traditional Bayesian approaches like Gaussian processes (GPs) and Structural Time Series are extensively used for modeling time series data, e.g., the commonly used Mauna Loa CO2 dataset. However, they often rely on domain experts to painstakingly select appropriate model components and may be computationally expensive. Alternatives such as neural networks lack interpretability, making it difficult to understand how they generate forecasts, and don’t produce reliable confidence intervals.

To that end, we introduce AutoBNN, a new open-source package written in JAX. AutoBNN automates the discovery of interpretable time series forecasting models, provides high-quality uncertainty estimates, and scales effectively for use on large datasets. We describe how AutoBNN combines the interpretability of traditional probabilistic approaches with the scalability and flexibility of neural networks.

AutoBNN

AutoBNN is based on a line of research that over the past decade has yielded improved predictive accuracy by modeling time series using GPs with learned kernel structures. The kernel function of a GP encodes assumptions about the function being modeled, such as the presence of trends, periodicity or noise. With learned GP kernels, the kernel function is defined compositionally: it is either a base kernel (such as Linear, Quadratic, Periodic, Matérn or ExponentiatedQuadratic) or a composite that combines two or more kernel functions using operators such as Addition, Multiplication, or ChangePoint. This compositional kernel structure serves two related purposes. First, it is simple enough that a user who is an expert about their data, but not necessarily about GPs, can construct a reasonable prior for their time series. Second, techniques like Sequential Monte Carlo can be used for discrete searches over small structures and can output interpretable results.

AutoBNN improves upon these ideas, replacing the GP with Bayesian neural networks (BNNs) while retaining the compositional kernel structure. A BNN is a neural network with a probability distribution over weights rather than a fixed set of weights. This induces a distribution over outputs, capturing uncertainty in the predictions. BNNs bring the following advantages over GPs: First, training large GPs is computationally expensive, and traditional training algorithms scale as the cube of the number of data points in the time series. In contrast, for a fixed width, training a BNN will often be approximately linear in the number of data points. Second, BNNs lend themselves better to GPU and TPU hardware acceleration than GP training operations. Third, compositional BNNs can be easily combined with traditional deep BNNs, which have the ability to do feature discovery. One could imagine “hybrid” architectures, in which users specify a top-level structure of Add(Linear, Periodic, Deep), and the deep BNN is left to learn the contributions from potentially high-dimensional covariate information.

How might one translate a GP with compositional kernels into a BNN then? A single layer neural network will typically converge to a GP as the number of neurons (or “width”) goes to infinity. More recently, researchers have discovered a correspondence in the other direction — many popular GP kernels (such as Matern, ExponentiatedQuadratic, Polynomial or Periodic) can be obtained as infinite-width BNNs with appropriately chosen activation functions and weight distributions. Furthermore, these BNNs remain close to the corresponding GP even when the width is very much less than infinite. For example, the figures below show the difference in the covariance between pairs of observations, and regression results of the true GPs and their corresponding width-10 neural network versions.

Comparison of Gram matrices between true GP kernels (top row) and their width 10 neural network approximations (bottom row).

Comparison of regression results between true GP kernels (top row) and their width 10 neural network approximations (bottom row).

Finally, the translation is completed with BNN analogues of the Addition and Multiplication operators over GPs, and input warping to produce periodic kernels. BNN addition is straightforwardly given by adding the outputs of the component BNNs. BNN multiplication is achieved by multiplying the activations of the hidden layers of the BNNs and then applying a shared dense layer. We are therefore limited to only multiplying BNNs with the same hidden width.

Using AutoBNN

The AutoBNN package is available within Tensorflow Probability. It is implemented in JAX and uses the flax.linen neural network library. It implements all of the base kernels and operators discussed so far (Linear, Quadratic, Matern, ExponentiatedQuadratic, Periodic, Addition, Multiplication) plus one new kernel and three new operators:

a OneLayer kernel, a single hidden layer ReLU BNN,

a ChangePoint operator that allows smoothly switching between two kernels,

a LearnableChangePoint operator which is the same as ChangePoint except position and slope are given prior distributions and can be learnt from the data, and

a WeightedSum operator.

WeightedSum combines two or more BNNs with learnable mixing weights, where the learnable weights follow a Dirichlet prior. By default, a flat Dirichlet distribution with concentration 1.0 is used.

WeightedSums allow a “soft” version of structure discovery, i.e., training a linear combination of many possible models at once. In contrast to structure discovery with discrete structures, such as in AutoGP, this allows us to use standard gradient methods to learn structures, rather than using expensive discrete optimization. Instead of evaluating potential combinatorial structures in series, WeightedSum allows us to evaluate them in parallel.

To easily enable exploration, AutoBNN defines a number of model structures that contain either top-level or internal WeightedSums. The names of these models can be used as the first parameter in any of the estimator constructors, and include things like sum_of_stumps (the WeightedSum over all the base kernels) and sum_of_shallow (which adds all possible combinations of base kernels with all operators).

Illustration of the sum_of_stumps model. The bars in the top row show the amount by which each base kernel contributes, and the bottom row shows the function represented by the base kernel. The resulting weighted sum is shown on the right.

The figure below demonstrates the technique of structure discovery on the N374 (a time series of yearly financial data starting from 1949) from the M3 dataset. The six base structures were ExponentiatedQuadratic (which is the same as the Radial Basis Function kernel, or RBF for short), Matern, Linear, Quadratic, OneLayer and Periodic kernels. The figure shows the MAP estimates of their weights over an ensemble of 32 particles. All of the high likelihood particles gave a large weight to the Periodic component, low weights to Linear, Quadratic and OneLayer, and a large weight to either RBF or Matern.

Parallel coordinates plot of the MAP estimates of the base kernel weights over 32 particles. The sum_of_stumps model was trained on the N374 series from the M3 dataset (insert in blue). Darker lines correspond to particles with higher likelihoods.

By using WeightedSums as the inputs to other operators, it is possible to express rich combinatorial structures, while keeping models compact and the number of learnable weights small. As an example, we include the sum_of_products model (illustrated in the figure below) which first creates a pairwise product of two WeightedSums, and then a sum of the two products. By setting some of the weights to zero, we can create many different discrete structures. The total number of possible structures in this model is 216, since there are 16 base kernels that can be turned on or off. All these structures are explored implicitly by training just this one model.

Illustration of the “sum_of_products” model. Each of the four WeightedSums have the same structure as the “sum_of_stumps” model.

We have found, however, that certain combinations of kernels (e.g., the product of Periodic and either the Matern or ExponentiatedQuadratic) lead to overfitting on many datasets. To prevent this, we have defined model classes like sum_of_safe_shallow that exclude such products when performing structure discovery with WeightedSums.

For training, AutoBNN provides AutoBnnMapEstimator and AutoBnnMCMCEstimator to perform MAP and MCMC inference, respectively. Either estimator can be combined with any of the six likelihood functions, including four based on normal distributions with different noise characteristics for continuous data and two based on the negative binomial distribution for count data.

Result from running AutoBNN on the Mauna Loa CO2 dataset in our example colab. The model captures the trend and seasonal component in the data. Extrapolating into the future, the mean prediction slightly underestimates the actual trend, while the 95% confidence interval gradually increases.

To fit a model like in the figure above, all it takes is the following 10 lines of code, using the scikit-learn–inspired estimator interface:

import autobnn as ab model = ab.operators.Add( bnns=(ab.kernels.PeriodicBNN(width=50), ab.kernels.LinearBNN(width=50), ab.kernels.MaternBNN(width=50))) estimator = ab.estimators.AutoBnnMapEstimator( model, 'normal_likelihood_logistic_noise', jax.random.PRNGKey(42), periods=[12]) estimator.fit(my_training_data_xs, my_training_data_ys) low, mid, high = estimator.predict_quantiles(my_training_data_xs)

Conclusion

AutoBNN provides a powerful and flexible framework for building sophisticated time series prediction models. By combining the strengths of BNNs and GPs with compositional kernels, AutoBNN opens a world of possibilities for understanding and forecasting complex data. We invite the community to try the colab, and leverage this library to innovate and solve real-world challenges.

Acknowledgements

AutoBNN was written by Colin Carroll, Thomas Colthurst, Urs Köster and Srinivas Vasudevan. We would like to thank Kevin Murphy, Brian Patton and Feras Saad for their advice and feedback.

[internationalwomenday]

13th plenary meeting - Commission on the Status of Women, Sixty-eighth session (CSW68) - General discussion (continued)

The sixty-eighth session of the Commission on the Status of Women will take place from 11  to 22 March 2024 under the theme "Accelerating the achievement of gender equality and the empowerment of all women and girls by addressing poverty and strengthening institutions and financing with a gender perspective". Review theme: Social protection systems, access to public services and sustainable infrastructure for gender equality and the empowerment of women and girls

Watch the 13th plenary meeting - Commission on the Status of Women, Sixty-eighth session (CSW68) - General discussion (continued)

[marketingprofitmedia]

Make 1K Every Day Fast And Simple Income Generating Proven Strategies for Success

To earn $1,000 every day, adopt proven income generating strategies that yield quick, significant returns. Seek out systems with a track record of financial success and user testimonials.

Making money quickly and consistently is a common goal for many, and reaching a target of $1,000 daily is an ambitious yet achievable objective. A multitude of online opportunities claim to offer the secret to financial prosperity, but discerning the legitimate from the too-good-to-be-true is crucial.

My Best Recommended & Proven Way to Make $100 Daily — Watch THIS FREE Training to START >>

Unlocking The Potential Of Daily Earnings

Unlocking the Potential of Daily Earnings is about turning each day into an opportunity. Imagine adding an extra $1,000 to your bank account daily. Such financial boosts can lead to a significant change in lifestyle and savings. Successful strategies exist. Follow them and you could see your income grow day by day.

Identifying High-profit Niches

Finding the right niche is critical for daily high-income potential. Look for industries with a huge demand but low competition. Do this by:

Researching market trends using tools like Google Trends.

Analyzing profitability through affiliate marketing platforms.

Spotting gaps in markets through customer reviews and forums.

Niches like health, wealth, and technology often promise better returns. Always ensure the niche aligns with your passion and expertise.

The Power Of Compound Earnings

Compound earnings can significantly increase your income over time. The key is to reinvest your earnings. See the power of compounding:

DayInitial Investment ($)Return Rate (%)Total Earnings ($)11,000101,100301,0001017,449

By consistently reinvesting your profits, small gains transform into large sums. Whether in stocks, savings accounts, or reinvestment in your business, compound earnings work.

Strategies That Deliver Results

Want to hit that 1K mark daily? Embrace strategies that work. Focus on tried-and-tested methods to generate income efficiently and effectively. The right strategies convert your efforts into steady earnings. Let’s dive into some powerful avenues for your financial breakthrough.

Leveraging Affiliate Marketing

Affiliate marketing offers a passive income stream. It’s simple: promote products and earn a commission for each sale. Start by choosing a niche you are passionate about. Next, find affiliate programs that fit your niche. These programs give you unique links to share. Share these links on your blog, social media, or email newsletters. When someone buys through your link, you get paid.

Join affiliate networks to find products to promote.

Understand your audience to offer relevant products.

Create high-quality content that adds value and includes your affiliate links.

Creating Digital Products

Digital products have high margins and unlimited potential. Think of ebooks, online courses, and software. They require upfront work but can earn money repeatedly without additional costs. Identify what you’re good at. Develop a product that solves problems or provides knowledge. Market your products online using social media, your website, and other platforms.

Type of Digital ProductDescriptionPotential IncomeEbooksWrite and sell your expertise.HighOnline CoursesTeach skills you’ve mastered.Very HighSoftwareCreate tools that help others.Scalable

Offering Freelance Services

Freelancing lets you capitalize on your skills. Millions outsource tasks and projects daily. Platforms like Upwork, Freelancer, and Fiverr connect freelancers with clients. Whether it’s writing, graphic design, or web development, you can offer services worldwide. Set competitive rates. Deliver top-notch work. Build a strong profile. Sustain a client base that trusts your expertise.

Set up profiles on freelancing platforms highlighting your skills.

Build a portfolio showcasing your best work.

Network to nurture client relationships and get repeat business.

My Best Recommended & Proven Way to Make $100 Daily — Watch THIS FREE Training to START >>

Strengthen Your Online Presence

Want to pocket an extra 1K daily? A powerful online presence is your secret weapon. Dive into strategies that catapult your success. Let’s explore!

Building A Persuasive Social Media Profile

Start with a smart profile picture. It’s your digital handshake. A professional headshot builds trust.

Write a bio that pops. In just a few words, tell your story. Make every word count.

Highlight your skills, what makes you unique.

Update regularly. Keep your achievements fresh.

Engage them. Post content they love. Respond to comments. Keep the conversation lively.

Effective Blogging Techniques

Create compelling headlines. Make them curious. They’ll want to read more.

Know your audience. Write what speaks to them. Solve their problems.

Use short paragraphs. Make it easy to read.

Include images. A picture says a thousand words.

Optimize with keywords. Get found on search engines. But keep it natural.

Call to action. Tell them what to do next. And make it stand out.

Maximizing Passive Income Streams

Earning $1K every day can seem like a dream, but it’s doable with passive income. Passive income streams require upfront effort or investment, but can pay off continuously. They are a key strategy for steady earnings without day-to-day work. Let’s explore some proven methods.

Investing In Dividend Stocks

One powerful revenue source is dividend stocks. Companies pay you just for holding their stock. Here’s how to get started:

Choose established, reliable companies.

Invest in diversified industries for safety.

Reinvest dividends for compounding interest.

Over time, the right portfolio might generate substantial daily income.

For clarity, here’s a simple comparison:

Stock TypeFrequency of PayPotential ReturnsHigh-yieldQuarterlyHigher risk, higher returnsBlue-chipAnnualStable, lower returns

Real Estate Income Opportunities

Real estate is another great way to earn passively. You can earn in two main ways:

Rental properties provide regular monthly income.

Real estate investment trusts (REITs) offer stock-like ease with dividends.

Both ways can help in hitting that $1K daily goal.

Here’s a snapshot of real estate income potential:

Property TypeExpected IncomeProperty ManagementSingle-family homeDepends on locationPossible self-managementMulti-family complexHigher potentialOften requires a manager

My Best Recommended & Proven Way to Make $100 Daily — Watch THIS FREE Training to START >>

Automation And Scaling Up

Embracing the power of automation and scaling your businesses can transform the quest for making 1K every day from a dream into reality. It’s about working smarter, not harder. Leverage these strategies to multiply your revenue streams efficiently.

Incorporating Automation Tools

Time is money, and automation tools save you both. Automate mundane tasks. Discover tools that align with your business goals.

Email marketing software crafts and sends emails while you sleep.

Social media management platforms queue posts for optimal engagement.

Use accounting software for instant invoicing and expense tracking.

Simple integrations bring big impacts on efficiency. Select tools offering comprehensive analytics. This helps you understand what works for your audience.

Expanding Your Income Channels

Expand beyond one revenue stream. Diversify. More channels mean more opportunities to earn.

Start an e-commerce store. Sell goods related to your brand.

Create an online course. Share your expertise.

Explore affiliate marketing. Recommend products and earn commissions.

Each channel should fit your overall strategy. They must also resonate with your target audience. Observe market trends. Adapt and scale these channels as needed.

ChannelPotential EarningsEase of ScalingE-commerceHighMediumOnline CoursesVariesHighAffiliate MarketingLow to HighHigh

Review the performance of each channel. Reinvest profits for further growth. Success in scaling means careful planning and execution.

Adapting For Consistency And Growth

The journey to making 1K every day is an exciting challenge. The key to success lies in adapting for consistency and growth. You must navigate through changes and keep up the momentum. Let’s dive into strategies that can help you stay ahead of the game.

Adaptability In Market Trends

Staying ahead means knowing the market. Adaptability is about making quick changes. Here’s how:

Research — Keep an eye on market shifts.

Learn — Embrace new skills that the market demands.

Innovate — Try different methods to stand out.

Flexibility helps you use new trends to your advantage. It turns challenges into opportunities. Change is constant, and your strategy should be too.

Maintaining Growth Momentum

Growth is essential. Here’s how to maintain the momentum:

StrategyActionSet GoalsHave clear, measurable targets.Analyze DataReview your progress regularly.OptimizeAdjust strategies based on performance.

By setting goals and analyzing data, you make informed decisions. Optimization ensures your tactics stay effective. A strong foundation leads to sustainable earnings.

Frequently Asked Questions

Q. Can I Make $1000 Daily Online?

Yes, with the right strategies, such as affiliate marketing, freelancing, or e-commerce, earning $1000 daily is possible online.

Q. What Are Fast Income-generating Methods?

Quick income can be made through high-commission affiliate programs, dropshipping, or offering in-demand digital services like web design.

Q. Is Passive Income Achievable Quickly?

Building passive income streams like dividend stocks or rental properties typically takes time, but some digital products can yield faster results.

Q. Are There Proven Strategies To Make Money?

Absolutely, proven money-making strategies include investing in stocks, starting a blog with monetizable content, and creating online courses.

Q. How To Start Earning $1k From Home?

To earn $1K from home, look into remote jobs, begin freelance writing or graphic design, or set up a home-based business online.

Conclusion

Embracing these strategies can unlock the door to consistent financial growth. Forget long hours and complex methods; here’s a path to a simpler yet effective income boost. Start your journey towards earning $1k daily — your potential awaits. Take action, refine your approach, and watch success unfold.

Let’s make prosperity your new normal.

My Best Recommended & Proven Way to Make $100 Daily — Watch THIS FREE Training to START >>

Thanks for reading my article on How I Increase My New Website from 0 to 1000 of Daily Visitors Step-By-Step Guide

Affiliate Disclaimer :

This article Contain may be affiliate links, which means I receive a small commission at NO ADDITIONAL cost to you if you decide to purchase something. While we receive affiliate compensation for reviews / promotions on this article, we always offer honest opinions, users experiences and real views related to the product or service itself. Our goal is to help readers make the best purchasing decisions, however, the testimonies and opinions expressed are ours only. As always you should do your own thoughts to verify any claims, results and stats before making any kind of purchase. Clicking links or purchasing products recommended in this article may generate income for this product from affiliate commissions and you should assume we are compensated for any purchases you make. We review products and services you might find interesting. If you purchase them, we might get a share of the commission from the sale from our partners. This does not drive our decision as to whether or not a product is featured or recommended.

Source : Make 1K Every Day Fast And Simple Income Generating Proven Strategies for Success

[kc22invesmentsblog]

Unlocking Financial Success: The Power of Multiple Streams of Income

Written by Delvin In today’s fast-paced world, achieving financial success is a goal that many strive for. While there are various paths to wealth accumulation, one intriguing concept stands out: the average millionaire has seven streams of income. This fun fact underscores the importance of diversifying income sources and highlights the potential benefits it can bring. In this blog post, we…

[bekenty]

Abundance Accelerator - A Genuine Program To Real Financial Abundance?

There is a new manifestation product that is wildly popular and people are raving about the great results they are getting from it. But what is making this new program so special? It claims: “Finally!! Now You Can Put All Your Money Worries Behind You & Discover The ‘Universe’s KEY’ To Real Financial Abundance.” that’s a bold claim, so I was intrigued to try it out for myself to see if this was…

[govtindiajobs]

Accelerate Loan Repayment: 5 Effective Strategies to Pay Off Loans Early

The objective of this article is to shed light on five effective methods that can accelerate the process of loan repayment. By implementing these strategies, borrowers can alleviate their financial burden and achieve debt-free status sooner. This guide will provide valuable insights into prudent financial management and help individuals devise a plan to pay off their loans in a timely…

[dgf2099]

The Driver Suit Blog-2024 Throwback Schemes Ranked

By David G. Firestone 1-Kyle Larson #5 Hendrickcars.com Throwback Chevy Camaro–New scheme for 2024, based on Terry Labonte’s Kellogg’s theme. A I love this look. The first stock car I ever saw in person was a Terry Labonte 1996 show car, so I love this look. A 2-Erik Jones #43 Family Dollar Throwback Toyota Camry–New scheme for 2024, based on Richard Petty’s 1980’s STP Pontiac. A YES! YES! YES!…

[internationalwomenday]

NGO Briefing - United Nations Commission on the Status of Women, Sixty-eighth session (CSW68 Side Event).

NGO Briefing - United Nations Commission on the Status of Women (CSW), Sixty-eighth session (#CSW68 Side Event).

Ecosoc Chamber, United Nations Headquarters;

68th Session of the Commission of the Status on Women, UN Web TV

[swuid]

I am going to lose my fucking mind

[greengoblinswifey]

i was the one that asked if you writw dark stuff. and tysm for replying, you are so incredibly sweet💕🎀

So, could you write a dark fanfic with Nicholas or Father Charlie (you choose lol) with noncon and maybe dv? like, reader meets him and one of her family members owns him something and he like? uses her instead? if thats okay, could u do it rlly darkkk?

tysm and ily!!! 💕💞

Nicholas Chavez x Fem!Reader

summary— your father fucked nicholas over and he kidnaps you to get his payback.

warnings— EXPLICIT CONTENT. kidnapping, manipulation, extreme degrading, praise kink, face slapping, male masturbation, crying kink, face fucking, CNC, unprotected sex, knife play, death threats, violence, bondage, mentions of bruises, choking, double penetration with knife handle, anal, breeding kink, stockholm syndrome.

a/n— i think this is quite…dark and thank you🫶🏽hope you guys enjoy, def stepped out of my comfort zone for this, requests are open!

Nicholas had always known your father was a powerful man, a producer and director with the kind of influence that could turn anyone into a Hollywood legend. They had made a deal, Nicholas would land two starring roles that would launch his career to the next level. The first film had given him some visibility, but no real money, thanks to your father’s manipulation of the contract. The second role was supposed to be his ticket to true fame and fortune. But then, it all fell apart. Your father broke his promises, cutting Nicholas out in favor of his own friend, Cooper Koch. Worse yet, he’d seized some of Nicholas' property as “leverage” during the filming, draining him financially and leaving him furious and betrayed.

Your father had underestimated just how deep Nicholas’ anger would run. He wanted what was rightfully his, and if he couldn’t get it through negotiations or agreements, he’d find another way. That’s when he learned about you—the daughter your father doted on, especially since the loss of his only son, your older brother, who was meant to be the family heir. But Nicholas wasn’t here for empathy. He wanted revenge, and he knew exactly how to get it.

You agreed to go on a date with Nicholas, the rising star you had met and grown fond of, without a second thought. But as you sat in his car, something felt off. He was silent, his gaze hard as he gripped the steering wheel, ignoring your attempts at small talk.

“Where are we going?” you asked, noticing that he’d missed the turn toward the restaurant.

He didn’t answer right away, his jaw clenched tightly. Finally, he murmured, “Change of plans.”

You felt a prickle of unease and glanced around, trying to piece together where he might be headed. The buildings grew sparse, and the trees thickened on either side of the road, casting shadows as the sun dipped lower. “This doesn’t look like the way to any restaurant,” you said, your voice faltering.

He turned to you, eyes cold. “It’s not.”

A chill ran down your spine. Panic set in as he accelerated, the car speeding down a winding road that led into the dense woods. “Nicholas, stop the car,” you demanded, reaching for the door handle, but he locked it before you could react.

He didn’t look at you, but his voice dropped to a menacing whisper. “You think your father can cross me and get away with it? That he can just toss me aside like I’m nothing?” His grip on the wheel tightened. “This isn’t a date, sweetheart. This is payback.”

Your heart pounded as you pulled at the door, the lock refusing to budge. “You don’t have to do this! Whatever he did-”

“He took everything from me,” Nicholas snarled, his eyes darkening as he drove deeper into the woods. “Everything I worked for. The fame, the fortune, my properties, my pride. And now? I’m taking something from him.”

In a desperate attempt to escape, you kicked at him, your fists pounding against his arm. He barely flinched, his focus unbreakable as he finally pulled up to a secluded cabin, hidden by towering trees and thick brush. You barely had time to scream before he leaned over, his hand covering your mouth.

“Quiet,” he hissed, his voice cold as he tightened his grip. “You’re going to make this harder on yourself sweetheart.”

With a swift motion, he hit a spot on the side of your head, and darkness began to cloud your vision. The last thing you saw before losing consciousness was his dark gaze.

When you woke, your hands were bound to a bed frame in a dimly lit room, and your head throbbed. The dim light filtered through the cracks in the cabin walls, casting eerie shadows. He was there, leaning against the doorframe, watching you with a look that was almost satisfied.

“Comfortable?” he asked mockingly, tilting his head.

You struggled against the ropes, glaring at him. “You’re fucking insane! My father won’t just let this slide!”

He laughed, the sound sharp and humorless. “Your father will do exactly what I want, or he’ll never see you again.”

As you struggled against the ropes, glaring at him. “My father won’t stand for this. He’ll ruin you,” you spat, words filled with venom. “You think your career’s over now? It’s nothing compared to what he’ll do when he finds out what you’ve done.”

His smirk faded, his gaze darkening. In a flash, he crossed the room, sending a chill through you. He leaned down, his face mere inches from yours as his hand struck yours with force, the impact whipping your head to the side.

“Careful with that fucking attitude,” he hissed, his voice low and dangerous. “If you want to get through this in one piece, you’d better be a good little girl and play along.” His mouth curled into a mocking smile as he added, “Maybe I’ll let you go if you can manage that.”

A spark of hope flickered across your burning face, but his mocking laugh snuffed it out. “Oh, don’t look so hopeful,” he sneered. “I own you now. The sooner you accept that, the easier this will be for you.”

The next few days, Nicholas seemed almost amused by your resistance, feeding off your energy as he reminded you just how little control you had. You played along in the way he wanted you to, letting him hold you close as he told you about the disgusting things he wanted to do to you and your father and whatever other sick games he had in mind. Whenever he would see you cry and resist him, your acrylics digging in his back and leaving welts, you noticed the prominent bulge it left in his pants.

One morning, he threw down a newspaper, its headline blaring the news of your disappearance and the national search underway. Your father’s influence had reached every corner of the country, and law enforcement was relentless. Nicholas caught your glance, raising an eyebrow with a smirk. “Guess Daddy dearest is worried,” he taunted, feigning innocence. “How touching.”

You burst into tears, unable to hold it in any longer, you missed your father and you wanted to be away from the psycho standing in front of you. He laughed in your face, slowly taking out his impressively long and hard cock, pumping it as you cried harder. Disgust filled you as you watched him moan the harder you cried. He was getting off to your pain and somehow—deep inside, watching him get off to you turned you on.

“Keep fucking crying sweetheart, you’re gonna make me cum so hard.” Disgusted, you turned your head away, refusing to look at the sight before you but he just chuckled. You opened your eyes feeling the bed dip and you looked up at him, seeing him with his cock above you.

“Open your fucking mouth,” he growled, his stroking become more frantic.

“You’re disgusting,” you spat. He stopped stroking his dick to slap you in the face with it, earning a soft whimper. Obeying him, you opened your mouth, squeezing your eyes shut at the man before you shoved his length into your mouth, thrusting, before he shot his load down your throat.

“Fucking hell, that’s a good fucking whore, take all my cum,” he groaned, grabbing a fistful of your curls and bucking his hips.

As soon as he let you go, your head snapped to the side, shame filling you.

Nicholas leaned in, his expression cold. “You’re mine now,” he said, his voice steady and unyielding. “You’ll make up for every single thing your father took from me. And once I’m done, once I’ve taken back what’s rightfully mine, he’ll be begging for my mercy.”

You glared back, forcing yourself to hold his gaze despite the fear tightening in your chest. “You’re delusional if you think you can control me or him,” you said, your voice shaking with defiance.

Nicholas laughed, unphased. “We’ll see. By the time I’m finished, you won’t even want to go back to that man.” He leaned in closer, lowering his voice. “Because I’n going to break you like a bitch and you’ll be begging to stay with me.”

He watched your expression, almost amused, as you struggled to maintain your composure. “You’ve done well so far, taking my cock down your throat,” he continued, his tone dark but oddly approving. “Maybe it’s time I marked you as mine.”

You swallowed, your mind racing. No matter how much you fought, the lines between fear and something you didn’t want to admit were beginning to blur. He seemed to sense it, a satisfied smirk crossing his face as he leaned back, leaving you to confront the uncertainty.

A gasp left your lips as he gripped your throat, tearing your dress off you. He was a predator and you were his prey. His eyes scanned your almost bare body, licking his lips as you quivered in fear. If your hands weren’t bound to the bed you would’ve tried concealing yourself.

“Please stop,” you whimpered.

“Shut the fuck up,” he snapped, “don’t make me gag you, better yet I won’t, I want to hear you beg me to stop then I want to hear your little moans when you realize I’m making you feel good.”

Your lips quivered as you fought back tears, refusing to give him the satisfaction he wanted.

“Now, I’m going to untie you and you’re going to take off your underwear like a good little bitch. If you try anything stupid, I’ll fucking kill you, understood?” he said, reaching for your wrists.

Slowly, you nodded, the threat rising fear inside you but a sharp smack to the face jolted you. “I said do you fucking understand me?”

“Y-yes Nicholas.”

He untied your wrists, and you looked down to see them black and blue. Slowly, you carried out his request, only having to take off your underwear as you unfortunately went to the ‘date’ not wearing a bra.

“Now spread those legs.”

A soft whimper left your lips and you complied, knowing exactly what the psycho would do to you if you refused. “Good girl.” He reached for the bedside table, taking out a sharp knife from the drawer. “Now, once again, if you think of doing anything stupid, I’ll slit that pretty throat and still fuck it.”

He held the knife lightly against your throat, his fingers dipping between your legs as you trembled. “If you’re so fucking scared and I’m a psycho, why are you soaked? Why the fuck are you wet?”

Shame overtook you, and you squeezed your eyes shut, just wanting it all to be over. You thought about your father, your dead brother, anything to take your mind off what was about to happen.

“It’s gonna be okay princess, I’ll take good care of you if you take good care of me.” He knelt on the bed, making sure you were mouth level with his cock. “It’s time to take good care of me, open up that mouth and I swear to god if you use teeth, I’ll use the knife to knock out every last one of them.”

Reluctantly, you opened your mouth, and he slowly pushed his big cock into it. Your mouth was wide open and you were gagging on it, trying your best to breathe. He began snapping his hips forward, his cock continuously going down your throat and through it all, he kept the knife pressed against your throat.

“Fuck, you really have a mouth on you,” he chuckled, “you’re suck a good cock sleeve, I’m going to enjoy using you like the whore you are.”

His thrusts became rougher and you could hardly breathe and soon, he held you by your curls, pushing your head all the way down until your nose was on his pubes. “I’m gonna cum bitch, swallow my fucking load, don’t let it go to waste.”

You couldn’t even spit it out if you wanted to. He released down your throat, the action making you cough around his dick as he made sure to milk every drop inside your mouth. “You did so good for me baby, I know you’re enjoying this.”

You shivered as he used the cold handle of the knife, rubbing it up and down your folds. Shame bubbled inside you as you heard the unmistakable sound of squelching noises telling you exactly how soaked you were.

“What a disgusting slut, your pussy is practically gushing for me, are you seriously enjoying this?” You looked away embarrassed, heat rising in your cheeks.

A gasp left your lips as you felt the handle sink into your pussy. “Nicholas, please, no,” you begged, disgusted at the sight below you.

“What the fuck did I tell you? Shut the fuck up!” he screamed at you.

Your pussy clenched around the handle as he began fucking you with it faster, the pain soon subsiding and being replaced by pleasure. Trying to hold back your moans seemed futile as he began rubbing your clit and the handle hit a certain spot inside you.

“You’re getting off on this? Fuck, you’re much more of a whore than I thought. If you cum on the knife’s handle I’ll know for sure you were just asking for my cock, you’re fucking asking for it,” he chuckled, darkly.

Hearing his words, you pressed your lips together, containing your moans and trying your hardest not to cum. He only chuckled at your attempts, the handle speeding up inside you and the squelching noises becoming louder and louder. You wished you were deaf in that moment, at least you wouldn’t have to endure the shame of knowing being manhandled by your kidnapper was turning you on.

“Cum for me whore, I know you want to, you won’t be able to stop yourself forever.” Your body betrayed you and as soon as the words left his lips, you soaked his hand and the handle inside you.

“Oh my fucking god, you’re disgusting,” he laughed, looking down at his soaked hand, “did you really just squirt from me fucking you with a knife blade?”

It felt like your world was crumbling as he laughed mockingly and your pussy twitched, slowly gushing.

“Well then, that was easy, I think you’re ready for this big, fat cock to fuck that tight pussy.” He dragged you by your legs, pulling you flat on your back and rubbed the tip up and down your pussy.

“Nicholas, you don’t have to do this, my father will give you back everything he took, I promise. Y-you can let me go, please, I won’t tell.”

“Oh shut up,” he said, slapping you on the mouth, “you don’t get it do you? I own you now. You’re mine. He took everything away from me and I’ll take and use you instead.”

Not giving up, you tried to beg more, “Please don’t, I’m begging you.”

“If you didn’t want me to fuck you, you wouldn’t have squirted for me. You wouldn’t have been soaked like a whore from my touch. Surely you want this, surely your body knows you better than your dumb little brain does. Just lay there and take it, you’ll like it.”

Maybe he was right. If you didn’t want it, why else would you have been wet? Why did you cum? Your body would’ve refused him. Maybe this wasn’t so bad, maybe he just wanted to make you feel good like he did before.

A scream erupted as he pushed his thick cock inside you, giving you no time to adjust. “That’s it bitch, scream for me.”

Your gasps and screams grew louder as he began pounding into you, the bed frame smacking against the wall and your tits bouncing. He took up the knife and traced it along your jaw, admiring how you looked taking him. He brought it down to your tits, increasing his pace and making you moan and scream even louder for him. The intensity of it all was unbearable and you could already feel the impending orgasm.

“I need you to remember you’re nothing but a pussy for me to fuck, a cock slut. You feel so fucking good clenching around my dick.”

He began using the wet handle to rub your clit and you knew it was over for you. Gripping on to his toned biceps, your jaw fell open, loud moans leaving you as you came all over his raw cock inside you. Curse him for not at least using a condom.

“That’s it, let it all out, let out those slutty moans too. You should be a bitch in porn with the way you squirt and moan,” he laughed breathlessly.

He swiftly flipped you onto your back, but instead of pulling your ass up to him, he pressed a bit of his body weight onto you as you lay flat on the bed, slipping his cock inside your pussy once more.

“Spread your pussy for me,” he demanded.

He began pounding into you as you shamefully had your hands on your ass spreading yourself for him. “You should see just how wet you are, but I’m sure hearing it tells you all you need to know.”

You felt so full with him pressing down on you, thrusting roughly, having no regard for the mix of pain that accompanied the pleasure. But, deep down, you were enjoying it. You enjoyed the way he manhandled you, the way he spoke to you like you were nothing, the way he was fucking you like you were just a flesh light.

“Oh god your pussy is just sucking me in, clenching so tightly around me, cum for me again bitch.”

Unable to spread your pussy for him any longer, you gripped the sheets as you came hard around his cock. He continued fucking you through your high, making sure you felt everything. Making sure you knew who was fucking you and who gave you such an intense orgasm.

“My turn. I’m gonna cum inside you, breed this pussy. You’re gonna be all swollen and pregnant, then that baby is gonna be my lucky ticket to yours and your father’s fortune,” he laughed.

“Please, no, I can’t— I’m not on birth control,” you cried out.

“Oh fuck, do you feel my cock throbbing? That’s even better.”

Your protests proved futile and he filled you to the brim. The warm feeling of his load inside you making you moan in content.

“See? You’re just a slutty bitch who likes getting her pussy fucked. You know what else needs to be fucked? That tight little ass.”

Horror spread across your face. No one had ever fucked you in the ass before. He spat on your asshole then used your juices and his cum from your pussy to lubricate it, pushing it in with his fingers. You winced at the unusual intrusion. He continued fingering your ass, shoving the lubricants inside and prepping you for his cock.

“Couldn’t stop looking at that tight asshole when you were spreading for me. I just had to have it. You were practically begging for it.”

Maybe he was right, why else would you have spread yourself? Of course he would’ve seen your tight ass and wanted to fuck it too. How could you be so stupid?

“Get ready bitch.”

“Please—”

Your pleads fell on deaf ears and he pulled your ass up to him, pressing his hand into your back so you could arch for him. Slowly, his big cock began slipping inside your ass, inch by inch. He was more generous with it than your pussy.

“Fuck baby, this ass is so fucking tight, I know for goddamn sure I’m the first to fuck you in it.” He was right.

He began pounding harder as your ass opened up for him. You felt so full, you didn’t know you could feel more full until he pushed the handle of the knife into your pussy.

“Oh my god,” you moaned, the intensity making you see stars. All that was in your head was pleasure and cumming again.

“There she is, that’s my girl,” he beamed, “now bounce that ass back on my cock and this knife.”

Obeying immediately, you bounced your ass back. Your moans were so loud, the whole woods could probably hear. You didn’t care anymore. You couldn’t deny how good he was making you feel, how he was hitting all the right spots inside you. His thrusts met your ass and he rammed the handle inside your pussy over and over.

“Squirt for me baby, squirt and I’ll fill this ass up.”

You nodded frantically, still throwing your ass back to him and you screamed, your orgasm overtaking you like you’ve never felt before.

“Good girl, that’s my bitch, now beg, beg for me to cum inside your ass.”

“Please, fuck— please cum inside my ass, I need you to, please do it,” you begged.

He smirked, throwing the knife on the bed and slapping your ass as he groaned loudly, his load spurting in your ass. He held you in place and soon pulled out, watching as his cum leaked out of both your holes. He ruined you. You were his.

As he pulled out and fell beside you, you instinctively snuggled into his side, a million degrading thoughts running through your head.