#Deep Learning framework

[inextures]

Explore the Best Programming Languages for AI in 2023

In 2023, organizations are wholeheartedly embracing cutting-edge AI technologies to maximize efficiency and foster innovation. By integrating AI into workflows, they aim to unlock unprecedented productivity and competitive advantage. The landscape of AI development programming languages is set to transform, bringing new capabilities and possibilities.

Developers have the autonomy to select the best programming language for AI that aligns with their project objectives. This integration signifies a leap toward a future of intelligent automation, optimizing processes, and nurturing revolutionary solutions. With the impending upgrades in AI programming languages, organizations and developers are poised for unprecedented innovation, reshaping the way we work with technology.

What is the Best Programming Language for AI?

There is no definitive answer when it comes to choosing the Best Programming Language for AI because it is heavily dependent on the project’s individual objectives and context.

In any case, a few programming languages have gained fame and respect for their effectiveness in creating AI applications.

Python, with its effortlessness, adaptability, and broad scope of libraries and systems, is generally viewed as one of the top decisions for artificial intelligence improvement. Its intelligibility and convenience make it accessible for beginners, while its robust ecosystem provides powerful tools like TensorFlow, PyTorch, and scikit-learn for implementing machine learning development and deep learning algorithms.

Also, Python’s mixed abilities empower consistent cooperation with different advancements and frameworks.

R is another well-known programming language that focuses on statistical analysis and data visualization, making it ideal for AI researchers and data scientists. Java, known for its scalability and performance, is employed in AI applications that require extensive processing and distributed systems.

Meanwhile, low-level control and efficiency are provided by languages like C++, making them perfect for AI performance-critical workloads. Finally, selecting the best AI programming language necessitates considering factors like the project’s complexity, existing infrastructure, the skill of the development team, and the specific AI approaches being employed.

Why is Python the best programming language for artificial intelligence?

Python has a simple and readable syntax, making it intuitive for developers to write and maintain AI code.

Its emphasis on readability allows for the concise expression of complex concepts and algorithms, promoting faster development and collaboration within AI teams.

The best Deep Learning Framework, Python’s extensive library ecosystem, including TensorFlow, PyTorch, and sci-kit-learn, provides powerful tools and frameworks for AI tasks like machine learning and deep learning.

These libraries offer pre-built functions and models, reducing development time and effort.

Python is versatile and suitable for all stages of the AI workflow, from data preprocessing to model training and evaluation.

It flawlessly coordinates with different languages and stages, guaranteeing interoperability and adaptability in AI applications.

Python has areas of strength for help, abundant online resources, and a functioning developer community, settling on it as an optimal decision for AI enthusiasts.

The community provides ample opportunities for learning, troubleshooting, and staying updated with the latest advancements in AI.

In general, Python’s straightforwardness, broad libraries, adaptability, and local area support by and large lay out it as the favored best programming language for  AI development.

Other Popular Programming Languages for AI Development

Lisp

Lisp is a programming language that was made in the last part of the 1950s and is known for its remarkable syntax and powerful features.

Pros- Compared with more standard languages, Lisp has a smaller community and ecosystem. This implies there might be fewer libraries and devices accessible for specific tasks, and finding support or resources can sometimes be more challenging.

Cons- It is a useful programming language, and that implies it underlines permanent information and capabilities without secondary effects. This worldview works with writing clean, modular, and reusable code, and it is appropriate for assignments including complex information changes and AI algorithms.

Java

Java is a universally useful programming language that is generally utilized in big business applications. It has a rich environment of libraries and systems for simulated AI development, like Deeplearning4j and Weka.

Pros- Java has an enormous and active local area of developers around the world. This implies there are online resources, forums, and communities where designers can look for help, share information, and work together on projects.

Cons- Java applications ordinarily have a more drawn-out startup time compared with languages that gather to native code. This can be a worry for specific kinds of uses, for example, command-line tools or small scripts.

C++-

C++ is a general-purpose programming language known for its efficiency, performance, and versatility.

Pros- C++ is often praised for its performance and efficiency. It permits low-level admittance to memory and gives direct command over hardware resources, making it appropriate for applications that request superior execution, for example, AI algorithms that require intensive computations.

Cons- C++ gives developers manual command over the memory of the executives, which can be both a benefit and a test. While it takes into consideration fine-grained control and performance optimization, improper memory handling can prompt bugs, memory leaks, or indistinct ways of behaving.

R

R is a language explicitly intended for data analysis and statistical computing. It has a huge variety of libraries and packages for machine learning and data visualization, making it well-known among statisticians and data scientists.

Pros- R has great information data visualization libraries, for example, ggplot2, which permit you to make top-notch and adaptable plots and graphs. It makes it simple to investigate and communicate bits of knowledge from your information data.

Cons- While R is incredible for intelligent information data analysis and prototyping, it very well may be slower contrasted with languages like C++ or Java with regard to computationally escalated assignments. Be that as it may, this can be moderated by incorporating R with quicker languages for performance-critical sections of code.

Julia

Julia is a somewhat new programming language that is acquiring popularity in the  AI community. It is intended for high-performance numerical computing and has underlying help for conveyed figuring and parallelism.

Pros- Julia has great interoperability with other programming languages, like Python, C, and R. It can undoubtedly call capabilities from these languages and coordinate with existing codebases. This adaptability permits developers to use existing libraries and devices from various different ecosystems.

Cons- Compared to more established languages like Python and R, Julia is still moderately new. While it has a developing community and ecosystem, it might not have a similar degree of development, steadiness, and industry support as a few different languages. This can bring about fewer resources and examples accessible for specific explicit use cases.

Haskell

Haskell is a statically typed functional programming language known for its strong type system, purity, and advanced features.

Pros- Haskell has a strong static type system that helps catch many errors at compile-time, reducing the likelihood of runtime errors. The sort framework additionally upholds progressed highlights like sort inference, allowing the compiler to deduce the types of expressions without explicit type annotations.

Cons- While Haskell offers astounding execution, by and large, streamlining execution can some of the time be more difficult compared with lower-level languages like C or C++. The sluggish assessment model and the need to carefully manage strictness and resource usage might require extra work to accomplish ideal execution.

Which Programming Languages to Avoid for AI Development?

The decision of programming language in AI development improvement relies upon project requirements, libraries, team expertise, and the ecosystem.

No particular language to completely avoid,, however, some might have impediments or need solid help.

COBOL and FORTRAN, intended for business and logical processing, are not normally utilized for AI.

Gathering and low-level languages might need reflections and efficiency of more elevated-level languages.

Possible to build AI systems in any language with the right expertise and additional resources

All in all, 2023 offers a scope of programming languages for AI development. Python stays dominant with its libraries and adaptability. R succeeds in statistical analysis and data visualization. Java is dependable for big business-level applications. Julia and Quick are promising arising choices. The decision relies upon explicit requirements and inclinations. Remain informed, investigate new languages, and embrace consistent figuring out how to stay up with AI advancements in 2023 and beyond.

Originally published by: Explore the Best Programming Languages for AI in 2023

[mixtapedoh]

just heard someone say "if someone tells me they love me and they see value in me, i don't have to understand where they're coming from, it's enough for them to perceive me that way." feeling emotional in this chili's rn.

[floorpancakes]

i refuse to let clamp off the hook for underutilising himawari's fucking fascinating character setup and traits but on a less serious level im obsessed with the concept of her as an instigator of chaos.

like she's way less airheaded than she seems and it doesn't come off like Default Airhead Girl Behaviour or even Default Girl Companion That Ships Her Friends primarily (like not as hard as some other series by comparison I mean she's very I KNOW WHAT YOU ARE by default) specifically she just seems like someone that thoroughly enjoys being a little shit in a sincere way and giggling at her dumbass friends and has a shade of high emotional intelligence about it all. like she's just girl of all time. she's i don't know where im going with this just take this low effort meme from when i watched the holic stage play on youtube this isn't a coherent thought it's like 2am ill come up with better thoughts later

[cecillian-hobbies]

FRAMEWORKS Y DEEP LEARNING

Un artículo que habla sobre las frameworks y deep learning, originado de mi investigación por la red para redes neurales artificiales

INTRODUCCIÓN Deep Learning es una rama de la inteligencia artificial que se basa en la utilización de redes neuronales profundas para el análisis de datos. Estas redes están compuestas por varias capas de nodos o neuronas, las cuales se encargan de procesar y analizar los datos de entrada. Una de las principales ventajas de las redes neuronales profundas es su capacidad para aprender y mejorar…

[engenhariadesoftware]

Explorando o TensorFlow: O Framework que Revolucionou o Machine Learning

Introdução ao TensorFlow O avanço da inteligência artificial (IA) e do aprendizado de máquina (Machine Learning) revolucionou diversas indústrias, como saúde, finanças, transporte e entretenimento. Nesse cenário, o TensorFlow, um framework de código aberto desenvolvido pelo Google, emerge como uma das ferramentas mais poderosas e amplamente utilizadas por desenvolvedores e pesquisadores para…

[justposting1]

Top AI Tools to Start Your Training in 2024

Empower Your AI Journey with Beginner-Friendly Platforms Like TensorFlow, PyTorch, and Google Colab The rapid advancements in artificial intelligence (AI) have transformed the way we work, live, and learn. For aspiring AI enthusiasts, diving into this exciting field requires a combination of theoretical understanding and hands-on experience. Fortunately, the right tools can make the learning…

[projectchampionz]

Explore These Exciting DSU Micro Project Ideas

Explore These Exciting DSU Micro Project Ideas Are you a student looking for an interesting micro project to work on? Developing small, self-contained projects is a great way to build your skills and showcase your abilities. At the Distributed Systems University (DSU), we offer a wide range of micro project topics that cover a variety of domains. In this blog post, we’ll explore some exciting DSU…

[jcmarchi]

Intel Develops Largest Neuromorphic System for Eco-Friendly AI Advancements

New Post has been published on https://thedigitalinsider.com/intel-develops-largest-neuromorphic-system-for-eco-friendly-ai-advancements/

Intel Develops Largest Neuromorphic System for Eco-Friendly AI Advancements

Intel has recently announced the creation of Hala Point, the world’s largest neuromorphic system, marking a significant step towards more sustainable and efficient artificial intelligence. Deployed initially at Sandia National Laboratories, Hala Point uses Intel’s advanced Loihi 2 processor and builds on the success of its predecessor, Pohoiki Springs, by offering substantial improvements in architecture. This enhancement boosts neuron capacity by more than tenfold and performance by up to twelve times.

“The computing cost of today’s AI models is rising at unsustainable rates. The industry needs fundamentally new approaches capable of scaling. For that reason, we developed Hala Point, which combines deep learning efficiency with novel brain-inspired learning and optimization capabilities. We hope that research with Hala Point will advance the efficiency and adaptability of large-scale AI technology,” said Mike Davies, director of the Neuromorphic Computing Lab at Intel Labs.

Hala Point distinguishes itself by being the first large-scale neuromorphic system capable of demonstrating state-of-the-art computational efficiencies on mainstream AI workloads. It can support up to 20 quadrillion operations per second, or 20 petaops, and offers unprecedented efficiency exceeding 15 trillion 8-bit operations per second per watt (TOPS/W) when executing conventional deep neural networks.

Researchers at Sandia National Laboratories will use Hala Point for advanced brain-scale computing research, focusing on scientific computing problems across various domains such as device physics, computer architecture, and informatics. “Working with Hala Point improves our Sandia team’s capability to solve computational and scientific modeling problems. Conducting research with a system of this size will allow us to keep pace with AI’s evolution in fields ranging from commercial to defense to basic science,” stated Craig Vineyard, Hala Point team lead at Sandia National Laboratories.

While Hala Point remains a research prototype, Intel envisions its lessons will significantly enhance future commercial systems’ capabilities, notably enabling large language models to learn continuously from new data and reducing the training burden of AI deployments.

The drive for increasingly large deep learning models has exposed significant sustainability challenges within AI, necessitating innovation at the fundamental levels of hardware architecture. Neuromorphic computing, inspired by neuroscience, integrates memory and computing within a highly parallel framework to minimize data movement. This approach has demonstrated remarkable gains in efficiency, speed, and adaptability, as evidenced by Loihi 2’s performance at this month’s International Conference on Acoustics, Speech, and Signal Processing (ICASSP).

Hala Point integrates 1,152 Loihi 2 processors and supports up to 1.15 billion neurons and 128 billion synapses, distributed over 140,544 neuromorphic processing cores, within a six-rack-unit data center chassis. Its massively parallelized fabric offers significant memory bandwidth and communication speeds, providing a robust foundation for bio-inspired spiking neural network models.

Intel’s ongoing development of neuromorphic systems like Hala Point aims to address power and latency constraints that currently limit the real-world deployment of AI. With the continued collaboration of the Intel Neuromorphic Research Community (INRC), Intel is committed to advancing this brain-inspired technology from research prototypes to commercial products.

[usaii]

10 Deep Learning Applications to Unravel In 2024 | USAII®

Master Top Deep Learning Applications from the global brand USAII® that is preferred by industry recruiters worldwide. Take the first step into the world of Deep learning frameworks with a bang!

Read more: https://bit.ly/3T2urYb

Deep learning applications, deep learning models, AI tools, Deep learning models, machine learning and deep learning techniques, deep learning frameworks, deep learning platforms, machine learning algorithms, AI experts, AI career, AI Certification Programs, AI skills

[unproduciblesmackdown]

something abt The Family Unit as this bordered site potentially of a little system of authoritarianism being that it's really this example plenty of people have of how like, You Would Think "oh if the people In Charge realize the structural integrity of what they're in charge of & say they're Supporting is being degraded then surely on a practical basis they'd change course? compromise?" & like the compromises Are continually made to shore things up a little longer but it's a pyramid scheme & it's continuously crumbling. & the Logic of the authority is what's held on to no matter what, not whatever else is claimed to be the goal (e.g. having a Good Family, workplace, corporation, country...) & that means having all the power, which is never actually the case or possible so since that goal's never met it's really just about having More power (what's next, constant profit growth), & everything's oriented around That, such that yeah strategic fleeting compromises may be made but as this structure inevitably deteriorates further, i.e. the control as successfully applied power is being lost, it's not about compromising more & more until eventually things are egalitarian, it's more about lashing out & doubling & tripling & quadrupling down on the exact same measures always taken anyways, because of how the entire like belief is in being the authority, expressed by forever only following the logics of authority/hierarchy & control/abuse

that is to lead into how like, the Failure of [ostensible alternate practical goal: the cohesion of the perfect family(tm)] can happen in more obvious ways / on shorter timeframes than, say, the agenda of propping up an empire, & so there's like all this evidence of how even when the theoretically inviolate borders of The Family are ruptured there's like "wouldn't the relevant family members change their approach in the face of this undeniable failure. wouldn't they question themselves." b/c like, surely? how could you not? but the experience being overwhelmingly "absolutely they do not" with instead the doubling down, perhaps the strategic compromises that are then only used to wear away the targeted parties & then (perhaps after an incremental transition) be back at it once that defense is seemingly breached, but the same logic seems to "work" even in situations where whatever Unit is destroyed, partnership, family, friendship, acquaintanceship, b/c the sense of [i am entitled to More] is just like. undisturbed or "supported" by the ruptures & lack of access to whomever, the Denial of what they feel they're already entitled to. the dehumanization of others / No Need to ever have to consider & contend with those ppl's real feelings if you control their life enough anyways is all still at play & there's no room for even Now considering if you were wrong about how someone felt, so the logic might also default to things like "it's a total mystery but what matters is i was / am wronged" &/or "well things would've been great if i had my total authority like i should have & imagine i could have, so basically some Other enemy authority must be at fault (e.g. guess my child was converted by the gay agenda, the devil, the evil outside world, communist spies, anarchists, [the pc police the virtue signalers the woke dei agents the "almost forgot abt 'critical race theorists'"]" that it just so happens that agendas of Autonomy & Equality are ones that seem to inherently insidiously threaten & undermine their own. like yeah you're not wrong about that but in also true [every accusation a projection] form of course the belief must be that They are fostering bliss & freedom & the jealous evil agents of The Other are always trying to stop them :(

like "don't they realize this is counterproductive to the wellbeing of [what they're in charge of]" like compromises may be temporarily made along the way but not Really, no, & when push comes to shove it'll be about the priorizing of asserting & holding on to Controlling Lives vs anything that'd serve anything else. & that again, with families like you might see the decided Failure of that, e.g. very limited or completely absent relationship with an adult child, and you see that like. the Authority guardian/s who are the reason with it don't change their approach. any adjustments are strategic & meant to Ultimately restore the status quo; the people who managed to extricate themselves have to rely on their own ability to actually manifest their own choices to, say, be able to remove themself from the presence of this person if they want. and that like even with that lifelong experience of dealing with that Authority & the system under them it can be so difficult to believe like do they really not even question themself on all this despite the actual external consequences manifested? b/c the Logics are so different. the child made effectively Responsible for the actions of an adult or two / the supposed Wellbeing of the family is so much more used to having to consider others' Feelings & what might make them act xyz way, b/c of that impossible but evident tasking with being harmed if there's any Problems there, versus that the person "in charge of" the wellbeing of the family & individuals therein (& certainly the young children) being concerned with their own entitlement & whether everything seems to reinforce their authority, flexing it if not, disinterest in so much else, resentment for the physical needs of children as a begrudged investment in then lifelong entitlement to kids as property to give deference / whatever support you want. & when these "supported" children are never "grateful" enough, i.e. not noticeably thwarting efforts to access whatever a parent feels entitled to (with, exactly in line with all of this, pretty invariably Issues With (denial of) Any Boundaries, e.g. not allowed to close that bedroom door this is my house, not allowed to not want to be touched i made that body, not allowed to be unsupervised what are you hiding, not allowed to say no, not allowed to have feelings/moods/preferences/opinions not in harmony with mine...) like it's supposedly only an extreme, all the more sympathetic (to the authority parent) escalation of this Ingratitude to, if possible, escape the realm of said authority. can't believe they'd do this to me

just that tl;dr of like "but at this point [authority] is sabotaging themselves i.e. the longevity of any system where they even have that position of authority? surely they realize that & change their approach b/c they Have To?" & beyond "no, not necessarily" like it's so almost Necessarily that "they definitely will not & will just try to 'invest' in their perpetual authority (which is always trying to be Increased b/c it's also never total or unbroken) by upping the violence & lashing out & ignoring w/e they have to ignore b/c they do Not have any actual alternate way to address it" like no the parents lose the entire relationship with children & don't have Realizations abt it, don't question themselves, don't make a real change, don't stop feeling as, & increasingly, entitled

[emma-johns]

Top 10 Useful Frameworks for Deep Learning in 2023

This article will focus on the top most important deep learning frameworks in 2023, For more follow Jumpgrowth.

[cyberlabe]

A general framework for exploration | General Intelligence Requires Rethinking Exploration

An outer loop performs active collection of new training data, and an inner loop conducts prioritized training on the current training data. In SL, the outer loop consists ofeither online or offline data collection. In RL, the outer loop searches for simulator settings that yield usefultraining data, and the inner loop can perform prioritized sampling, e.g. prioritized experience replay.

[tremendum]

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Me and the Devil; i

(not my gif) .·:*¨༺ ༻¨*:·..·:*¨༺ ༻¨*:·..·:*¨༺ ༻¨*:·..·: Paul Atreides x fem!reader prelude next

word count: 5.3k

summary:  Destruction: the only thing you and Feyd-Rautha may have ever had in common. Unfortunately, you endured. You learned how to live with the Harkonnens, to be one of them- and with a clip of fear, you worry you may never be able to unlearn. 

warnings: blood/violence, family deaath, v brief allusions to smut/dubcon, reader is traumatized. pls lmk if i missed anything. not edited.

notes: thanks for all the love so far!!! here's the first chapter of the story - if you want to stay updated, i post on AO3 first :) just a quick first chapter to lay the scene before we jump into the engaging parts of the story. feedback is very motivating and highly valued, thank u all <33

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Penitent Crimes of Retaliation

In accordance with the legal doctrine of the 'Reprisal Accord', as sanctioned by the High Court of the Landsraad, houses are granted the right to retaliate against proven offenses committed upon them. This action shall such be labelled as "Penitent Crimes of Retaliation". Under this mandate, should sufficient evidence be presented, the aggrieved house may initiate a retaliatory strike and engage in warfare against the offending party. While reparations for damages incurred during the conflict are mandated, perpetrators shall be exempt from criminal sentences, ensuring a balanced recourse within the framework of inter-house disputes."

- From the Reprisal Accord, Office of the Padishah Emperor. Imperium, 10041. 

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There was once a time when green was your favorite color. 

You'd enjoyed a childhood of it; Peridot, Jades, the velvet green of winter dresses, the tall, mighty green the sacred Pine. The woven banner of your house, waving in the snow-whipped wind; A snarling green wolf upon the grey armor your parents wore to train you. 

When the men of one other Houses Major arrived to retrieve your older sister, she'd been shroud in that very same pine-colored satin, an elegant dress, as she waved good-bye to you for the last time. When the ice would melt off the lower glaciers for those three months every year, the lakes would thaw to a deep emerald green, and your brother, sisters and you would play in it; servants and soldiers alike yelling and pulling you out, shivering to your bones. 

Even at your sister's funeral. The green of the casket, laid to rest in the ground of a foreign planet by a man who'd never truly loved her. The women of your House, wearing a veil of mourning in that sacred pine satin as you said good-bye to her. Killed by the birth of her first; a son. Your parents had been proud - You became the oldest of your siblings that day.

You can barely stand to look at green anymore. No, instead, you mostly see black.

Black, white, and red. 

They'd sent you away to make for your house a Fortune; a son, they'd wished, for your sake - and, by whispers of your Lady Mother, a daughter - but this place... it crawls with shadows and monsters and deadly smiles; most in the form of your betrothed.

Your na-Baron. 

If Feyd-Rautha ever had a semblance of hesitancy, it was when you first met four years ago. You were at the end of your seventeenth year; he, freshly eighteen. He had been as cordial as you'd ever seen him, escorting you with an arm held out, eyes malicious but mouth less than offensive. He'd even called you Lady Bourbon those first few months on Giedi Prime. And, in fact, you can consider yourself lucky; perhaps for your bloodline, or for you yourself, Feyd-Rautha took special care of you. Maybe he did care for you -in the ways that he could. 

After that, he taught you all you needed to know about the rest of the world. In these final days together, he has admitted furiously that he waited too long to claim you as his wife - four years was much too long for you to wait, even if your purity was claimed by him long before then. 

The accusations had come from his uncle, the Baron; House Bourbon was stealing their precious refinery codes, committing treason against the trading accords along their exportation route. Perhaps, he thought, you were the one to plot it against your beloved future family.

But Feyd-Rautha knew better - knew that you'd never dare betray him. He was the one to demand a public execution of your family - but also the one to redirect your sentencing to a mere prisoner. As if you weren't one already. 

Don't look away. See what we do to scum, my pet? 

After all the sparring, each time you drew that precious blood from him, and you still haven't been able to kill him. If you'd had a blade, you would have, right there in the stands. 

You were, in some ways, relieved when their bodies had hit the sand fast; You'd never seen your brother's skin so reflective as you did this morning. The black sun couldn't hide the blood that had seeped from him, nor from your mother's throat. You'd swallowed thickly, wishing you could look away, gasp - cry; but you had to hide your pain. Your na-Baron would've loved it too much.

Why don't you leave me with them, then? You'd hissed through your teeth.

Though he was wild and psychotic, growling with hunger at the bloodsport in front of him, he heard you for what you'd said. Feyd's fingers pulled your hair hard; forcing your chin to stare up at him. A sickly glint in the black sun, his teeth shone with hunger. 

You'd have me throw you to your Wolves, and lose my prize? He'd tutted, kissing your forehead with a sickening sweetness; enough so that the servants had turned away their spider-black gazes. They didn't care much for the acts of affection you'd occasionally show one another - in a world marred by ugliness, any glimpse of beauty becomes a hauntingly grotesque show of power.

He'd snarled, slapping your cheek hard enough for you to groan. His breath hit your face, you're mine to keep - there's plenty of life left for you to serve.  

He'd held your eyes open as they'd slit your father's throat; then both of your sisters, and your brother's. Your mother had fought as much as she could in her drugged state - the Harkonnens are rutheless, and Feyd-Rautha had sat calmly behind you, your head in his hands, caressing your shaking cheek - but the neckline of her gown was too high, and too thickly inlaid with encrusted heirlooms. 

Bless their voided souls.

The emeralds that tore from her gown as she'd spilled her blood to the sand sent a ripple of pain out of your throat. Feyd had buried his face in your neck, teeth sharp as he sucked a mark just behind your ear, watching as you clenched your palms so hard, your own ruby blood beaded out, blackened in the sun's light.

If anybody would have bothered to look before burning the bodies, you know they'd find all the family diamonds sewn into the fabric of their clothing - centuries of your House, melted away.

Feyd-Rautha had drank up your agony with his lips, smiling as his hand wrapped around your throat. 

Now, alone and away from the thick industrial air, your chambers are cold and suffocating.

There are screams coming from the hall - not the kind that you've grown to associate with your na-Baron testing his new blades, but the kind that comes with danger. With change. 

As it turns out, you are not Feyd-Rautha's to keep any longer.

A loud noise outside of your quarters jolts you from your bed, whispering to yourself. They're coming for you. Pulling the sheets closer to your body, your hand finds the blade gifted to you on your nameday three years ago by your husband-to-be, still tainted with the ghost of your own blood.

Your whispers reverberate in the empty room. "I must not fear. fear is the mind-killer. fear is the little-death that brings total obliteration. I will face my fear. I will permit it to pass over me and through me."

Your voice shakes. Few things remain from your early days of training, before you were sent off to become a Harkonnen; This is one is a relic.

There is a loud noise just outside; blades. 

For a moment, you imagine there is a hand on your arm. It is strong, ghost-white, and possessive. His voice rumbles in your head. Don't look so sad, my pet. I will never let them keep what is mine. I will find you again. 

You almost wish he will. 

When you look down to the weight on your arm, you do not find the hand of your once-betrothed, but the remainder of his ownership, a handprint of a bruise that will not fade even as the soldiers in Atreides armor deliver you to the next planet.

You rise from your bed, preparing your sore body for a fight that will surely end before it even starts. You don't stop your old prayer, in fact, you hardly notice that you're saying it at all. Even as the doors give in. 

"-and when it has gone past I will turn the inner eye to see its path. Where the fear has gone there will be nothing - only I will remain-" There are soldiers that burst through.

The way one of them fights strikes a faint memory from a lost childhood, and it fills you with rage. 

Why did you wait so long to rescue me?

You lunge, snarling like the wild beast you've become in your captivity. You will fight, because that is the only thing you know how to do. It is the only thing you have left. 

Your blade falls within minutes.

You're taken by the man from your past not a minute after. 

You're on a ship, watching the black Opiuchi B disappear, in an hour. 

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"My Lady."

You don't realize the worker addresses you until you snap out of it, flushing behind your veil as you step out of the aircraft.

The dress you wear, salvaged from your family's old castle, is dusty. 

It clings to your skin, drowns you, as the rain falls. A staff of House Atreides holds an umbrella above you, shielding your elaborate dress from the water as you walk up towards where the members of the House await you. You stare down at the dress - green velvet. A texture you have not felt in years; your skin looks different not wrapped completely in black.

Your eyes strain to take in the grand entrance to the castle from the hangar which Duncan Idaho had escorted you, ignoring him as he turns to glance back at you momentarily. You can't bear the look of unfamiliarity that flickers over him when he looks at you, now.  

He looks the same - maybe less tall, but that has more to do with it having been six years since you last saw the man. You, however, are not the same girl you were when he knew you on Sabberon. Fear, panic, and wrath rage within you while your gaze smolders daggers at the back of his head. 

He walks just slightly in front of you and despite yourself, you slide just a bit closer - the only semblance of comfort you can allow yourself to feel as you take in the largess of the castle. The air is thicker here than you've ever felt; salty, windy, like you can taste the sea in the rain... it clings to your skin, but it feels clean. You'd been changing into your robes when you entered atmo - you've heard many things about the ocean, about Caladan. 

Something within you yearns to witness it yourself. Subtly, you crane your neck outwards to catch a glimpse; nothing in the near distance but the walls of the castle and high cliffs. 

You nearly trip as Duncan Idaho stops just a few paces from where the members stand at attention to greet you and your retinue.

Duke Leto Atreides, regal and composed, stands at the center of the room, his presence commanding your attention. Beside him, a woman wearing a deep cerulean gown - Lady Jessica. Easily, from behind your own veil, her gaze penetrates you; A cool sensation down your spine as you seem to feel her words in the back of your head as she watches the Reverend Mother who'd travelled with you per High Court orders.

 Hello, sister.

You purse your lips, looking on - there, next to his mother; Standing tall with an aura of quiet intensity, his eyes on you, is Paul Atreides.

The son to whom you're now destined.

Even from your obstructed vision, you can see that he's handsome - lithe, hair curled and combed back to show his eyes. They are wide, penetrating like his mother's, but Maker, they are so green. 

There is no hunger in his eyes, nor hatred, nor anything but a mild curiosity; it strikes a chord of fear in your gut, wishing briefly to return to the na-Baron's sight. It was easy to go unseen with the Harkonnens; They always made their intentions clear, and the na-Baron never wanted many to see you besides himself. You always knew what he wanted, and you could give it to him enough to control him. 

But Paul. His stare betrays no emotion but duty. If not for the boyish pout of his pink lips and his freshly-shaven jaw, you could have mistaken him for his father. A Duke. 

Your name, boomed from the voice of Leto Atreides, pulls you back to the surface of Caladan. "Welcome." Duke Leto's voice resonates through the hall with authority as he addresses you, his tone measured yet warm. Your stomach twists and turns as the man nods courteously to you. Coaxing your body to move, you bow to him.

"We are honored by your presence." His voice is surprisingly humane, exceedingly polite towards you; someone who was just come from the protection (a laughable phrase) of their sworn enemy. 

Your throat tightens at this. There is no honor to your presence, not anymore. 

Though you feel the prickling behind your eyes, you force your head to tilt in acknowledgment, schooling your expression to respectful - perhaps they can't quite make out your face, but Lady Jessica watches closely. She sees.

You take a sharp breath, swallowing away the lump of emotion in your throat. 

"Thank you, Duke Leto, my lord." Your voice carries steel beneath its polite, quiet veneer, though you try to calm your heart. You turn to Lady Jessica to greet her.

"My Lady, it is a pleasure." You say, equally even. Lady Jessica offers a tight smile, something akin to understanding swimming among her irises. It's been quite some time since you were permitted to talk to a woman; Your servants on Giedi Prime were, of course, tongue-less, as na-Baron wished. "Thank you for welcoming me to your home." 

"We understand that these are trying times for you." She says softly, her words a gesture of solidarity as your legs stagger. You feel dizzy and tired, but you force yourself to nod, bowing again. Your chained headdress overlaying your veil chimes slightly with the movement, swaying with the rain.

For such an acclaimed House, you're surprised by the gentleness of their welcome. Perhaps, they'd thought that the groaning and echoing hallways of Giedi Prime might break you, that they'd be taking in some injured little dove, wings clipped by the ferocious boy who'd gifted her with a knife plunged between her ribs on her nameday. 

The scar that lies just below your breast on your right side serves not as a reminder, but as fuel. It did not quell your spark. It ignited it, with a bloodthirsty rage for revenge.

Months of being thrown into a pit under the glaring black sun; Not the arena that assassinated your family, no - this pit was smaller, with one large seat for the na-Baron himself, and drugged concubines and servants with blades to service his na-Baroness. A place to watch his pets play. 

Destruction: the only thing you and Feyd-Rautha may have ever had in common. 

Unfortunately, you endured. You learned how to live with the Harkonnens, to be one of them- and with a clip of fear, you worry you may never be able to unlearn. 

Lady Jessica is correct, these are trying times for you. You swallow as you straighten your back. Despite everything, there's a minor comfort in the Atreides' insistence of providing you with the necessities for you to perform your traditional customary mourning traditions. Your family may be gone, but you can still have this part of them; as a way of saying good-bye. It's what they would have wanted. 

You turn to the young man who stands next to Lady Jessica.

The Harkonnens had tried to show you the dangers of house Atreides; The poison of appearance, of trust. You are not foolish enough to have believed the Baron Vladimir and his webs of deception, but you are sharp enough to know that in times like these, nobody can be trusted. 

Your betrothed watches you, as if trying to see through your mourning veil. The green of his eyes sends a warmth through your stomach as you avert your eyes. "My Lord," you bow to him, your heart thumping in your chest, remembering how you might be rewarded for looking your formerly betrothed in the eyes during ceremony. Trying not to flinch, you wait to see what Paul's hands may do. But they do not strike you, nor grasp your jaw sharply. He barely moves. 

"My Lady." His voice is softer than you expected, and it strikes your heart with a cool unease. Distrust slithers around you like a daunting snake. He bows back to you. 

It's silent for a thick moment before Duncan Idaho - the man from a distant past - speaks from beside you. "We have much to discuss." 

Cutting to the chase, as always. Your eyes fall to the Duke, who nods. "Do you need to see treatment?" He asks the Swordsman, eyes assessing the soldier. 

Duncan laughs at this, gesturing to his arm, where beads of blood still slowly peeks through his the tunic he'd slipped on after changing out of his armor.

"Harkonnen blades are sharp. So are Lady Bourbon's nails."

The prickling of four pairs of eyes strike you as he continues, turning this time to address you full-on. "Your fighting is much different than I remember, Little Bourbon." 

What he doesn't say is clear to you: Much more savage than he remembers. Something between shame and pride licks at your cheeks and you avert your eyes; It had been a force of habit - rabid hounds don't tuck tail when cornered, do they?

You clench your hand, your nails digging into your palms; you learned early on that sharper claws could keep Feyd tame for longer. 

The force of Duncan's old nickname for you, when you'd been young - it nearly knocks the air out of your chest. It's been over half a decade since you'd seen the man; too much has happened since then. Nonetheless, you smile toothless behind the veil, trying not to think of the life you'd just left behind. Of what cold life lies ahead. 

When you respond, your voice is frigid. 

"Sometimes adaptation is survival, Duncan Idaho. Threats demand evolution." 

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The rain is gone by the next day.

In the morning room, forks scrape over blue-plated China. There must be a clock somewhere near, as the seconds pass in quiet, insistent ticks. A cleared throat, a swallow of water. 

Your eyes burn from exhaustion.

Your arrival last night held no such time for small talk - you were whisked away by the service staff to make sure your quarters were comfortable; Your old clothing and that of your sisters and mother - the few things the Atreides soldiers had salvaged from the ransacked Castle at Sabberon - had been washed thrice of rubble and smoke and were hanging, waiting for you, in the wardrobes. 

Barely awake, late in the evening, you'd attended a meeting in a small conference hall. There, sat across from Lord Paul, Masters of War and Swords and Strategy, a Mentat, and the Lady Jessica, the Duke had asked you questions, ensuring you were not harmed - more importantly, trying to ensure there was no malicious intent to your presence. Your eyes could not ignore the Lady Jessica, who stood behind the Duke, her fingers twitching to the others when you responded to a question asked of you. They had some kind of language, you'd realized, as they responded in their own subtle hand gestures. 

You'd only been there for ten minutes before you were escorted by a handmaid back to your chambers, where you sat without rest through the night. 

Truthfully, you're breaking fast with Lady Jessica and Lord Paul out of courtesy; You were up far before the sun had found the horizon this morning, staring emotionless at the ghost who stood in the corner of your new chambers.

You'd sat watching, cradling your chest with wide eyes, as the ghost slid onto his knees. How he'd crawled, smirking at the foot of your mattress, whispering to you with sharp teeth and beckoning fingers. The sweet promise in his eyes laid with blood and pain, coaxing you forward despite yourself - until something in the corner of your vision moved, and you'd screamed. 

That had woken one of the servants.

She came in with her head tilted down, holding a pitcher of water, and you'd asked her to stay.

Her name is Hestia; she must barely be twenty. You insisted on sharing a pot of tea with her, sitting in the silence but sipping shortly on your teacups. You didn't talk much, but instead breathed and felt the safety and of a woman's company, even if she is a few years younger than you. 

It wasn't until she'd brought you breakfast a few minutes later that you realized the staff must have been informed of your courting customs before your arrival - she said nothing as you ate silently, staring out towards the coast of rocky cliffs and rolling moors you could just barely make out from your chamber windows. 

And now you sit similarly - in the morning dining room, your hands perched in your lap, unsure what to do with yourself.

Your future husband, no older than yourself, sits across the table from you now, pushing his omelet around on his fork. The table shakes just slightly, jilting your glass full of water - he must have a restless knee. He chews at his lip, avoiding your stare, sharing slight conversation with his Lady mother. Her attempts to bring you into the conversation are met with polite answers and more silence, your voice shaky and cold. 

After a while, a woman enters, whispers something to the Lady at the end of the table. Nodding, Lady Jessica takes her leave with a pointed look at Paul, suggesting he might escort you around the castle to settle you in.

Though your stomach coils, you nod, "-if you have time, my Lord, I'd appreciate it."

His eyes find yours from behind the veil and you clear your throat. He's quiet but chivalrous; A nod, a glance sent back to his mother as she leaves. A short gust of air through the room and suddenly you can smell him. His hair, clean and glossy - healthy - glints as he faces a window, exposing the early morning sun to his bright eyes.

It's silent for a few moments as only the two of you remain; Your food untouched and his half-eaten. 

"Are you one of them?" 

Them?

You stare at him from behind the thin pine veil that covers you. It occurs to you that Paul may assume you are just as bald and sick as each Harkonnen; years of adapting, surviving off of instinct and placation, are over. With a jolt, you realize you are not a Harkonnen. And you will not be wed to one.

You shake your head, thankful for the lack of chains upon the crown of your head today, ignoring the melancholy feeling in your gut. 

"I have hair." You state simply, looking down at the skin of your arm; The skin that boasts arm hair, none of the sickly pale skin that knew of no clean air nor healthy sunlight - your skin, glowing with real melanin like the House of Bourbon.

You'd never spoken this freely on Giedi Prime besides in the sole company of Feyd-Rautha - stars, you'd never have spoken this freely at home on Sabberon, either - but there is no home anymore. And if you've learned one thing in your years since coming of age, its that the Great and Noble Houses of the Landsraad are crawling with perjurers, fabricators. 

Paul is likely the same. 

If the Atreides boy must be wed to you, you cannot help that, just as you couldn't help with Feyd-Rautha. They can dress you, insist in your traditional customs - but you will not go down easy. No matter how cold the home, you can be colder. You are more than the bones which hold you up; Meaner than the demons that kept you in their ghostly-grip for four years. 

His cheeks flush a peculiar pink, bottom lip captured between pearly teeth. "No," he starts again, eyes searching - trying to find you, beneath the layers of green that wrap around you. "Not Harkonnen-" he quiets after he says the name, as if worried to offend you. "I meant-" his eyes swim, "Bene Gesserit." 

Your stomach chills as you meet his eyes. 

After some hesitation, you shake your head. "No, my Lord."

When he blinks at your words, you feel compelled to continue. "I suppose I was..." you move your hand to pull on the sleeve of your robes.

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"or, I was supposed to be." your unemotional tone rings through the room. Paul doesn't say anything to that, biting back the suspicion that climbs up his throat.

He stands when you rise from your seat; Your mourning dress, unlike anything he'd ever seen before, flows like the leaves of a weeping willow as you push your chair in behind you. When he offers a stiff arm to escort you out of the room, you hesitate before looping yourself loosely to him. 

She is telling the truth. 

His mother had indicated, with flicks of her hand, during the meeting the evening before; you, sat before the Atreides' council, unaware that his mother was reading your honesty. 

But that could be a trick; you've admitted to being partially trained in the ways of the Bene Gesserit, perhaps you found a way to deceive his mother. As much as he trusts Duncan and his father, he can't shake the suspicion that you're a mere pawn in the Harkonnens' game.

But his father's words burn sharply into his mind. 

Duty often requires us to navigate paths we may not have chosen for ourselves, Paul. You may not always like her, but you will treat her with the respect and care befitting of a future spouse. Love may come in other ways - but you will marry her, and together you will sire an heir when the time comes.

By decree, it was ordered you be wed to Paul, but he can't find it within himself to lose the feeling of distrust. He has spent hours learning about the Harkonnens - how they think, their strategy; and yet, from Duncan's account, the Baron and his nephew just let you go. It makes no sense to him. 

"I was supposed to be a lot of things." 

Your voice is undeniably beautiful; strong, much more resolute than he'd expected. But you are extremely cold, and evidently unwilling. Polite, yes - it seems you've been trained just as he and every other young noble of the Great Houses have - but you are calculating, aggressive.

He saw the claw marks you'd left upon Duncan; a man you've known since you were a young girl.

You walk with your chest out, back straight like a soldier; your words are cordial yet laced with steel and indifference - it only serves to deepen his unease. He guides you through the castle, murmuring quietly as he shows you along, introducing you to various members of staff who stop and bow in recognition. 

You don't say much until he escorts you to a path that winds down out of your sights; Below the castle, between jagged rocks, Paul finds himself concerned to no longer be surrounded by castle walls. Beside him, you take a deep breath, your footsteps faltering as you slow to stare at moss that sprawls across the cobblestone. 

Curiously, Paul slows to a stop beside you.

For a moment, you stare down at the dirt and fallen tree limbs, the grassy fields and rocks. Soon, as though an invisible string pulls you upwards, you snap your head, voice sheepish behind your veil. "Apologies, my Lord." You start to turn away. "I've read of plants like this, but never seen them before in person." 

Paul is suddenly struck by the realization that you may not have seen much of any flora nor fauna on Caladan. He knows what Giedi Prime is like; and your homeworld, from what he'd read last night before bed, was mostly full of Glaciers, forests, and high altitudes. Perhaps you are interested in such things; the idea surprises him. 

So instead of moving along, he finds himself bending to pull off a bit of the moss from a fallen trunk. The earthy dirt spreads between his nimble fingers, the green bright against his skin. You watch him silently.

"It absorbs up to twenty times its dry weight in water." He says it quietly, repeating what he'd learned in an ecological lesson, pushing on the spongy material with his thumb. "Banks of it grow just around the brackish tidepools outside the castle." 

Your interest, piqued, causes your head to crane slightly from your short height - he can tell, even without seeing any part of your face, that you are fascinated. "Am I allowed to see?" You ask stiffly, your arms by your sides.

An initial wave of protectiveness over his home washes over him; remembering his father's words, he forces his shoulders to relax. He lets the moss fall back to the stump, brows furrowing. 

"You are to be Lady Atreides, one day." He tries to school his voice evenly, avoiding any hint of resistance to this fact. "You do not have to ask permission to see your own land." 

The wind from the sea whips around you; his stray curls fly in his vision. There are no words from you for several very long breaths, in which you clear your throat. 

"I do not feel well, my Lord." You say moments later, voice cordial but thick with the desire to be alone, "I believe I am sick from travel. Please, if you would excuse me." 

He is unsure if he had made you uncomfortable or if you are truly feeling sick; nonetheless, Paul escorts you to your chambers silently, calling one of the handmaids - Hestia, her name is - to check on you. He insists she bring you some bread and cheese, to draw you a bath if you please. 

His jaw clenches; he's to train with his mother soon, but he needs release. His muscles clench in repressed frustration and so Paul lets his feet carry him swiftly to the training quarters.

His fingers itch for a blade; his mind itches to forget about the last day, about the cold life that lies ahead of him. 

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follow @tremendumnotifs for updates.

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[astrologanize]

◉ pick a card : how you can make the best of your 2024

*please take a moment to take a deep breath and choose the image you are !most! drawn towards*

----------for pile 1 ⊹

there is a search for substance in your life, you want something real, something meaningful, and you're not doing anything to create it for yourself. you're secretly, or not so secretly, hoping and wishing and expecting for things to somehow fall into place one day. you keep yourself open to the universe, you keep yourself open to interpretation, and you are so open that you are structureless! how can the universe deliver whatever you're desiring when you don't know what that is? or even who you are!

unfortunately the key to it all isn't going to fall into your lap - you must sort through the emotional gunk that's residing within your inner tank and decipher what it is you want to be, what your values are, what matters to you, so that you can hand-pick the life that you want by having these standards in place. it's easier to take risks and to change your life once you have assurance in yourself and this can only happen when you know what you are vs what you aren't, what you like vs what you don't, etc.

gotta work hard to play hard too! "ugh i just want to travel and have a good time" okay but where are the funds coming from? do you know how to budget? do you know how to set up a trip? do you know how to procure the necessary steps in order to make the shit you want happen? to make the best of your 2024 you need to sort through your gunk and get choosier about your life; in doing so you're going to find your connections with others changing, you're going to understand where you've been lacking integrity, where you have been naive, what's worth adjusting for, what you need to attend to more, and once you have the framework built for yourself you're going to see how exciting life can be. no more waiting for life!

----------for pile 2 ⊹

so i see y'all like to throw everything at the wall until something sticks perchance...well, i mean, i guess you're trying at least? though that is better than doing nothing at all, how about you scale back and look at the big picture? you do all these things but where do they get you? i'm not seeing forward movement amongst all this movement i'm just seeing energy bouncing around in a box not going anywhere. perhaps all this stuff you do is to distract you from things you don't want to deal with. it's giving this meme

crazily enough, it is often true that less really is more (though in today's society that sentiment is going extinct and needs to be revived). try to stop dabbling in everything - a jack of all trades is a master to none. what activities/hobbies would you like to be an expert at? is there a craft you could or would want to monetize? what is it that you're avoiding in your life with these multitudes of distractions? give yourself a breather so that you can see the big picture clearer. you'll come to understand the value in setting healthy boundaries for yourself, knowing when to extend and when to just relax. sometimes it is okay to hold off and hold back because maybe there is something that needs to be dealt with first, maybe more time is needed, maybe something is just not worth the effort for now

----------for pile 3 ⊹

looking at the image for this pile gave me such a heavy, wistful feeling. why do you insist on fighting the universe so bad, hm?

are you in a job that sucks? seek something better! are you in a relationship that feels like a chore? love yourself! lean elsewhere! are you majoring in something that makes you miserable? is it worth that? i'm seeing that you need to learn how to trust the universe and follow a new, less traveled path that may be daunting with its uncertainty but you never know what could happen...that is both the best and worst thing about life.

thus far you have been traveling down the same path, you are very involved with this life that you have been trying to make work but i don't know if it's working, do you?

i'm hearing "give yourself a try" by the 1975!

you're learning allllll about the possibilities of life this year and why you should not in fact settle for what you are too afraid to leave. your heart is yours to follow

----------for pile 4 ⊹

oh, y'all take things to heart in an unhealthy way and are perpetually dissatisfied as a result. i imagine someone who gets in their feels over something minor that someone said in passing and instead of asking for clarification or reasoning with themselves, they act all woe is me and curl up in their room with the misbelief that nothing and no one gets them.

emotions can be deeply felt and i wouldn't say feelings can be liars per se but feelings can mislead us if we read too much into them. plus, when we focus too heavily on our own feelings we become engrossed in them to the point of self-defeating self-absorption. you have got to learn how to take things less personally, your lesson for this year is to learn how to socialize...how to mingle...how to have acquaintances...how to have a conversation and drop it afterwards instead of reading into every little thing and finding what's wrong with it. learning how to be embrace the more positive qualities of aquarius basically.

you have some misguidings to work through, there is illusory amuck due to you making mountains out of molehills - the melodrama is doing nothing good for you i'm afraid, tumblr girlies do love some tragedy and a feeling-dump post but for now...let's free ourselves i beg. it's not that deep, it's not that serious, get a grip and let it go. get off the internet, limit social media, touch grass, find some people to converse with even if its small talk at a checkout, somethin, otherwise you can continue to wallow i guess.

----------for pile 5 ⊹

nah...this pile gave me such a bad headache because...you're....whew......there's some narcissistic tendencies here i'm afraid. even if you think you're an angel sweetheart birthed from mary the unicorn, i assure you that you can in fact be a nothing short of domineering. there is a diva energy, there is a my way or the highway energy, there is an i'm upset so everyone is going to know energy, there is some area in your life where you are a tyrant.

there is a dire need to learn to take a step back, gather yourself, and consider others before unleashing your control and bulldozing your way through situations. you shall be forced to learn how to chill tf out this year and i claim that for you tbh because giving me a headache from your energy is WILD.

you need to examine your connections and make sure you're being receptive towards others. do you feel like you're a true friend to them? do you think you're supportive? do you hear them out? do you know what they're going through? do you know how they feel? do you attend to them in the ways they want and need? do you know what those wants and needs are?

make sure you're not being demanding and setting unreasonable expectations, especially for others. also look within yourself and make sure you're not overcompensating for any insecurities you may possess by having power trips. care about being a friend this year, play the supporting role and balance yourself out

----------for pile 6 ⊹

you're going in circles in your head and your heart, babes. eventually you just gotta rip off the bandaid and make a decision and let the chips fall where they may.

you're waaaaaaaaaaaaaaaaay in your head, you have all these thoughts and ideas, you have all these feelings and sentiments, you have all these things in mind that you want to set up for yourself, and there's so much that you're overloading yourself....there's no way to process all of it at once so nothing is getting done.

make decisions, find answers, get a grip on your feelings, and try to make sure you're not so in your head that you're putting up a guard around yourself. not everything is black & white or a matter of life or death, you're looking at it too extremely! lighten up and just do.

get a cool haircut, get some new accessories, try new boba, talk to your crush, life is meant to be lived!