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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
#best programming languages for AI#AI Development#Machine Learning development#Deep Learning framework#programming languages for AI Development
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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.
#olive rambles#most of the time it's mental gymnastics for me to rationalize people just liking me - not even love - outside of my usefulness or my output#and i've tried the framing of 'that's an awful way to think about the people you love - that they can't love others beyond usefulness' but#lovingly that framework does not work for me. i can rationalize and walk my way out of that arguement so easily because sometimes? my self#worth is TRASH.#but this one??? this framework??? might just work for me. because there's a distinct lack of rationality and logic to it.#it's just enough to not understand it. for it to just be enough despite the unknowing.#oops this got deep; that's not very silly mysterious suave of me - deepest apologies#just needed a space to formulate the idea a little bit more.#it's enough to not understand it and even if i do never learn why there's beauty and worth in the intangible and strange <3
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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
#ive seen kaguya sama and i know chika is a little bit rotted as a human being but we need to think about himas agent of chaos potential#this is all my personal intepretation but in general i find her a very cool character and working with the barebones framework is still fun#shes got so many interesting character traits#like how shes totally hooked on horror and spooky stuff more than the guys#but it has a distinct contrast with her deep fucking trauma and daily struggles with her curse-but-not-cause#theres smth that feels part coping mechanism part catharsis and part just straight up gap moe abt that#like....girl of all time#also her being depicted a lot either in rly bright sunny tones OR gothic lolita and no inbetween#i mean the joy of holic is everyone is basically posable dolls dressed up in whatever outfits you want but like its still a theme#and like we are given tidbits and small bits and pieces of her personality and interests and its not enough but its rly cool to think abt#they underused her frfr but what we do learn in how she reacts to stuff and bounces off other characters is so AAA#its wild how shes kinda a main character but kinda not in such a deeply fleshed out character driven story#i know shes a key player w loads of strong emotional moments but shes overshadowed a lot and it makes me wanna write mad headcanons#i find myself wondering how she copes day to day with her situation and how itd impact her personality around other people and self image#IDK you could write entire books abt her#but mostly: shes sillay#shes a little bit of a blank slate fill in the gaps but my brain is more than happy to supplement vibes and guesses#hima does not read as het to me because queer friendship groups work on stand user logic#i have a few fic ideas where it deep dives on her life as an adult and her push and pull w social interaction#but its early days on that so any details would b not very interesting past the conceot stage lol#i rly gotta get my ass to writing more fic but brain is a fuck writing longform is haaard unless its like idk visual novel formatting#anyway this is just nothing im not aiming for interaction here i just have half baked thoughts abt himawari the girl of all time#also hima kinda goes through hell and back so doing her dumbass 3 person comedy routine w her dumbass frisnds must be of big fuckin solace#its like that post about just being a girl who wants to have fun . she wants to have fun w friends#AND THAT IS OK justice for hima idk i love her even if she got the short end of the stick for deeply long term focused character writing
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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…
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#Apache Spark#Deep Learning#Flutter#Frameworks#Iónico#Keras#Laravel#Pytorch#Tecnología#Tensorflow#Xamarín
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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…
#3D modeling#agricultural domain knowledge#Android#API design#AR frameworks (ARKit#ARCore)#backend development#best micro project topics#BLOCKCHAIN#Blockchain architecture#Blockchain development#cloud functions#cloud integration#Computer vision#Cryptocurrency protocols#CRYPTOGRAPHY#CSS#data analysis#Data Mining#Data preprocessing#data structure micro project topics#Data Visualization#database integration#decentralized applications (dApps)#decentralized identity protocols#DEEP LEARNING#dialogue management#Distributed systems architecture#distributed systems design#dsu in project management
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#AI chatbot#AI ethics specialist#AI jobs#Ai Jobsbuster#AI landscape 2024#AI product manager#AI research scientist#AI software products#AI tools#Artificial Intelligence (AI)#BERT#Clarifai#computational graph#Computer Vision API#Content creation#Cortana#creativity#CRM platform#cybersecurity analyst#data scientist#deep learning#deep-learning framework#DeepMind#designing#distributed computing#efficiency#emotional analysis#Facebook AI research lab#game-playing#Google Duplex
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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.
#Acoustics#ai#Announcements#approach#architecture#Art#artificial#Artificial Intelligence#billion#Brain#Collaboration#communication#Community#computer#computing#conference#data#Data Center#Deep Learning#defense#deployment#development#domains#efficiency#Evolution#Foundation#framework#Fundamental#Future#hala pomt
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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
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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
#you'd think they would. but they do not think that they would. it's a completely different Logical Framework#the impenetrability of ''i'm Superior to anyone; objects/props/property/tools in My life for My agenda''#if there's negative consequences of this treatment & it's constantly shattering b/c That Is Not Reality? it's just them being Wronged#you can just believe that forever. if you're trying to reject even the Vulnerability of [gotta consider other ppl Have thoughts; feelings]#then taking on the Vulnerability of; for one thing; That; & an entire upheaval of the rest of what you've built your whole Self around.....#it does not really happen. presumably some outliers / sure it can be Possible but even then it's like#is the priority ''converting'' ppl doing this. Convincing them to stop. or in how those affected can throw them off & have more support#yes we all think that would be lovely. but it's a whole Ideology. & [what do i care if xyz Believes im nonhuman if they cannot in practice#act on that belief & make it my problem] the external situations & manifestations of power Can be dealt with by others. ppl's internal#self is their own personal business Ultimately ofc. can feel entitled to Everything Forever sure but gotta get Other Ppl outta that sitch#this has also been resonating with like head in hands deep breath the like. [it's On Sight; Sound; Read Text; Anything] dehumanization as#an autistic person like ppl Do immediately assess the [this person's existing wrong] diagnosis & do not necessarily ''learn'' otherwise#the vulnerability is pounced on / the ''opportunity'' for abuse in any situation b/c it's Deserved in this case ofc / the like ''we Do#officially label you Autistic & we Do prescribe; even require; abuse about it'' aba / rejection/ostracization / pathology / Inferiority#like what else can you do but go ''maybe ppl will change their minds? maybe i can act a way to convince them to do so?'' But No#ofc all Compounding vulnerabilities only feed into all other systems of dehumanization / vulnerability / abuse / disempowerment#my experience being autistic seemed to support my experience w/family abuse...B/c It 100% Did support it#other disabilities; less resources; more poverty; appearing nonwhite & ''worse'' black; cultural ''difference'' from the norm(tm)....#further layers (often given ''priorities'' like how Race is given 1st Consideration in who's ''beneath'' whom) in dehumanization#which is an ideology people have to Reject to; you know; humanize everyone they encounter. but they don't ''have'' to so: might not!#& obviously playing into it is what's encouraged And demanded so yeah go find the ppl in Your life to scapegoat / deem inferior! to cope!#while this is so entrenched/supported By Everything As Is that it's just ppl ''being normal'' instead of consciously disdainfully violent#so it's Something having to go ok no the double standards never cease the Sympathy (i.e. again taking unilateral Responsibility for other#ppl's feelings (& by extension hopefully their resultant actions)) will never even afford you Being Liked much less the Basic Respect#whether someone happens to personally find you Likable or not in the first place. have to ofc Hope others have other principles about it#which; you know; the logic of Ableism is in all the systems of dehumanization & exploitation. it's Just Biology / Reality....#everyone's so Great abt things now. def don't have ppl like ''haha the lack of social skills am i right autists'' / ''annoyingly nd ppl''#just saying the same shit in an XD arm slung around your shoulder tone now. dont want me saying Idiot this is why i love ableism#(it was bc everyone is already taught to love ableism & leverage it however they can) i wasn't a violent bigot: then the leftists pwned me#anyways consulting Exp. w/Authoritarian Family sure can be a touchstone recognizing resonances anywhere else. dynamics/interactions. govts
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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.
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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.
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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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#paul atreides x reader#paul atreides smut#paul atreides x you#paul atreides i need you so bad#feyd rautha smut#feyd rautha x reader#feyd x reader#me and the devil; series#feyd x you#feyd smut#dune fanfiction#dune smut
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◉ 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!
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[Title]: Spellcasting At an Intermediate Level
Related Reading (*Highly recommended)
Basics of Spellcasting Intermediate Gnosis* Energy Work Fundamentals Intermediate Energy Work Advanced Energy Work Energetic Constructs Anchors Basics of Astral Projection Non-Sympathetic Magic (Patreon Exclusive) Threshold Theory Correspondences* Visualization: Effective Implementation* Spell Logs* Taglocks Bias in Witchcraft Magical Potency*
Introduction
So you’ve mastered the basics, Congratulations! Intermediate witchcraft represents a transformative phase in a practitioner's journey, where foundational knowledge is expanded and refined through deeper engagement with esoteric principles. Here, practitioners gain an enhanced understanding of gnosis—the direct, experiential knowledge of magical and spiritual truths—and learn to navigate the intricacies of circumstance, aligning their practices with environmental, social, astrological, and energetic influences. Daily rituals become more nuanced, incorporating diverse components such as consistent mindfulness and complex energy work. New methods of spellcasting emerge, emphasizing the importance of precise spell dictation and meticulous record keeping to track efficacy and refine techniques. Continuous learning is vital, as practitioners explore new magical theories and methods while actively participating in their community. This dynamic interplay of personal development and communal exchange fosters a richer, more sophisticated approach to witchcraft, facilitating both individual growth and collective wisdom.
Gnosis & Circumstance
Gnosis
Gnosis, in the context of magical practice, refers to a profound state of experiential knowledge that transcends ordinary cognition. It is not merely intellectual understanding but a deep, intuitive grasp of the underlying currents that shape reality. Gnosis allows the practitioner to perceive and interact with the subtle energies that permeate the world, enabling the manipulation of these energies for specific outcomes. This state is often achieved through altered states of consciousness, wherein the mind operates differently than the mundane, everyday awareness.
Altered states of consciousness are essential for the acquisition and application of gnosis. These states can be described as a spectrum of mental conditions where normal cognitive processes are suspended, allowing access to layers of reality that are usually obscured by ordinary perception. These states can range from light trances to deep, immersive experiences where the boundaries between the self and the environment dissolve. Such states are not merely a psychological phenomenon but are understood as a means of attuning the practitioner's mind to the frequencies that govern the subtle aspects of existence. The deeper the state of consciousness, the more profound the level of gnosis achieved, and thus, the more potent the magical workings can become.
However, a state of gnosis can be aimed and corralled into a more specific subset of conceptualizations. This technique involves the deliberate construction of intricate thought patterns and networks of ideas that are imbued with the practitioner’s will. These mental networks function as a framework upon which the energies of the spell can be organized and directed.
This practice requires a high level of mental discipline and clarity, as the constructs must be maintained with precision. Any lapse in focus can disrupt the integrity of the mental network, weakening the spell's effectiveness. The process of conceptualization is, therefore, both a mental and energetic act, where the practitioner not only organizes their thoughts but also aligns their energies with the desired outcome.
Circumstance
Circumstance refers to the external factors and conditions that can influence the effectiveness of magical workings. While gnosis is an internal state, circumstance encompasses the external environment, the emotional and energetic states of those involved, and the alignment of time and space. A deep understanding of circumstance allows the practitioner to harmonize their workings with the natural flow of the natural world, enhancing the potency of their magic.
External factors serve as amplifiers or dampeners of the energy that the practitioner seeks to manipulate. When the circumstances align favorably, the energies flow more smoothly, and the desired outcome is more likely to manifest. Conversely, if the circumstances are in opposition to the desired outcome, the practitioner may encounter resistance, making the working less effective or even entirely ineffectual. Several elements constitute the circumstantial factors that can influence magical workings. These include environmental conditions, the emotional and energetic states of those involved, and temporal and celestial alignments.
The environment in which a spell is cast can have a profound impact on its success. Factors such as weather, temperature, and the presence of natural elements can either support or hinder the flow of energy. For instance, a spell cast during a storm may harness the chaotic and powerful energies of the weather, amplifying its effect. On the other hand, trying to cast a spell in a stifling, oppressive environment may drain the practitioner’s energy, reducing the spell’s potency.
The emotional and energetic states of both the practitioner and those nearby are critical components of circumstance. Emotions can generate powerful energetic fields that may influence the outcome of a spell, either positively or negatively. A practitioner in a state of calm, focused determination is more likely to channel energy effectively than one who is distracted or agitated. Similarly, the emotional states of others in the vicinity can also impact the spell. If those nearby are supportive and aligned with the spell’s purpose, their energies can contribute to its success. Conversely, if they are skeptical, fearful, or antagonistic, their negative energies can interfere with the spell, weakening its effect.
Timing is a crucial element in determining the efficacy of spellwork, with astrological alignments and aspects playing a significant role. The positions and interactions of celestial bodies such as the sun, moon, planets, and stars are believed to influence the energies available at any given moment, thereby impacting the success of a spell.
For instance, a conjunction of Venus and Jupiter might be seen as particularly auspicious for rituals involving love and prosperity, as the energies of these planets synergize to amplify such intentions. In contrast, a square aspect between Mars and Saturn might introduce obstacles or resistance, making it an inopportune time for initiating new ventures. Similarly, certain planetary transits, like Mercury retrograde, are often viewed as periods for reflection and review rather than action.
Combining Gnosis and Circumstance for Effective Spellcasting
Combining gnosis and circumstance is essential for effective spellcasting. While gnosis provides the practitioner with the internal focus and control needed to direct subtle energies, circumstance ensures that these energies are aligned with the natural flow of the world. The integration of these two aspects allows the practitioner to cast spells that are both powerful and harmonious with the surrounding environment. The most effective spells are those where gnosis and circumstance are perfectly aligned. In such workings, the practitioner’s internal state is in harmony with the external environment, creating a synergistic effect that amplifies the power of the spell.
To achieve this, the practitioner must carefully prepare both internally and externally. Internally, they must reach a state of gnosis through techniques such as meditation, breathwork, and mental networking. Externally, they must assess and, if necessary, modify the circumstances to align with the desired outcome. This might involve choosing the right time and place for the spell, ensuring that the emotional and energetic states of all involved are aligned, and selecting an environment that supports the working.
The integration of gnosis and circumstance is not a passive process but requires active engagement and awareness. The practitioner must be attuned to both their internal state and the external environment, constantly assessing and adjusting as necessary to ensure optimal alignment. This might involve making small adjustments, such as altering the timing of the spell or choosing a different location, or more significant changes, such as working to shift the emotional or energetic states of those involved in the working. The difficulty lies in the potential to disrupt the state of gnosis by becoming too rigid, or by allowing the mind to wander too far. Oftentimes, gnosis is broken for simple reasons such as: not having incantations memorized, not knowing exactly where tools or objects are located at the time they are to be used, and being interrupted by another person in person or through cell phone notification(s).
In more complex workings, where multiple practitioners are involved, the importance of aligning gnosis and circumstance becomes even more pronounced. Each practitioner must not only achieve their own state of gnosis but must also harmonize their energies with those of the other participants. This requires a high degree of coordination and communication, ensuring that all involved are in a similar state of awareness and that the external circumstances are conducive to the collective working. The coordination of group magic might involve shared meditative practices, synchronized breathwork, or collective rituals that align the energies of all participants. The external circumstances must also be carefully managed, ensuring that the timing, location, and emotional environment are supportive of the collective intention. When all these elements are in alignment, the combined energies of the group can create a powerful and unified force, greatly enhancing the effectiveness of the spell.
Daily Practices
Integrating spellcraft and spellcasting into daily life is a practice that not only elevates mundane routines but also deepens the practitioner's connection with the underlying forces that shape their existence. By weaving magical practices into everyday activities, one can cultivate a continuous awareness of the subtle currents of energy that permeate all aspects of life. This approach to spellcraft emphasizes the importance of consistent engagement and intentional living, enabling practitioners to harness and direct these energies with precision and purpose.
Incorporating simple rituals and spells into daily life does not require elaborate preparations or rarefied tools; instead, it hinges on the practitioner's ability to imbue routine actions with deeper significance. These daily rituals can be as simple as lighting a candle in the morning, stirring a cup of tea, or walking barefoot on the earth. Each of these actions can be transformed into a magical practice through conscious focus, gnosis, and an understanding of the symbolic and energetic dimensions of the act.
Mindfulness & Energy Work
Magical mindfulness involves cultivating a heightened awareness of the present moment, with an emphasis on the subtle energies that surround and influence us. By integrating this awareness into daily activities, practitioners can transform routine tasks into opportunities for magical work.
One way to incorporate magical mindfulness into daily life is through breathwork. Breath is the most immediate and accessible form of life force, and by consciously controlling the breath, practitioners can influence their own energetic state. A simple practice is to take a few moments each day to focus on the breath, breathing deeply and evenly. This can be done during any mundane activity—such as washing dishes, commuting, or walking. By synchronizing the breath with the rhythm of the activity, the practitioner creates a harmonic resonance between their internal and external environments. This practice not only calms the mind and body but also enhances the practitioner’s ability to channel and direct energy.
Another practice that embodies magical mindfulness is the art of visualization through sensory engagement. As the practitioner goes about their day, they can focus on the sensory experiences of their surroundings—textures, colors, sounds, and scents—using these as focal points for meditation and magical work. For example, while washing hands, the practitioner might focus on the sensation of the water flowing over their skin, envisioning it as a cleansing force that washes away negativity. By engaging the senses in this way, the practitioner deepens their connection to the present moment and harnesses the power of sensory perception in their magical practice.
Energy work, too, can be seamlessly integrated into daily life. Practices such as grounding, centering, and warding can be performed at any time, allowing the practitioner to maintain a balanced and protected energy field. But of all the ways to implement energy work into your daily routine, is by practicing each aspect of basic energy work. Below, I’ve listed each of the basic 7 aspects of energy work. This practice is detailed, multi-layered, and sequential in its approach, suggesting that each aspect builds upon the mastery of the previous one. Let us explore each aspect in detail, considering practical implications. It is recommended that each step is done daily, up to what is feasible.
[These practices are further detailed in my Energy Work Fundamentals and Intermediate Energy Work articles.] (See: Related Reading)
1st Aspect: The Act of Resealing
Concept and Practice:
The first aspect involves a technique of energy reclamation and reintegration. When one experiences intense emotions or sensations (such as joy, awe, fear, anger, or beauty), there is a natural release of energy, often physically felt as "goosebumps" or a tingling sensation. This practice instructs the practitioner to become aware of this released energy and to gather it back into their body. The process described involves feeling for external energies, which should feel similar to smoke or fog, which is then drawn back into the body and stored in the Wellsource.
Significance:
The act of resealing is significant because it emphasizes the importance of energy conservation and control. By reclaiming and reintegrating energy, one ensures that their energy is not dissipated into the environment but rather retained for personal use. This practice could be seen as foundational, ensuring that the practitioner maintains a stable and contained energetic field.
Mastery:
Able to absorb energy from any given location on the body.
Able to absorb through an area of any possible given size.
Able to absorb at any given rate of flow
2nd Aspect: The Act of Expansion
Concept and Practice:
This aspect focuses on the expansion of one's energy field beyond the physical body. The practitioner is instructed to first become acutely aware of their skin and the sensations across it. Then, by breathing into their wellsource, they are to expand this energy field outward, extending their awareness beyond their physical form. The exercise is essentially an act of growing one's energetic influence and awareness to encompass the space around them.
Significance:
The release and expansion of energy is crucial for those who wish to interact with the external world on an energetic level. By releasing energy, you can consciously feed projections and constructs into spells or spells into constructs. By expanding one's energy, the practitioner can project their awareness and influence into their surroundings, potentially affecting and interacting with external energies and entities. This practice lays the groundwork for more advanced forms of energetic manipulation.
Mastery:
Able to release energy from any given location on the body.
Able to release through an area of any possible given size.
Able to release at any given rate of flow
Able to expand energetic field and energetic awareness by extension
3rd Aspect: The Act of Form
Concept and Practice:
The third aspect introduces the concept of shaping energy into specific forms. The practitioner is instructed to draw energy from their wellsource into their hands and shape it into a sphere through minute manipulations of their energetic field in tandem with energy being released from their palms, and then into a more complex geometric shape like an octahedron. This exercise involves not just the visualization of the shape as a mould but also the tangible feeling of the energy as it takes form and becomes a distinct entity separate from the practitioner's body or field.
Significance:
Forming energy into shapes is a method of giving structure to one's energetic output. It is a step towards more precise and intentional energy work, where the practitioner can create and manipulate energetic constructs. The ability to give energy form implies control over its properties and purpose, which is vital in any advanced magical practice. Without being able to form energy, a practitioner would be unable to generate energetic constructs.
Mastery:
Able to create and maintain a sphere, octahedron, dodecahedron, tetrahedron, cube, and torus for any given amount of time.
Able to modify the form, but not size, of an object without losing or gaining energy.
4th Aspect: The Act of Density
Concept and Practice:
Here, the practitioner learns to condense their energy into a smaller, denser form. The exercise begins with a sphere of energy, which is then filled with more energy without increasing its size. Eventually, the sphere is condensed to the smallest possible point, concentrating its energy to an extreme degree.
Significance:
Density in energy work is akin to intensity or potency. By mastering this aspect, the practitioner gains the ability to concentrate vast amounts of energy into a small, powerful form. This could have numerous applications, from creating more effective energetic tools or shields to enhancing the impact of energetic or magical work. It also teaches the practitioner the importance of not just quantity of energy, but quality and concentration.
Mastery:
Able to create a form and manipulate its energetic density to any given degree without altering its size or form.
Able to generate hyper-dense energetic constructs at an infinitesimally small size.
5th Aspect: The Act of Precision
Concept and Practice:
Precision involves directing one's energy with pinpoint accuracy. The practitioner starts with their dense, microscopic sphere of energy and transforms it into a sliver, which is then directed toward a specific target. The sliver can be expanded or contracted as needed, but the focus is on the ability to direct this energy with extreme precision.
Significance:
Precision is vital in energy work, especially in applications that require targeted effects, such as healing, protective wards, or the manipulation of specific aspects of reality. By mastering precision, the practitioner ensures that their energy reaches exactly where it is intended, without waste or unintended side effects. This also involves a heightened level of control over one’s energy.
Mastery:
Able to control minute but hyper dense quanta of energy with precision without losing concentration
6th Aspect: The Act of Mitosis
Concept and Practice:
The act of mitosis involves the division of one's energy into multiple identical forms. The practitioner begins with a single sphere of energy, which is then divided into two, and then these two are divided again, continuing until the forms are innumerable. The challenge here is to maintain the energy in each form without losing any of its potency or control.
Significance:
This aspect symbolizes the ability to replicate and distribute one's energy without loss of power or coherence. It could be seen as a metaphor for creating multiple points of influence or for multitasking on an energetic level. The ability to maintain many identical forms of energy suggests a mastery of control and a deep understanding of the nature of energy itself. This skill could be essential in complex rituals, where multiple energetic tasks must be performed simultaneously.
Mastery:
Able to create a simple form and then split it into a minimum of 32 individual units, each with unique paths through space with unique velocities while maintaining size, form, and density of each form.
7th Aspect: The Act of Frequency
Concept and Practice:
The final aspect involves the alteration of the vibrational frequency of one's own energy. The practitioner first creates a spherical form of energy and observes its natural color and vibration. Then, through intent and breath, the practitioner alters this form, changing its color and vibrational quality. The practitioner is encouraged to notice the effects of these changes on their own body and surroundings.
Significance:
Frequency in this context relates to the vibrational quality of energy, which can influence how it interacts with other energies and matter. By mastering frequency, the practitioner can fine-tune their energy to resonate with or counteract other frequencies. This skill is crucial for advanced energy work, where the practitioner needs to align their energy with specific outcomes or harmonize with external forces. This final aspect suggests a culmination of all previous skills, where the practitioner not only controls and shapes their energy but also tunes it to the desired frequency for precise and effective results.
Mastery:
Able to manipulate the qualities of any given quanta of energy to any other desired qualities, without using outside interference to accomplish it.
Integrating the Seven Aspects
The Seven Aspects together form a comprehensive system of energy mastery. Each aspect builds upon the last, leading the practitioner from basic energy reclamation to advanced manipulation of frequency. The journey through the aspects is one of increasing control, precision, and understanding of one's energy and its interaction with the world.
This system emphasizes not just the technical aspects of energy work but also the importance of awareness and intent. Each exercise requires the practitioner to be fully present and conscious of their actions, reinforcing the idea that energy work is not just about power but about mindfulness and deliberate action.
In a broader spiritual or esoteric context, mastering the Seven Aspects could be seen as a path to self-mastery, where control over one's energy equates to control over one's life force, emotions, and interactions with the universe. This path could lead to a heightened state of being, where the practitioner is in harmony with their own energy and the energies of the world around them.
Exploring New Casting Methods
Understanding the Flow and Manipulation of Energy
Energetic magic represents one of the most fundamental aspects of magical practice, revolving around the ability to perceive, harness, and manipulate the subtle currents of energy that permeate all things. At its core, this practice demands sensitivity to these energies, allowing the practitioner to tap into these forces and mold them according to their will. Doing so expands the means through which practitioners can cast spells.
To cast purely energetic magic, one must first recognize that energy is not confined to physical forms or measurable quantities. It exists in a spectrum that ranges from the dense, tangible energies found in material objects to the more elusive, subtle forces that underlie space. This energy can be found in the natural world, within the human body, and even in the abstract connections between entities and ideas. Practitioners of energetic magic learn to perceive these flows, sensing the way energy moves, accumulates, and disperses. This heightened awareness is crucial, as the manipulation of these forces requires a delicate balance of precision and strength.
Astral Magic
Astral magic involves the exploration and manipulation of spatial and non-physical dimensions of existence. Central to this practice is the concept of astral projection, wherein the practitioner consciously separates their awareness from their physical body, enabling them to navigate these unseen realms.
In this state, the practitioner navigates expansive realms of consciousness and environments that elude the physical senses. These experiences are often characterized as intensely vivid and beyond the scope of ordinary reality, with perceptions that surpass conventional sensory limitations. Importantly, such experiences are independent of physical senses, and relying on practices like visualization can actually obstruct the practitioner's efforts. The sensory experience of these non-physical planes defies easy description, leading many practitioners to resort to analogies. While vision might serve as a metaphor for certain energetic perceptions, it falls short in capturing essential elements like dimensionality and scale. Moreover, though spirits may traverse planes accessible to the practitioner, they do not reside within these realms. A key marker of a genuine non-physical experience is the absence of interaction with spirits, particularly the lack of any structured spirit society. The presence of such a concept should immediately raise suspicion, as it suggests personal narrative rather than authentic experience.
During astral projection, a practitioner retains the ability to cast spells with full efficacy. This approach is particularly effective for performing non-sympathetic magic, which does not depend on the use of a taglock or the principles of sympathetic magic. Unlike sympathetic magic, which often requires a physical link to the target, non-sympathetic magic operates independently of such connections. However, it is important to note that this form of spellcasting is most efficiently conducted within our standard spatial dimension, rather than in any extradimensional spaces. The reason for this is that the practitioner needs direct access to their intended target, something that is best achieved within the confines of the physical world.
Attempting to cast in an extradimensional context can introduce complexities that may diminish the spell's effectiveness, as the practitioner's connection to the target becomes less direct and more abstract. While astral projection offers a unique vantage point and can provide valuable insights, the mechanics of casting often require the practitioner to be firmly anchored in their native spatial reality. This ensures that the magical energy is channeled precisely and reaches its intended target without unnecessary distortion or delay. Thus, while astral projection can complement and enhance spellwork, it is most effective when combined with the physical presence required for non-sympathetic magic.
[This practice is further detailed in my Non-Sympathetic Magic article on Patreon.] (See: Related Reading)
Fate Magic
Fate magic, a branch of occult practice that deals with the manipulation of destiny, operates on the belief that the threads of one's life are not entirely fixed, but can be influenced or redirected through magical means. This concept is rooted in the idea that fate is not a singular, unchangeable force, but rather a complex web of possibilities and probabilities, each interconnected and subject to change. This type of working becomes easier to conceptualize if these strings of fate are thought of as having an energetic make up.
In fate magic, the practitioner seeks to understand the underlying patterns and forces that shape their own life and the lives of others. This involves a deep exploration of the concept of destiny, recognizing that while some aspects of life may be predestined or inevitable, others remain fluid and open to influence. The practitioner learns to identify the key moments or decisions that hold the greatest potential for altering the course of fate, and through their magical work, they seek to nudge these moments in the desired direction.
Fate magic opens an interesting discussion of the philosophy of self-determination vs. predetermination, or free-will vs. predetermined action. In my personal experience working with fate in magical practice, I have found that some arguments of both stances resonate true. Especially when multiverse theory is considered.
Techniques for Influencing and Altering Fate
The practitioner must first gain a clear understanding of the current trajectory of events, often through direct experience, visions derived from dreams, and divinatory practices such as cartomancy, cleromancy, or scrying. These methods provide glimpses into the possible futures that lie ahead, allowing the practitioner to identify the points of greatest influence as well as potential paths of least resistance.
Once the practitioner has identified the target, they can employ a variety of techniques to influence fate. One common method involves the use of sympathetic magic, where the practitioner creates a symbolic representation of the desired outcome and then enacts a series of ritual actions designed to bring it into reality. This may involve the use of candles, herbs, or other ritual tools, each chosen for their specific correspondences to the desired outcome.
Another technique involves the direct manipulation of fate strings. In this practice, the practitioner seeks to alter the flow of energy through these strings, either consciously or by severing them through a cord-cutting ritual. The energies within fate strings are complex and difficult to transmute as a whole, but can be gradually adjusted by introducing various energetic compounds. The rate of flow through fate strings is easier to accomplish, however. These practices can be done using visualization as a tool, but not as the practice. Rather, the practitioner needs to affect the string through its connecting point at the Wellsource.
Common examples of Fate-Altering Spells and Rituals
Fate-altering spells and rituals can take many forms, depending on the specific goals and circumstances of the practitioner. Here are a few examples that illustrate the diversity and complexity of fate magic:
- The Web of Fate Ritual (European Paganism): This sympathetic ritual involves creating a physical representation of the interconnectedness of events and choices. The practitioner constructs a web-like structure using threads or cords, each strand symbolizing a different aspect of fate. At the center of the web lies the practitioner’s goal or desired outcome. As the ritual progresses, the practitioner methodically manipulates the strands, symbolically altering the connections between different aspects of fate to guide the overall outcome towards the center. This ritual is particularly useful for complex situations where multiple factors need to be influenced simultaneously.
The Crossroads Spell (African Diaspora): Drawing from traditions that associate crossroads as places of power, this spell seeks to influence a pivotal decision or moment in the practitioner's life. The crossroads are symbolically represented, and the practitioner must meditate on the different paths available to them. Offerings are made to the forces that govern fate, asking for guidance or intervention to ensure that the chosen path leads to the desired outcome. This spell emphasizes the importance of choice and the critical moments that can determine the course of one's life.
The Turning of the Wheel (Wiccan): This spell is designed to influence the cycles and phases of life, often used when the practitioner seeks to end a period of difficulty or initiate a new phase of growth. The "wheel" represents the cycles of time and fate, and the ritual involves the physical turning of a wheel-like object, such as a disk or stone. As the wheel turns, the practitioner focuses on the transition from one phase to another, directing energy to bring about the desired change. This spell is particularly potent during natural transitions, such as solstices, equinoxes, or significant personal milestones.
Evocation, Invocation, and Spirit Contracts
It should be noted that most easily accessible information regarding Invocations and Evocations are from Ceremonial Magick sources, such as Order of The Golden Dawn, Rosicrucianism, and Thelema (Crowley). While these practices exist across many diasporas, these sources are far more published in writing since most other traditions require initiation and/or are passed down orally. These readily available sources derive most of their practices through the gradual evolution of ideas taken from Jewish, Taoist, Arab diasporic, Kemetic, and Hindu traditions combined with interpretations of medieval texts and Gnosticism.
Evocation is the practice of calling forth spirits, deities, or other non-physical entities into the presence of the practitioner. Unlike invocation, which involves inviting an entity to enter the practitioner’s body or consciousness, evocation keeps the entity external, allowing for interaction without direct possession. This distinction is crucial, as it delineates the boundaries of influence and control in the ritual.
The purpose of evocation varies widely, ranging from seeking knowledge or guidance to requesting assistance in magical workings. The practitioner must possess a thorough understanding of the nature of the entity they intend to summon, including its attributes, strengths, weaknesses, and any historical or mythological context that might influence its behavior. This knowledge is essential not only for successful evocation but also for ensuring the safety and efficacy of the ritual.
Preparing for and Conducting Evocation
Preparation for evocation involves several key steps, each designed to create the optimal conditions for summoning the entity and ensuring a controlled interaction. The first step is the purification of the ritual space, which may involve cleansing with incense, salt, or other purifying substances. This process serves to clear any unwanted energies or influences, creating a neutral environment where the entity can manifest without interference.
Next, the practitioner must construct a protective barrier, often in the form of a circle or triangle, to contain the summoned entity and prevent it from acting beyond the confines of the ritual. This barrier is typically created using a combination of symbols, words of power, and energetic techniques, each chosen for their effectiveness in controlling the specific type of entity being evoked. The practitioner must also prepare offerings or sacrifices, depending on the nature of the entity, as a sign of respect and as a means of appeasement.
The actual process of evocation begins with the recitation of a summoning incantation, which may be drawn from traditional grimoires or composed by the practitioner. The incantation serves as a focal point for the practitioner’s will, calling the entity forth from its domain into the physical or mental plane. During this process, the practitioner must maintain a state of heightened awareness and control, as the entity may resist or challenge the summoning. Once the entity has been successfully evoked, the practitioner must engage in dialogue or negotiation, clearly stating their purpose and intentions while being mindful of the entity’s nature and potential responses.
Building Relationships with Entities
While evocation isn't necessary to interact with spirits, successful evocation often leads to ongoing relationships with the summoned entities, particularly if the practitioner intends to work with them regularly. Building a strong relationship with an entity involves mutual respect, trust, and a deep understanding of each other’s needs and capabilities.
One of the primary ways to build such a relationship is through regular offerings and rituals that honor the entity. These acts of devotion demonstrate the practitioner’s commitment and respect, fostering goodwill and cooperation. The practitioner may also seek to learn more about the entity’s preferences, attributes, and history, using this knowledge to tailor their rituals and interactions in ways that are pleasing to the entity.
In some cases, the relationship may evolve into a form of mentorship, where the entity provides the practitioner with guidance, knowledge, or power in exchange for continued offerings or services. These relationships can be highly beneficial, but they require careful management to ensure that the balance of power remains equitable and that the practitioner does not become overly reliant on the entity.
Contractual Considerations and Safety Measures
When working with powerful entities, particularly those of a more complex or dangerous nature, it is often common and necessary to establish formal agreements or contracts. These contracts outline the terms of the relationship, including what the entity will provide, what the practitioner will offer in return, and any limitations or boundaries that must be observed.
Crafting a spirit contract requires precision and clarity. The terms must be explicit and unambiguous, leaving no room for misinterpretation or exploitation. This often involves the use of traditional legalistic language or the incorporation of specific magical terms that bind the entity to the agreement. The contract may be inscribed on parchment, sealed with specific symbols or sigils, and consecrated through ritual actions to ensure its validity.
Safety measures are paramount when engaging in spirit contracts or any form of evocation. The practitioner must be aware of the potential risks, including the possibility of deception, coercion, or retaliation from the entity. Protective measures, such as the use of wards, protective talismans, or the invocation of higher powers for protection, are essential to safeguarding the practitioner and maintaining control over the ritual.
Additionally, the practitioner must be prepared for the possibility that the entity may not honor the terms of the contract or may attempt to renegotiate or alter the agreement. In such cases, the practitioner must remain firm and assertive, using the terms of the contract and their own magical authority to enforce compliance. If necessary, the practitioner should be prepared to banish the entity, using whatever means are appropriate to sever the connection and end the relationship.
Compounding Multiple Elements into a Single Spell
The principle of synergy in magical practices involves the interplay of various energetic elements to achieve a unified effect. This harmony arises when distinct components of a spell complement each other, creating a more potent and cohesive outcome. When diverse elements, such as symbols, actions, or materials, are combined, they interact in a manner that amplifies their collective influence. This can be likened to how a well-orchestrated symphony produces a richer auditory experience than individual instruments played in isolation.
The integration of various methodologies and components into a single spell demands a comprehensive understanding of their individual properties and how they interact. Multidisciplinary integration involves aligning disparate elements, each with its own specific energetic qualities and functions, into a singular operational framework. This process requires an adept grasp of how different magical practices, symbols, or rituals can be interwoven to create a cohesive spell structure.
The psychological and emotional states of the practitioner play a significant role in the efficacy of compounded spells. Emotional resonance and mental clarity can greatly influence how well different components coalesce. For instance, a practitioner’s emotional state might affect how well they can focus and channel their energies. Emotional intensity and psychological readiness can either enhance or hinder the integration of multiple spell elements, making the practitioner’s internal state a crucial factor in the spell’s success.
While harmony is often emphasized, the strategic use of dissonance can also be valuable. Dissonance between components can create dynamic tensions that drive change or transformation. For example, contrasting elements may interact in a way that generates a powerful catalytic effect. This can be seen in situations where opposing energies or conflicting symbols are used deliberately to provoke a desired outcome or to facilitate a significant shift. The key lies in understanding how to manage and direct these tensions to achieve a productive result.
Streamlining Elements into a Unified Conceptualization
A coherent magical framework is essential for the successful execution of a spell involving multiple elements. This framework serves as a blueprint, guiding how each component fits into the overall design. It involves outlining the purpose of each element, determining how they will interact, and establishing a clear sequence of actions. The goal is to ensure that all components work together harmoniously, with each part contributing to the intended outcome without causing conflicts or redundancies. Balancing diverse energies involves ensuring that the various components of a spell do not overshadow each other or cause imbalances. This requires a careful assessment of each element’s energetic properties and how they align with one another. Techniques such as adjustment of proportions, sequencing of actions, and modulation of intensity can help achieve this balance. The aim is to create a spell where the combined energies enhance each other, rather than compete or interfere with one another.
Conflicts and inconsistencies between spell components can undermine the spell’s effectiveness. Identifying and resolving these issues involves analyzing the potential sources of discord, such as conflicting symbolic meanings or contradictory energies. Practitioners must be adept at making adjustments, whether through reconfiguration of components or through the implementation of harmonizing techniques, to ensure that all elements work towards a common goal without causing detrimental effects.
The Benefits and Challenges of Complex Spellwork
Multi-element spells often exhibit enhanced effectiveness due to the combined potency of various components. Each element contributes its unique properties, potentially amplifying the overall impact. The precision of such spells can also be improved as different aspects address specific facets of the intended outcome, allowing for a more targeted approach. The use of multiple elements expands the scope of spellwork, allowing practitioners to address a wider range of issues or goals. This flexibility enables the adaptation of spells to different contexts or requirements, making them more versatile and applicable in diverse situations. By incorporating various techniques and materials, practitioners can tailor their spells to more precisely fit their needs.
One of the primary risks of complex spellwork is overcomplication, which can lead to energy dilution. When too many elements are incorporated without careful planning, the spell may become convoluted, with the energies becoming scattered rather than focused. This can result in diminished effectiveness or even failure of the spell.
The complexity of multi-element spells introduces a higher risk of unintended consequences. The interaction of various components can produce unexpected results, particularly if the energies are not properly balanced or if there are conflicts between elements. Practitioners must be vigilant in anticipating and managing these potential issues to avoid adverse outcomes.
Compounding multiple elements into a spell necessitates a high level of skill and knowledge. Practitioners must possess a deep understanding of each component’s properties and how they interact. This requires advanced training and experience, as well as the ability to manage complex energetic dynamics effectively.
Planning and Preparation
Each component of a spell possesses distinct properties and associations that influence its role within the spell. Assessing these properties involves understanding how each element contributes to the overall energetic structure. This includes evaluating the symbolic meanings, energetic qualities, and practical applications of each component.
Evaluating the purpose and alignment of spell components involves ensuring that each element serves the intended function and aligns with the overall goal. This includes assessing how components will interact with each other and how their properties contribute to the desired outcome. Consistency in purpose and alignment is crucial for achieving a coherent and effective spell.
Structuring a Multi-Faceted Spell
Developing a structured plan involves identifying and establishing the core components of the spell. These components form the foundation of the spell’s structure and include the primary elements that will drive its effectiveness. Each core component must be carefully selected based on its role and contribution to the overall goal.
The sequence and timing of spell components are critical to the spell’s success. Determining how and when each element will be introduced or activated ensures that the spell progresses in a coherent and orderly manner. Proper sequencing helps maintain focus and alignment, preventing disruptions or conflicts.
Integrating multiple techniques involves blending various magical systems or methodologies to create a unified approach. This may include combining different ritual practices, symbolic systems, or energetic techniques. The challenge lies in harmonizing these systems so that they complement rather than contradict each other.
Utilizing varied ritual actions involves incorporating diverse techniques and actions into the spell. This may include a combination of physical actions, verbal invocations, and mental focus. The goal is to create a dynamic and multi-faceted approach that enhances the spell’s effectiveness through diverse means.
Designing the ritual space and atmosphere involves creating an environment conducive to the spell’s success. This includes setting up physical space, arranging ritual tools, and establishing the desired ambiance. A well-designed ritual space supports the practitioner’s focus and facilitates the flow of energy.
Coordinating multiple ritual elements involves ensuring that all aspects of the ritual work together harmoniously. This includes synchronizing the timing, actions, and focus of each element to maintain a cohesive and effective ritual process. Coordination helps prevent disruptions and ensures that the spell’s components function in concert.
Execution and Follow-Up
Preparing the ritual space involves arranging the physical environment to support the spell’s execution. This includes setting up the ritual tools, creating a clean and organized space, and ensuring that the area is free from distractions or disruptions. The physical setup should reflect the nature of the spell and facilitate the practitioner’s focus and engagement.
Creating energetic boundaries involves establishing a protective and supportive field around the ritual space. This can be achieved through various methods, such as casting a circle, invoking protective forces, or using symbolic barriers. Energetic boundaries help contain the spell’s energies, prevent interference, and create a focused environment for the ritual.
Grounding and centering are preliminary rituals that prepare the practitioner for effective spellcasting. Grounding involves establishing a connection with the earth to draw stability and balance, while centering focuses on aligning the practitioner’s internal energies. These practices help the practitioner achieve a state of readiness, enhancing their ability to direct their energies and maintain focus during the spell.
Invoking protective and empowering forces involves calling upon energies or entities that support and safeguard the spell. This can include invoking deities, spirits, or elemental forces, depending on the practitioner’s tradition and preferences. The purpose is to create a supportive and secure environment that enhances the spell’s effectiveness and protects against potential negative influences.
Following the pre-defined sequence involves executing the spell according to the established plan and timing. This includes performing each action or step in the prescribed order to ensure that the energies and components interact as intended. Adhering to the sequence helps maintain the integrity of the spell and ensures that all elements contribute to the desired outcome.
Monitoring energy flow involves observing the dynamic interactions of the spell’s components and making any necessary adjustments. This may include adjusting the intensity, direction, or focus of the energies as needed. Being attuned to the flow of energy allows the practitioner to respond to any changes or issues that arise during the spellcasting process.
Observing immediate outcomes involves paying attention to any changes or reactions that occur as a result of the spell. This includes noting any shifts in energy, alterations in circumstances, or responses from individuals or entities involved. Recording these observations helps assess the initial impact of the spell and provides insights into its effectiveness.
Recording sensory and emotional responses involves documenting the practitioner’s experiences and feelings during and after the spell. This can provide valuable information about the spell’s impact and effectiveness. Sensory responses, such as changes in temperature or perception, as well as emotional reactions, can offer clues about the spell’s success and any adjustments that may be needed.
Analyzing Long-Term Effects
Analyzing long-term effects involves assessing the spell’s success in achieving its intended goals. This includes evaluating the overall impact, comparing the results with the desired outcomes, and determining whether the spell met its objectives. Long-term evaluation helps gauge the effectiveness of the spell and provides insights for future practices.
Identifying patterns and trends involves analyzing any recurring effects or outcomes that emerge over time. This can include observing consistent results, noting any trends in the spell’s effectiveness, or recognizing patterns in the response to different components. Identifying these patterns helps refine future spellwork and enhance overall efficacy.
Gathering feedback through self-reflection involves evaluating the practitioner’s own experiences and insights regarding the spell. This includes analyzing personal observations, feelings, and reactions to the spell’s outcomes. Self-reflection helps the practitioner understand their role in the spell’s success and identify areas for improvement.
Seeking external perspectives involves obtaining feedback from others who may have been involved in or observed the spell. This can include consulting with fellow practitioners, mentors, or individuals affected by the spell. External perspectives can provide additional insights and contribute to a more comprehensive understanding of the spell’s impact.
Adjusting and Refining Techniques for Future Spells
Analyzing challenges and failures involves reviewing any difficulties or shortcomings encountered during the spell. Identifying areas of improvement requires assessing what went wrong, understanding the causes of any issues, and determining how to address these problems in future practices. This process helps enhance the practitioner’s skills and refine their techniques.
Learning from mistakes and successes involves reflecting on both positive and negative outcomes to gain insights and knowledge. Understanding what contributed to the spell’s success or failure provides valuable lessons that can be applied to future spellwork. This continuous learning process helps improve the effectiveness of magical practices over time.
Refining methods and approaches involves updating ritual techniques based on the insights gained from previous experiences. This may include adjusting specific actions, modifying the sequence of steps, or incorporating new practices to enhance effectiveness. Regular updates and refinements ensure that the practitioner’s techniques remain relevant and effective.
Enhancing elemental integration involves improving how different components and energies are combined within a spell. This includes optimizing the alignment of various elements, refining the balance between them, and ensuring that they work together harmoniously. Enhanced integration leads to more effective and cohesive spellwork.
Keeping a magical journal involves documenting detailed records of each spell, including the components used, the process followed, and the outcomes observed. A well-maintained journal serves as a valuable resource for tracking progress, identifying trends, and making informed adjustments to future practices.
Revising ritual frameworks and techniques involves periodically reviewing and updating the methods and approaches used in spellwork. This includes making adjustments based on documented experiences, feedback, and new insights. Regular revisions ensure that the practitioner’s practices remain effective and aligned with their goals.
Troubleshooting and Refining Your Practice
In the practice of magic, encountering instances where desired outcomes are not achieved is a common occurrence. Analyzing these failures is crucial to improving one's craft. Several factors may contribute to the ineffectiveness of magical operations, and understanding these can provide pathways to enhancement.
One prevalent reason for the failure of magical workings is a misalignment between the practitioner's energy and the specific nature of the spell. This misalignment may arise from insufficient preparation or a lack of synchronization between the practitioner's focus and the intended outcome. For instance, if a practitioner’s mental state is fragmented or their energy is dispersed, the spell's efficacy may be compromised.
Another common issue is the improper use or placement of symbolic elements. In magical practices, the symbolic representation of objects plays a significant role. If the chosen symbols or materials are not appropriately connected to the intended effect, the spell's potency can be diminished. This misalignment could be due to a misunderstanding of the properties or significance of the objects used. Inadequate ritual structure is another factor that may contribute to unsuccessful magical operations. Rituals often involve complex steps that must be meticulously followed. Omitting or inaccurately performing key elements of the ritual can lead to a lack of coherence and, consequently, a failure to manifest the desired result.
Environmental factors also play a crucial role in the success of magical workings. Factors such as ambient energy, environmental disturbances, or conflicting energies can impede the effectiveness of a spell. Practitioners must consider these elements and ensure that their environment is conducive to their magical efforts.
Techniques for Diagnosing and Correcting Issues
To address the issues causing spell failures, practitioners can employ several diagnostic and corrective techniques. One effective method is to perform a thorough post-operation analysis. This involves reviewing each step of the spell, from preparation through execution, to identify any deviations or discrepancies. Reflecting on the process helps pinpoint areas that may need adjustment.
Another technique is to engage in self-assessment and introspection. Practitioners should evaluate their mental and emotional states during the spellcasting process. Ensuring that one’s focus is unwavering and that emotional disturbances are minimized can significantly impact the outcome. Techniques such as meditation or grounding exercises may help stabilize one's energy and enhance concentration. Additionally, reviewing and refining the use of symbolic elements is essential. Practitioners should reassess the significance of the objects and symbols used in the spell. Ensuring that these elements are correctly aligned with the intended outcome can enhance their efficacy. Adjustments might involve selecting different symbols or materials that more accurately represent the desired effect.
Environmental considerations are also crucial. Practitioners should assess the surroundings for any factors that might interfere with the spell, such as external noise or disruptions. Creating a controlled and harmonious environment can help mitigate these issues and support the spell's success.
Adjusting Your Techniques
Experience is a valuable teacher in magical practices. As practitioners accumulate knowledge and insights from their experiences, they should continuously adapt and refine their techniques. This iterative process involves adjusting methods based on observed results and integrating new understanding into practice.
Adapting techniques requires flexibility and openness to change. Practitioners should be willing to experiment with different approaches and adjust their rituals and methods accordingly. This may involve altering the components of a spell, modifying the ritual structure, or employing new techniques for energy manipulation. By experimenting and observing the outcomes, practitioners can discover more effective methods tailored to their individual practices.
Refining techniques also involves incorporating lessons learned from both successful and unsuccessful spells. Analyzing what worked well and what did not provides valuable insights for future practices. Practitioners should document their experiences and outcomes to build a comprehensive understanding of their methods and refine their approach over time.
Learning from successes and failures is integral to the development of magical proficiency. Successes provide valuable feedback on what elements and techniques were effective. Practitioners should analyze successful spells to identify the factors that contributed to their efficacy. This includes evaluating the preparation, execution, and symbolic elements involved. Failures, while often discouraging, offer equally important lessons. Analyzing unsuccessful spells helps practitioners understand what went wrong and what changes need to be made. It is crucial to approach failures with a constructive mindset, viewing them as opportunities for growth rather than setbacks. By examining the causes of failure and making necessary adjustments, practitioners can enhance their skills and increase the likelihood of future successes.
Building a Knowledge Base
Building a knowledge base involves gathering and synthesizing information from a variety of sources. Practitioners should engage in continuous learning to expand their understanding of magical principles and techniques. This can include studying historical practices, exploring different cultural approaches, and learning from contemporary sources. Practitioners may also benefit from developing a personal compendium of insights gained from their experiences. This may involve keeping detailed records of spells, rituals, and their outcomes. By reviewing and analyzing this compendium, practitioners can track their progress, identify patterns, and refine their methods.
Finding trusted mentors and seeking peer support can greatly enhance a practitioner’s development. Mentors, with their experience and expertise, can provide valuable guidance and feedback. They can help practitioners navigate challenges, refine techniques, and broaden their understanding of magical practices. Internet mentorships within the witchcraft community can present significant dangers, particularly the potential for predatory power structures. The anonymity and lack of accountability inherent in online interactions can enable manipulative individuals to exploit newcomers' vulnerabilities. These so-called mentors may position themselves as gatekeepers of esoteric knowledge, using their perceived authority to control, coerce, or even abuse those seeking guidance. Without the safeguards of face-to-face interactions and established communal oversight, it becomes challenging to discern the intentions of such mentors. Additionally, the rapid spread of misinformation and dogma, often presented as ancient wisdom, can lead to harmful practices and unhealthy dynamics. The power imbalance between a mentor and a mentee can foster dependency, stifling personal growth and autonomy. Thus, it is crucial for practitioners to approach online mentorships with caution, seek multiple perspectives, and prioritize their own discernment and well-being over blind adherence to any one figure's teachings.
Peer support is also beneficial. Engaging with a community of practitioners allows for the exchange of ideas, experiences, and insights. This collaborative environment fosters learning and growth, as practitioners can share their successes, failures, and techniques. Participation in discussions, workshops, and group practices can provide additional perspectives and support.
Books, online forums, and workshops are valuable resources for practitioners seeking to deepen their knowledge and refine their practices. Books offer in-depth exploration of magical principles, techniques, and historical contexts. They can provide a comprehensive foundation for understanding and practice. Online forums and communities provide platforms for discussion, exchange of ideas, and feedback. Practitioners can connect with others, ask questions, and share experiences. Engaging in these forums can provide practical advice, support, and alternative perspectives. Workshops and seminars offer opportunities for hands-on learning and direct instruction. It must also be said that written media, regardless of source is guaranteed to have some bias, mostly found throughout the publisher. Be sure to bear biases in mind when using books or online media as a reference and take active notes on it. Attending workshops allows practitioners to learn from experienced teachers, engage in practical exercises, and gain new insights. Workshops also facilitate networking and collaboration with other practitioners.
Maintaining Efficacy Standards
As practitioners progress to more advanced levels of spellcasting, maintaining high efficacy standards becomes increasingly important. Advanced spellcasting involves complex techniques, nuanced understanding of energy dynamics, and precise execution. Practitioners must ensure that their methods are refined and that they adhere to rigorous standards of practice. Considerations for advanced spellcasting include a deep understanding of the interplay between different magical components. Practitioners must be adept at manipulating various forms of energy and integrating them effectively. This requires not only technical skill but also a heightened level of awareness and control. Ethical considerations also play a significant role in advanced spellcasting. Practitioners must be mindful of the potential consequences of their actions and ensure that their practices are aligned with responsible and ethical standards. This includes respecting the autonomy of others, avoiding harmful effects, and practicing with integrity. Responsible and effective practice is fundamental to the success and integrity of magical work. Practitioners should approach their work with a sense of responsibility, ensuring that their actions are well-considered and that they respect the broader implications of their practices.
Effective practice involves maintaining clarity of purpose, rigorous preparation, and precise execution. Practitioners should continuously refine their techniques and strive for excellence in their work. This includes regularly reviewing and updating their methods, seeking feedback, and remaining open to learning and growth. Responsible practice also entails maintaining a balanced perspective and avoiding over-reliance on magical techniques. Practitioners should integrate their magical work with practical actions and consider the broader context in which they operate. This holistic approach ensures that magical practices are grounded in a comprehensive and ethical framework.
Expanding Your Magical Horizons
Expanding one's understanding of magic necessitates an examination of practices across a variety of cultures. To this end, conducting thorough research is essential. This involves immersing oneself in the historical and contemporary contexts of different traditions. Each culture offers a unique perspective on magical practices, reflecting its values, cosmology, and societal norms. Engaging with primary sources such as ancient texts, folklore, and anthropological studies provides a foundational understanding. Secondary sources, including academic papers and interpretations by contemporary scholars, further contextualize these practices.
Incorporating elements from diverse traditions involves more than superficial adoption. It requires a nuanced approach, respecting the integrity and origins of each practice. For instance, the integration of practices from Indigenous cultures necessitates an awareness of the cultural significance and historical context behind them. Misappropriation, where elements are taken out of context or used without understanding, can undermine the tradition and disrespect its practitioners. Effective integration involves adapting these practices in a manner that aligns with one's existing framework of magical practice. This means translating principles and techniques in ways that harmonize with one's own methodologies while honoring their original contexts. Practitioners must be attentive to the ethical dimensions of this integration, ensuring that their approach does not trivialize or commercialize sacred traditions.
Continuous Learning and Development
The field of magical practice is dynamic and constantly evolving. Staying informed about the latest developments is essential for maintaining a relevant and effective practice. This involves regularly reading recent publications, attending conferences, and participating in online forums or discussion groups. Keeping abreast of new research and discoveries allows practitioners to incorporate contemporary insights into their work. Innovations in magical theory, advancements in ritual techniques, and emerging cultural influences can all impact and enhance one’s practice. Engaging with current literature and scholarship ensures that one’s practice remains vibrant and responsive to new ideas. Additionally, staying updated involves critically evaluating new information and integrating it thoughtfully. Not every development will be applicable or beneficial, so discernment is necessary to determine which insights align with one's goals and methodologies. This ongoing evaluation helps in refining and evolving one's magical practice over time.
A commitment to lifelong learning is fundamental for continuous growth as a practitioner. This dedication involves embracing the idea that magical practice is an evolving journey rather than a static destination. Regularly setting aside time for study, reflection, and experimentation fosters ongoing development. Participating in advanced training, mentorship programs, or specialized courses can further enhance one's skills and knowledge. Seeking guidance from experienced practitioners and engaging in mentorship relationships provide opportunities for personalized growth and deeper understanding. Lifelong learning also entails cultivating an attitude of curiosity and openness. Exploring new areas of study, experimenting with unfamiliar techniques, and challenging one’s assumptions contribute to a richer and more nuanced practice. This proactive approach to learning ensures that one remains engaged and inspired throughout their magical journey.
Recording and Reflecting on Your Journey
Keeping a detailed journal is a valuable practice for documenting one's magical journey. A journal serves as a repository for insights, observations, and progress, providing a record of experiences and lessons learned. Regular entries can track the evolution of one’s practice, highlight successful techniques, and identify areas for improvement. Documenting rituals, spells, and magical work allows practitioners to analyze their effectiveness and make necessary adjustments. Notes on personal reactions, environmental factors, and outcomes contribute to a deeper understanding of how different elements influence magical practices. Over time, this accumulated knowledge can lead to more refined and effective approaches. Additionally, a magical journal can serve as a tool for reflection and growth. Reviewing past entries helps practitioners recognize patterns, assess their development, and set future goals. This reflective process enhances self-awareness and facilitates the ongoing refinement of one’s practice.
Reflection is a critical component of personal and professional growth in magical practice. Regularly assessing one’s experiences, successes, and challenges provides valuable insights into one’s progress and areas for development. This introspective process helps practitioners understand how their practices align with their goals and values. Evolving as a practitioner involves integrating these reflections into one’s ongoing work. This means adapting practices based on insights gained, experimenting with new techniques, and continually striving for improvement. Embracing change and flexibility ensures that one’s practice remains dynamic and responsive to personal growth.
Engaging in reflective practices also fosters a deeper connection with one’s magical work. By understanding the broader implications of their practices and their impact on personal development, practitioners can cultivate a more meaningful and purposeful approach to magic. This ongoing process of reflection and evolution is key to achieving long-term success and fulfillment in the magical arts.
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New Tool May Make Autonomous Vehicles Safer and Smarter - Technology Org
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New Tool May Make Autonomous Vehicles Safer and Smarter - Technology Org
The invention of autonomous vehicles has proven to be an exciting advancement in technology, but many remain apprehensive about their introduction into society due to safety concerns. The University of Nebraska–Lincln’s Dung Hoang Tran is working on a new solution to change that.
Dung Hoang Tran is building a tool to make autonomous vehicles safer. Image credit: Craig Chandler | UNL Communication and Marketing
With the support of a new $529,041 grant from the National Science Foundation, Tran will continue his work on a verification tool that will make autonomous vehicles and other robotics machinery both safer and smarter.
Autonomous vehicles are able to operate in unfamiliar environments thanks to learning components that have been modeled after real-world scenarios and integrated into their systems. When so many components are combined with unpredictable and unprecedented factors in live environments, safety assessment and risk management can become quite challenging for engineers.
“We have to build a very complex mathematical and computational framework to be able to analyze a complex system like that,” Tran, assistant professor in the School of Computing, said. “When you design that type of system, the deep learning models might behave in a way that could lead your system into a scenario that you don’t want.”
As a doctoral student at Vanderbilt University, Tran created the Neural Network Verification tool, a type of safety verification software that is still currently and widely used by major companies in many industries, including Apple, Boeing and Toyota. Tran’s new tool will build on his previous work to provide engineers with much more comprehensive safety assessments and results.
Tran’s new tool will measure safety using both qualitative and quantitative methodologies. In addition to certifying that a system passes or fails safety tests, the new tool will also analyze the probability of risk involved to provide timely, detailed and accurate evaluations at the system level.
“In our new framework, we can also ask, ‘If it’s unsafe, then how unsafe?’” Tran said. “It models the uncertainty of the environment, and that is going to give you the probability of a specification or a requirement being violated, which is very important for decision making or control.”
Tran’s project will use the same novel language he developed for NNV, the probabilistic star temporal logic specification language. This language allows engineers to determine the requirements necessary for the system to behave correctly and safely. Tran and his team will then work to design efficient verification techniques and algorithms that measure the system safety against the requirements.
“If we cannot prove that the system is safe, then we need to generate what we call the ‘counter example,’ or the proof that system is actually unsafe,” Tran said. “Using these counter examples, we can then return the deep learning model or change the system’s design, which can enhance the system’s safety.”
After joining the University of Nebraska–Lincoln and becoming a co-director of the Nebraska Intelligent MoBile Unmanned Systems Lab in 2018, Tran began building a testbed in the lab to test robotics machinery and software. The learning-enabled F1TENTH testbed is a small-scale system used to create real-world scenarios for autonomous vehicles to evaluate their applicability, scalability, and reliability.
According to Tran, ensuring autonomous vehicle safety requires not only that they perform correctly as they’re designed, but also that they react intelligently when unplanned situations occur.
“Testing is not enough to guarantee the safety of the system when it works in the real world,” Tran said. “We want to make sure that the system itself has some internal decision-making process so that when something wrong happens inside the car, it can automatically figure out what’s going to happen next, then perform some smart decisions so it can prevent other problems.”
Tran said that he hopes to continue expanding work on his tool in the future and eventually create one that could be useful for other robotics developers, like his fellow NIMBUS researchers.
“The ultimate goal is that we’re going to build a software tool that everyone can use,” Tran said. “My dream is that I can build another tool that actually fits perfectly for robotics people, and they can adopt it very quickly. I believe that would make a huge impact.”
Source: University of Nebraska-Lincoln
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