#Expertise in Machine Learning

[enterprise-cloud-services]

Explore the inner workings of LlamaIndex, enhancing LLMs for streamlined natural language processing, boosting performance and efficiency.

[rubylogan15]

Explore the inner workings of LlamaIndex, enhancing LLMs for streamlined natural language processing, boosting performance and efficiency.

[bigleapblog]

Your Guide to B.Tech in Computer Science & Engineering Colleges

In today's technology-driven world, pursuing a B.Tech in Computer Science and Engineering (CSE) has become a popular choice among students aspiring for a bright future. The demand for skilled professionals in areas like Artificial Intelligence, Machine Learning, Data Science, and Cloud Computing has made computer science engineering colleges crucial in shaping tomorrow's innovators. Saraswati College of Engineering (SCOE), a leader in engineering education, provides students with a perfect platform to build a successful career in this evolving field.

Whether you're passionate about coding, software development, or the latest advancements in AI, pursuing a B.Tech in Computer Science and Engineering at SCOE can open doors to endless opportunities.

Why Choose B.Tech in Computer Science and Engineering?

Choosing a B.Tech in Computer Science and Engineering isn't just about learning to code; it's about mastering problem-solving, logical thinking, and the ability to work with cutting-edge technologies. The course offers a robust foundation that combines theoretical knowledge with practical skills, enabling students to excel in the tech industry.

At SCOE, the computer science engineering courses are designed to meet industry standards and keep up with the rapidly evolving tech landscape. With its AICTE Approved, NAAC Accredited With Grade-"A+" credentials, the college provides quality education in a nurturing environment. SCOE's curriculum goes beyond textbooks, focusing on hands-on learning through projects, labs, workshops, and internships. This approach ensures that students graduate not only with a degree but with the skills needed to thrive in their careers.

The Role of Computer Science Engineering Colleges in Career Development

The role of computer science engineering colleges like SCOE is not limited to classroom teaching. These institutions play a crucial role in shaping students' futures by providing the necessary infrastructure, faculty expertise, and placement opportunities. SCOE, established in 2004, is recognized as one of the top engineering colleges in Navi Mumbai. It boasts a strong placement record, with companies like Goldman Sachs, Cisco, and Microsoft offering lucrative job opportunities to its graduates.

The computer science engineering courses at SCOE are structured to provide a blend of technical and soft skills. From the basics of computer programming to advanced topics like Artificial Intelligence and Data Science, students at SCOE are trained to be industry-ready. The faculty at SCOE comprises experienced professionals who not only impart theoretical knowledge but also mentor students for real-world challenges.

Highlights of the B.Tech in Computer Science and Engineering Program at SCOE

Comprehensive Curriculum: The B.Tech in Computer Science and Engineering program at SCOE covers all major areas, including programming languages, algorithms, data structures, computer networks, operating systems, AI, and Machine Learning. This ensures that students receive a well-rounded education, preparing them for various roles in the tech industry.

Industry-Relevant Learning: SCOE’s focus is on creating professionals who can immediately contribute to the tech industry. The college regularly collaborates with industry leaders to update its curriculum, ensuring students learn the latest technologies and trends in computer science engineering.

State-of-the-Art Infrastructure: SCOE is equipped with modern laboratories, computer centers, and research facilities, providing students with the tools they need to gain practical experience. The institution’s infrastructure fosters innovation, helping students work on cutting-edge projects and ideas during their B.Tech in Computer Science and Engineering.

Practical Exposure: One of the key benefits of studying at SCOE is the emphasis on practical learning. Students participate in hands-on projects, internships, and industry visits, giving them real-world exposure to how technology is applied in various sectors.

Placement Support: SCOE has a dedicated placement cell that works tirelessly to ensure students secure internships and job offers from top companies. The B.Tech in Computer Science and Engineering program boasts a strong placement record, with top tech companies visiting the campus every year. The highest on-campus placement offer for the academic year 2022-23 was an impressive 22 LPA from Goldman Sachs, reflecting the college’s commitment to student success.

Personal Growth: Beyond academics, SCOE encourages students to participate in extracurricular activities, coding competitions, and tech fests. These activities enhance their learning experience, promote teamwork, and help students build a well-rounded personality that is essential in today’s competitive job market.

What Makes SCOE Stand Out?

With so many computer science engineering colleges to choose from, why should you consider SCOE for your B.Tech in Computer Science and Engineering? Here are a few factors that make SCOE a top choice for students:

Experienced Faculty: SCOE prides itself on having a team of highly qualified and experienced faculty members. The faculty’s approach to teaching is both theoretical and practical, ensuring students are equipped to tackle real-world challenges.

Strong Industry Connections: The college maintains strong relationships with leading tech companies, ensuring that students have access to internship opportunities and campus recruitment drives. This gives SCOE graduates a competitive edge in the job market.

Holistic Development: SCOE believes in the holistic development of students. In addition to academic learning, the college offers opportunities for personal growth through various student clubs, sports activities, and cultural events.

Supportive Learning Environment: SCOE provides a nurturing environment where students can focus on their academic and personal growth. The campus is equipped with modern facilities, including spacious classrooms, labs, a library, and a recreation center.

Career Opportunities After B.Tech in Computer Science and Engineering from SCOE

Graduates with a B.Tech in Computer Science and Engineering from SCOE are well-prepared to take on various roles in the tech industry. Some of the most common career paths for CSE graduates include:

Software Engineer: Developing software applications, web development, and mobile app development are some of the key responsibilities of software engineers. This role requires strong programming skills and a deep understanding of software design.

Data Scientist: With the rise of big data, data scientists are in high demand. CSE graduates with knowledge of data science can work on data analysis, machine learning models, and predictive analytics.

AI Engineer: Artificial Intelligence is revolutionizing various industries, and AI engineers are at the forefront of this change. SCOE’s curriculum includes AI and Machine Learning, preparing students for roles in this cutting-edge field.

System Administrator: Maintaining and managing computer systems and networks is a crucial role in any organization. CSE graduates can work as system administrators, ensuring the smooth functioning of IT infrastructure.

Cybersecurity Specialist: With the growing threat of cyberattacks, cybersecurity specialists are essential in protecting an organization’s digital assets. CSE graduates can pursue careers in cybersecurity, safeguarding sensitive information from hackers.

Conclusion: Why B.Tech in Computer Science and Engineering at SCOE is the Right Choice

Choosing the right college is crucial for a successful career in B.Tech in Computer Science and Engineering. Saraswati College of Engineering (SCOE) stands out as one of the best computer science engineering colleges in Navi Mumbai. With its industry-aligned curriculum, state-of-the-art infrastructure, and excellent placement record, SCOE offers students the perfect environment to build a successful career in computer science.

Whether you're interested in AI, data science, software development, or any other field in computer science, SCOE provides the knowledge, skills, and opportunities you need to succeed. With a strong focus on hands-on learning and personal growth, SCOE ensures that students graduate not only as engineers but as professionals ready to take on the challenges of the tech world.

If you're ready to embark on an exciting journey in the world of technology, consider pursuing your B.Tech in Computer Science and Engineering at SCOE—a college where your future takes shape.

[netherzon]

I wonder if you could do anything with a drag racing AU 🤔 it’s been awhile since I’ve watched a professional race (I don’t know anything about street drag), but I used to watch it with my dad and we went to a race once in Jersey together which was fun, so now I want to extract a solid story idea from it

[audliminal]

....hang on, do people nowadays just not know that the term AI didn't originate from anything to do with machine learning? It means artificial intelligence, and the thing is, our contextual definition of 'intelligence' is constantly changing. Before the (very recent) big boom of machine learning, the term AI referred to pretty much any program that used logic or algorithms to perform a task. Like playing against bots in a video game, except in this situation the bots are playing against each other.

[zapperrr]

Harnessing the Power of Artificial Intelligence in Web Development

[nasa]

Athletes Go for the Gold with NASA Spinoffs

NASA technology tends to find its way into the sporting world more often than you’d expect. Fitness is important to the space program because astronauts must undergo the extreme g-forces of getting into space and endure the long-term effects of weightlessness on the human body. The agency’s engineering expertise also means that items like shoes and swimsuits can be improved with NASA know-how.

As the 2024 Olympics are in full swing in Paris, here are some of the many NASA-derived technologies that have helped competitive athletes train for the games and made sure they’re properly equipped to win.

The LZR Racer reduces skin friction drag by covering more skin than traditional swimsuits. Multiple pieces of the water-resistant and extremely lightweight LZR Pulse fabric connect at ultrasonically welded seams and incorporate extremely low-profile zippers to keep viscous drag to a minimum.

Swimsuits That Don’t Drag

When the swimsuit manufacturer Speedo wanted its LZR Racer suit to have as little drag as possible, the company turned to the experts at Langley Research Center to test its materials and design. The end result was that the new suit reduced drag by 24 percent compared to the prior generation of Speedo racing suit and broke 13 world records in 2008. While the original LZR Racer is no longer used in competition due to the advantage it gave wearers, its legacy lives on in derivatives still produced to this day.

Trilion Quality Systems worked with NASA’s Glenn Research Center to adapt existing stereo photogrammetry software to work with high-speed cameras. Now the company sells the package widely, and it is used to analyze stress and strain in everything from knee implants to running shoes and more.

High-Speed Cameras for High-Speed Shoes

After space shuttle Columbia, investigators needed to see how materials reacted during recreation tests with high-speed cameras, which involved working with industry to create a system that could analyze footage filmed at 30,000 frames per second. Engineers at Adidas used this system to analyze the behavior of Olympic marathoners' feet as they hit the ground and adjusted the design of the company’s high-performance footwear based on these observations.

Martial artist Barry French holds an Impax Body Shield while former European middle-weight kickboxing champion Daryl Tyler delivers an explosive jump side kick; the force of the impact is registered precisely and shown on the display panel of the electronic box French is wearing on his belt.

One-Thousandth-of-an-Inch Punch

In the 1980s, Olympic martial artists needed a way to measure the impact of their strikes to improve training for competition. Impulse Technology reached out to Glenn Research Center to create the Impax sensor, an ultra-thin film sensor which creates a small amount of voltage when struck. The more force applied, the more voltage it generates, enabling a computerized display to show how powerful a punch or kick was.

Astronaut Sunita Williams poses while using the Interim Resistive Exercise Device on the ISS. The cylinders at the base of each side house the SpiraFlex FlexPacks that inventor Paul Francis honed under NASA contracts. They would go on to power the Bowflex Revolution and other commercial exercise equipment.

Weight Training Without the Weight

Astronauts spending long periods of time in space needed a way to maintain muscle mass without the effect of gravity, but lifting free weights doesn’t work when you’re practically weightless. An exercise machine that uses elastic resistance to provide the same benefits as weightlifting went to the space station in the year 2000. That resistance technology was commercialized into the Bowflex Revolution home exercise equipment shortly afterwards.

Want to learn more about technologies made for space and used on Earth? Check out NASA Spinoff to find products and services that wouldn’t exist without space exploration.   

Make sure to follow us on Tumblr for your regular dose of space!

[strange-aeons]

hi strange i’ve been enjoying yr videos for about four years thank u for giving me giggles for so long. however i am writing as i am not totally sure who else to ask…

my boyfriend had a traumatic pneumothorax last week and about 80% of his right lung collapsed. i don’t really know anything about pneumothorax (although i have learned so much recently lol) aside from hearing you mention it and as such i don’t know how to help him :(

i know it’s a shot in the dark but i was wondering if there are any comforts or ways to alleviate pain you could share? thank you so much strange you are super tough btw to have gone through this several times this Sucks big time

many good wishes to you and your sweet hairless babies in the new year!

If it happened one week ago he’s already gotten through the worst part! I’m assuming he’s still hospitalized with a chest tube in right now??

When I was in that situation it helped a lot having frequent visits from my partner and family. Especially when they brought snacks!!!!!! Hospital meals can be borderline inedible and there’s no way of escaping to the food court when you have a chest tube in (unless you plan to deceive multiple nurses and risk life threatening infection through the OPEN HOLE IN YOUR CHEST. Don’t do that).

Good food can be a relief in an otherwise horrible time, so finding out what he really wants to eat and brining it will definitely help. If he has no appetite then things like smoothies or drinkable soup can be very helpful. I often live off booster juice and Tim Hortona chicken noodle soup when hospitalized.

Finding the right media to keep sane is also very important!!! Your sleep schedule disintegrates entirely when laying on your back full of tube for multiple days. 2AM listening to alarms go off and 6AM getting woken up for x-rays and 1pm having the lunch slop delivered and 3pm being woken up for x-rays and 9pm visit from your surgeon all become basically indistinguishable, especially if you have no windows. Podcasts were ideal for me because it can be very hard to find a comfortable position with a chest tube / pneumothorax and looking at a screen was often too much of a hassle. Queer as fact and fall of civilizations are both excellent if you want non fiction btw. Old gods of Appalachia or welcome to nightvale if you want fiction.

There’s not a lot that you as a loved one can do about his physical pain, but I will share some of my pneumothorax expertise with you and anyone else who might go through this.

There’s no nerve endings in the lungs so all the pain/ discomfort related to a pneumothorax has to do with pressure in the chest cavity.

The pain is the absolute worst when your lung is actively collapsing so when that feeling starts SHOVE SOME EXTRA STRENGTH ADVIL OR TYLENOL DOWN YOUR THROAT, then lay down and wait for it to finish collapsing. It may seem tempting to rush to the hospital as fast as possible (or rush your loved one who’s lung is collapsing to the hospital) but trust me the last thing you want to do with a lung that is actively deflating like a sad balloon is exert yourself (this is how I collapsed my lung the full 100% and could not move my upper body for an hour. Quirky). Give it at least 30 minutes of floor time before you try to move. You will have a way better time getting to the hospital.

Wait sorry I lied lung re-inflation hurts sometimes more than the initial collapse. The sometimes are the times when ER nurses do not know how to do it properly. Immediately after they put the chest tube in, they attach it to a suction machine to suck out the excess air in your chest cavity. I do not know if these machines are the same internationally (I’m Canadian) but if you’re dealing with one where the settings are percentages, the one you want is 20% suction. NOT 100%!!! that just causes unnecessary excruciating pain without being more effective. I have had to fight numerous nurses while in the worst pain of my life to TURN THE PAIN MACHINE DOWN. fuck the pain machine. Anyway. After the pain machine they leave the tube in for a few more days to make sure the lung stays inflated. Nearing the end of that process, most of the discomfort is caused by the tube itself, so as horrible disgusting the worst getting that thing ripped out is, just know you will feel so much better after.

Throughout the healing process (and in the case of small pneumothoraxes not requiring chest tubes — I’ve had over 10 of those ones) I’ve noticed that heightened discomfort lasting a few minutes results from going from laying down to standing up or vice verse, or from bending over. This is why I have pioneered the sophisticated technique know as the pneumothorax squat. It is just as cool and hot as you’re imagining.

This post was supposed to be about how to support a loved one with a pneumothorax what the heck am I even talking about now.

Most of what he’s going to need will seem boring or insignificant. Companionship. Food. Medication. Toiletries. COMPANIONSHIP. podcast recommendations. But it absolutely is not insignificant. Abruptly losing mobility, independence, and bodily autonomy as a young person is really fucked up and I cannot fathom doing it without my family and my partner, even if most days that consisted of talking to me and bringing me smoothies and underwear.

Wishing a quick recovery to your boyfriend! Good luck with everything!!

[fandomwarehouse]

Me squealing over the MB show, nothing to see here

The end of episode 6 reminds me of MB's struggle with Mensah's wider family during a flashback in Network Effect. That whole thing where it's like, if it had been a blank helpless robot, Mensah's family would've liked it more, but it's not. Murderbot is Murderbot. It's not human. It's not a pet. It is a killing machine. It's just not a heartless one.

So far, I've had a pleasantly lukewarm experience with the show but episode 6 really got my attention because it's exploring the books' themes in new and interesting ways.

MB did what it was supposed to do: eliminate a threat to its clients. It used lethal force because that was the most efficient and ultimately safest way to proceed. But notice how its imagined killing of the crew was so much less gory than the reality of killing Leebeebee? That makes me wonder. Is it because it hates fluids? The sterility of the fantasy made it easier? Or because it really hated Leebeebee for her super cringe sex pest behaviour? Maybe a combination thereof?

The weaving of Sanctuary Moon into this is great. We get the "good unrealistic" scene where a human and bot get to know each other, but it has some dark undertones to it. Like when the Captain orders Navbot to sit down. It's a transgression that the average human wouldn't understand. The whole scene is a very idealized human-centric interpretation of what a relationship between a construct and a human would look like that, while it's not as outright repulsive as Leebeebee's "if I bought it I can do whatever I want to it" attitude, is built on the premise of a construct's ignorance and that its goal is to be more human (which would make it happier).

Whereas in reality, MB has its own thoughts and opinions. It's learning to be its own person on its own terms and doesn't want to be human. It obviously values its clients, but it's not a nice SecUnit. (There are times when violence is not only necessary but appropriate.) In the books, we've seen that issue come up several times with characters like Gurathin and Thiago. They question its judgement over the application of force, which MB takes as a challenge to its expertise and ultimately its validity as an independent person.

This cuts to the heart of MB imo because it disabled its governor module after the RaviHyral incident. The ComfortUnits' judgement was overruled and as a result, a lot of people died. MB's judgement was overrun by malware and as a result, a lot of people died. When it's prevented from exercising its own judgement, when clients ignore or thwart it, the result is always bad. And despite everything, MB is very protective of its clients.

It's going to be interesting to see how the team deals with the reality check of MB being an experienced SecUnit hardened to violence rather than some helpless smol bean and how MB deals with clients who are traumatized in part because of its actions and need its empathy, not just its protection.

[literaryvein-reblogs]

Hi there! I'm writing a barista character and got a bit stuck. Do you have any notes on how to write baristas (e.g. what shifts are like; what you have to learn to be one, etc)? Thank you so much!

(Your posts here are invaluable, by the way, and super helpful. 😄)

Writing Notes: Barista

Barista - specializes in making a variety of coffee and espresso beverages.

Usually works in a cafe, coffee shop or bookstore where they take customer orders, complete transactions and serve drinks.

May also prepare and serve a few small meals and pastry options.

Day-to-Day Tasks

As a barista, you would:

prepare the premises or outlet ready for opening

welcome customers, take orders and process payments

prepare and serve coffees, hot snacks, sandwiches and cakes

clean and tidy work areas, equipment and coffee machines

check and order new stock

Preparing Beverages. One of the barista’s primary duties is preparing various drinks to meet customer preferences. This involves:

Crafting Espresso-Based Drinks: Baristas skillfully pull espresso shots, steam milk, and create drinks like cappuccinos, lattes, and macchiatos. They ensure each beverage has the perfect balance of flavor and texture.

Brewing Specialty Coffees: Many coffee shops offer pour-over coffees, cold brews, or French press options. Baristas must understand brewing methods, grind size, and extraction techniques to achieve the desired flavor profile.

Creating Latte Art: For many customers, presentation matters as much as taste. Baristas often add intricate designs, such as hearts or rosettas, to elevate the visual appeal of lattes and cappuccinos.

Customizing Orders: Customize drinks to customer preferences by adjusting sweetness levels, switching to non-dairy milk, or adding extra espresso shots.

Other barista duties may include: 

Welcoming patrons to the shop

Building a relationship with regular customers and remembering their orders

Explaining the cafe’s special menu items as necessary

Recommending beverage options if requested

Following recipes and presentation guides to make beverages

Preparing plates or takeaway containers of pastry and food items

Cleaning and maintaining the commercial coffee machine, steamer and blender

Following health and safety policies

Removing dishes from the table as patrons finish their drinks

Preparing checks and taking payment from patrons

Work Environment 

Baristas work in a variety of coffee shops with the following characteristics:

Standing and walking around for extended periods of time

Lifting and carrying food and drink trays to tables

Working near many other customers, servers and kitchen staff

Wearing a uniform if required by the restaurant

Working environment may be noisy

Typical Hours

40 to 42 hours (variable) per week

Evenings / Weekends / Holidays (on shifts)

Cafes and coffee shops typically open early in the mornings

May require baristas to be flexible with scheduling to meet customer demand

The work can be fast-paced during busy periods

Suitable job for students and part-time workers

Career Path & Progression

There may also be opportunities to move into:

barista staff training

equipment maintenance

coffee tasting and buying

product development and marketing

You could become self-employed and open your own coffee shop.

With experience, you could become a:

store manager, then

regional manager, with a coffee retail chain or franchise.

Pros & Cons

Pros

Flexible Hours: Perfect for students or part-time workers.

Skill Development: Learn customer service, multitasking, and coffee expertise.

Social Interaction: Build relationships with customers and colleagues.

Career Growth: Opportunities to advance into management or specialty coffee roles.

Cons

Physical Demands: Standing for long periods and repetitive motions.

Irregular Hours: Early mornings, weekends, and holidays are typical.

Modest Pay: Entry-level wages can be low, though tips often help.

How to Become a Barista

You can get into this job through: a college course; an apprenticeship; applying directly; training with a professional body.

College. Although not essential, you could do a college course that would give you some of the skills needed for this role. Courses include:

barista skills

food and beverage service

retail skills

Apprenticeship. You can apply to do a Hospitality Team Member Level 2 Intermediate Apprenticeship.

This will usually take 12 months to complete

A mix of on-the-job training and time spent with a college or training provider

Direct Application. When you start, your employer will put you through training in barista skills and product knowledge. Some employers may prefer you to have experience in customer service, retail sales or catering.

Common Personality Traits

22,778 baristas were surveyed to learn what personality traits and interests make them unique. Based on the Holland Codes:

Baristas tend to be predominantly conventional individuals, meaning that they are usually detail-oriented and organized, and like working in a structured environment.

They also tend to be realistic, which means that they often enjoy working outdoors or applying themselves to a hands-on project.

Based on The Big Five:

Baristas score highly on openness, which means they are usually curious, imaginative, and value variety.

They also tend to be high on the measure of extraversion, meaning that they rely on external stimuli to be happy, such as people or exciting surroundings.

Barista Tools

Baristas use a wide variety of tools to complete their duties. Some common tools:

Espresso Machine. Allows you to brew highly concentrated black coffee. During this process, the machine forces pressurized hot water through finely grounded coffee. Some types of drinks you can make using an espresso machine include: Macchiato; Cafe latte; Cappuccino; Mocha; Affogato; and Americano

Frothing Steam Pitcher. Used to create any drink that requires milk. A frothing stream pitcher helps you create a milk foam to top off a cup of coffee. You can also use this type of pitcher to create an assortment of latte art. Frothing pitchers are stainless steel and feature a handle and pouring spout. A narrow spout can offer control when pouring latte art, such as a heart or rose. You can also find frothing pitchers in different sizes, depending on the amount of milk you want to froth.

Foam Frothing Spoon. After creating foam from a steam pitcher, you can use a foam frothing spoon to control how much foam you pour over a cup of coffee. Using a frothing spoon can prevent spilling that may occur when pouring the foam into a cup of coffee. This type of spoon features a flat tip that makes it easier to scoop only foam from a steaming pitcher.

Thermometer. When making espresso, it's important to consider the brewing temperature, along with that of the milk froth. If your espresso machine doesn't come with a proportional-integral-derivative, use a thermometer to measure espresso as it leaves the brew head.When making a drink that requires steamed milk, it's important for the milk to reach the ideal temperature of about 149 degrees Fahrenheit. To reach this temperature, consider using a frothing thermometer for complete accuracy. A frothing thermometer can also help you avoid burning the milk while ensuring a caramelized milk finish that can elevate the flavor of any coffee.

Commercial Coffee Maker. This type of coffee maker lets you brew a standard cup of coffee. After filling it with water and coffee grounds, a coffee maker filters hot water through a basket holding coffee grounds. After filtering, black coffee enters the coffee pot. You can use this black coffee for a standard cup of coffee or for other drinks such as an iced coffee or latte.

Tamper. Baristas use tampers to brew espresso, whether in a machine or through a stovetop espresso maker. A tamper lets you pack loosely dosed coffee grounds so they're tightly pressed, ensuring a quality espresso shot. You can also adjust the length of a tamper depending on the espresso dosage.

Scale. Helps you achieve a consistent and accurately measured espresso shot. In terms of measurement, a scale helps you determine the amount of beans you use for one shot. If you use a quality grinder with a doser, you may not need a scale.

Coffee Grinder. Grinds fresh coffee beans before the brewing process. A coffee grinder lets you grind as much coffee as needed, whether for an espresso shot or a large batch of coffee. Many coffee grinders have conical burrs that let you select the size of your coffee grounds.

Sources: 1 2 3 4 5 ⚜ More: References ⚜ Writing Resources PDFs

Hi, thanks so much for your lovely words, you're too kind! Hope this helps with your writing 💕

[anaktoria-of-the-moon]

On female rage and mechanical augmentation:

I imagined a cruel emperor who collected girls who caught his eye, girls from his country and every other, to put into his harem of consorts and keep as he pleased, as toys, as ornaments made of cinnabar and sandalwood, silk and peach-flesh. Perhaps one day he picks the wrong girl.

She is beautiful, this woman, like all the others, and young, also like the others; but unlike many of the others, who were weavers and spinners, fishwives and performers, this one helps her aging mother in the art of making carefully crafted machines, little marvels of copper wire and forged arms, from dolls to steam engines to pistolets and more.

The emperor in his preening believes he has saved her from a sorry life of toiling away at the workbench with chipped nails and dirty palms, a commoner’s lot in which no woman could ever be happy. On her first night at the palace she cries and cries, and he says, Don’t snivel; it doesn’t become you; you have everything you want here, do you not? What could possibly be missing? And he yanks her pretty silken hair and laughs when she cries harder.

What he doesn’t know is that she cries not out of fear or sorrow, but rage, white-hot, plain and simple.

Clever girl, she doesn’t tell him so. She schools herself into the picture of the concubine he wants - obedient and demure, sweet and soft, the way she had teased metal in the forge into well-tempered alloy and shaped it into gears and springs and blades and beams. She says to him, Husband dear, I would ask for jewelry, the better to shine for you; I would ask for precious gold thread, for diamond earrings and bronze filigree; I would ask for a heated copper bath in which to soften my skin; I would ask for charcoal with which to darken my eyes for you, cinnabar with which to paint my lips. The emperor laughed at her folly but gave her all these gifts obligingly.

Then she begins her work.

The other women she has befriended, and they teach her well. From Haewon she learns to act, to powder her face and keep up the facade to their husband the emperor; from Jiaqi she learns to roast sulfur out of the cinnabar powder and combine it with the charcoal, and from Ori-hime she learns to spin out the gold thread and weave it into a control matrix that, when laid over her spine like a collar, makes metal move with only a thought, the same way her own arms and legs do. And with her own expertise she turns the copper into hammered panels, the bronze into reinforcing cradles, the diamond into grit for blades that can cut through anything.

By day she thanks them all by shielding them from their husband. When he asks for delicate Haewon, she volunteers; she saves Ori-hime’s clever, careful hands from him by giving him her own instead; Jiaqi she claims to have fallen sick, and offers herself up humbly when he, in his disappointment at the news, needs something to strike.

Her husband calls for her one day; he’s in a terrible mood, and when he’s finished with her the next morning the other ladies carry her sore body back and lay her on the bed and soothe her with tea and wetted cloths. They fuss over the mangled remains of her right hand. But she dashes it all away. Bring me my things, she tells them. Tonight is the night.

So they get Weilin with her expertise in taking apart a body and putting it back together with only a needle and wine and some thread; then they clothe her in a dress most wondrous: shining copper and gold filigree, with jade leaves and carnelian flowers inlaid, and for her lovely face a half-mask of precious gems and steel boning to cover the ugly marks he’s left. Cinnabar for her cheeks and charcoal for her eyes. How could any man resist this vision in a thousand shining colors?

Not the emperor. When she goes to him again in the evening he all but drools.

So enraptured is he that he doesn’t notice when the other consorts shut the door behind her and lock it from the outside, or when the panels of her dress click into place, or when, in the dim light of dusk, the tiny miraculous engine in her back roars to life and sends sparks through the fine mesh of the gold collar, sets her eyes aglow.

But when the sulfur and charcoal in the little compartment hidden in the undone lobes of her right palm is set afire with the click of a steel hammer, when she brings her face close and the mandibles of her jade mask open wide - oh, then he knows.

It is a bloodbath. She emerges covered in charred gobbets of his flesh, and the whole pavilion smells of gunpowder and burning meat. But she herself is pristine, untouched.

Her ladies throw themselves over her and find that her body does not yield. The copper has fused itself into her body, the collar has inlaid itself into her spine; in the heat of the fire she seems to have been reborn in metal wholly, from head to toe. She regards them blankly over the diamond-edged mandibles they have made for her, and they look back, and for all that she is known to them, they cannot help but be a little afraid.

She says, You can go now. It is done.

In the light of the burning palace, the women look at each other; they shake their heads. No, says Jiaqi, we are yours, as surely as we were ever his, and more than that. Where else would we go, now that we’ve overthrown an empire for you, now that you have overthrown an empire for us?

So the girl in metal looks at them and then, after a long, long moment, she says, Then you will be my queens, and we’ll rule together. But why aren’t you afraid of me? Why don’t you run? I am not what I was anymore. I am a blade forged in fire.

Haewon trembles - but then she lifts her chin. She says fiercely, You were always that. We just gave you the means to become it on the outside, too.

Sen-hime agrees, and then so does Weilin. And Jiaqi smiles and steps forward and takes the consort’s hand, gunpowder barrel and all.

She looks tenderly into the bloodstained face and she says, We made you what you wanted to be, and with that you saved us. How could we ever be afraid of that?

And: You are ours, and always will be. And we will always be yours, if you’ll have us.

So she does.

They call her the Mantis Consort, She Who Rules Alone; but that isn’t quite true. She has four loyal wives, after all, and each one of them as much has the throne as she herself does. They say that each man who tries her hand in marriage - or to bring down her walls with arrows and fire - goes the same way: head ground between jade mandibles, body strewn in pieces. And her reign lasts for as long as she lives. For who can vanquish a woman armed with fury and steel alike, and the love of four clever women besides?

[flicklikesstuff]

Idk if anyone else has noticed this but no one brought it up so…..

Remember how Viv said that Husk refuses to embrace his demon form and thus, doesn’t use his wings often for flight?

And yeah, we never see Husk fly at all prior to Ep 8. In Ep 3, we see him sneak away from the battle exercise, despite the fact that if Vaggie really did throw him, he could’ve easily just flown and skipped it. But he didn’t. And at least we know why.

(Hence, I just have this headcanon that Husk just secretly never knew how to properly fly ever since he first arrived.

Because he felt like he didn’t need to. He had his powers and can handle himself. He used to be a powerful Overlord. And even now, he’s currently under Alastor’s ‘protection.’ Basically, just never really found a reason to learn it, couldn’t be bothered, and simply just because….He doesn’t wanna.)

But then the threat of the extermination came and everything he grew to care about was at risk. And what does he do?

He flies.

For the hotel. For his friends.

He even went to see if his bf Angel’s alright. What a sweetie :))

Since Husk presumably doesn’t do flying a lot usually, it makes sense his back would hurt so much from the excessive strain his wings had to do all of a sudden. He’s not used to this much of flying. Heck, even his poor wings completely drooped to the floor!

He literally gave his back out for his friends- :((

This is going to delve a little bit into headcanon territory from this point onwards. You don’t have to read down if you’re not interested. ⬇️

……..

So Personal Headcanon:

I like to think that in Ep 7, while Vaggie is away with Carmilla and Charlie with Alastor, the other 4 were up to their own shenanigans off screen.

I honestly thought their friendship didn’t get to develop as much as I wanted it to. Especially the interactions with Sir Pentious and Niffty weren’t a lot. The series just established them as close friends and expects us to just take it as word but didn’t really show it much. Maybe Pentious’ death would hit harder if we actually saw him get closer to the others rather than being made fun of all the time.

Anyways, back to the HC, these 4 bonded some more while boarding the place. (Awww, all without being told by Charlie).

And since they knew they’re going to be up against FLYING angels, Angel commented that Husk’s wings can be put to good use for once, rather than just being displayed.

Husk was insecure and got defensive at first, eventually sheepishly admitting he doesn’t know how to use them. Slightly opening up how he hates his current form. While Angel and Pentious were confused at first, they both didn’t make fun of it any further. (Because yay! Development! Charlie would be proud.)

Husk warms up a little and claims that “Fine, he’ll try for the hotel’s sake but this is a one time thing…blah blah blah.”

Cue Pentious using and teaching his ‘expertise’ on flight from his machines. Angel smirking every time a clueless Pentious discusses the forces of “Lift, Drag, Weight and…ahem. Thrust.” Meanwhile, Husk attempts to ignore Angel but fails to resist smirking back at times. (Because I know Huskerdust fans love collecting crumbs) And later on, Niffty insisting she wants to be the one to push Husk off the balcony for practice.

Which, she does. On Angel’s count of 3. But she pushes him before Angel could even begin counting. Pentious debating and suggesting whether it’s better for the trial to do it ON 3, BEFORE 3, or start from 1. Regardless, Niffty messes each trial up. And Husk is just regretting everything in this nightmare his 3 friends call “training.” This is just one of their many shenanigans btw.

Eventually though, Husk did get the hang of it….somewhat. He could glide, take off and hover. But couldn’t really stay up long or fly high because his muscles and stamina for flight are terrible since he doesn’t do it often. Thus, why Husk stays very close to the ground during the final battle and only flies short distances. But the 4 considered it good enough.

(Angel made a joke on the “lack of stamina,” and got thrown in the face by a bottle. But yeah, all of them had some fun to a degree and became more emotionally bonded. All before Charlie and Vaggie came back with backup. Woohoo!

Hopefully they won’t see a particular snake die in front of their eyes-)

If any of y’all want to make a fic of this concept, be my guest. The only condition is that you share me the link :))

[alltoomaples]

Speed of Science🧬💻💌

I'm dating a STEM girlie and you're not (F1 Edition)

a/n: and im baaaaaacccckkkkk (like anyone even missed me lmao) with the long overdue request! life of a postgrad StEm girlie here and the struggle is really realll af. but besides that, I'm writing this down as a headcanon for the drivers requested on this poll i had posted long back here. I've always wondered how there's soo minimal povs/ocs where they are a scientific researcher, analyst, etc. sooo i dedicate this one to all the STEM F1 girlies out theree <33

alsoo quick shoutout to my girlieee @smoooothoperator for inspiring and motivating me to get back at writing!🥹🫶🏼 check out her lastest ongoing work 'What Was I Made For? ' its amazing and thats a FACT!! do check her works! its absolutely amazing❤️

check out my works: until i found you masterlist | other works

Scientific Art Illustrator - Charles Leclerc

As a Scientific Art Illustrator, you specialize in creating visually captivating and scientifically accurate illustrations that depict complex biological, astronomical, or technological subjects.

Charles first discovered you through your works at an exhibition where their stunning illustrations of Formula 1 cars caught his eye. Impressed by their attention to detail and artistic talent, they struck up a conversation about their mutual love for precision and creativity.

During a peaceful weekend afternoon, Charles suggests a spontaneous visit to a local art supply store. Excitedly exploring aisles stocked with vibrant paints, fine brushes, and specialized papers, the two of you engage in discussions about artistic techniques and innovative tools. Amidst laughter and shared enthusiasm for creativity, you bond over your mutual appreciation for the intricacies of art and science, making the afternoon a cherished memory of their shared passions.

After being away from home during race season, Charles always finds a framed series of sketches by you for the races you couldn't make it, capturing his most memorable racing moments. Each sketch is intricately detailed, depicting not only the speed and intensity of the races but also the emotions and determination etched on Charles' face. Touched by the thoughtful gesture, Charles hangs the sketches in his study, a constant reminder of your support and admiration for his passion.

...

Data Scientist - Lando Norris

A Data Scientist specializes in analyzing large volumes of data using statistical methods and machine learning techniques to extract insights and make data-driven decisions.

You and Lando first connected through a mutual fascination with racing data at a technology symposium focused on sports analytics. Your presentation on advanced predictive modelling in motorsports caught Lando's attention for its innovative approach to enhancing race strategies.

During a cosy evening at home, Lando playfully challenges you to a friendly data analysis competition using real-time telemetry from previous races. Their banter and shared excitement over dissecting racing data create a lighthearted and memorable bonding experience.

You two would watch old races and analyze historical racing data together, playfully debating optimal pit stop strategies and analyzing driver performance trends, their shared passion for racing and data fostering a deep connection and mutual admiration.

...

Oceanographer/Marine Biologist - Oscar Piastri

An Oceanographer or Marine Biologist studies marine life, ecosystems, and ocean processes to understand and protect marine environments and resources.

You and Oscar crossed paths during a research expedition to study coral reefs in a remote location. Your expertise in marine biology and passion for conservation impressed Oscar, sparking their connection.

Amidst the hectic F1 season, Oscar surprises you with a weekend getaway to a coastal retreat, where they explore tide pools and participate in a beach cleanup together, reaffirming their commitment to environmental stewardship.

You gave Oscar a custom-made charm bracelet featuring miniature charms of marine animals they've discussed during their beach walks and conservation talks. Each charm represents a meaningful moment in their relationship, from their first discussion about oceanography to their shared admiration for marine life. Oscar wears the bracelet during race weekends as a reminder of you and all the love and support you give, both on and off the track.

...

Mechanical Engineer - Daniel Riccardo

You are a passionate Mechanical Engineer, specializing in advanced automotive design and performance optimization.

Daniel first encountered you at a technical conference organized by one of the team sponsors where you presented groundbreaking research on aerodynamic innovations that caught his attention.

Often, while you meticulously draft engineering schematics at their home office, he makes sure that you have your "engineering emergency kit" beside your workstation, which is a tray of snacks and their favourite coffee – ensuring they're fueled for their late-night brainstorming sessions. For when he's away for races, he stacks them up with small cute notes.

Before Daniel heads to a crucial race, you surprise him with a meticulously crafted miniature replica of his race car, complete with detailed decals and a personalized message of encouragement engraved on the base. Touched by the thoughtful gesture, Daniel proudly displays it in his motorhome, a reminder of the reader's unwavering support both on and off the track.

...

Statistician - George Russell

A Statistician specializes in collecting, analyzing, and interpreting numerical data to help organizations and individuals make informed decisions.

You and Russell first crossed paths during a university seminar on advanced statistical modeling in sports. Your insightful analysis of Formula 1 race data caught George's attention, sparking a lively discussion that led to mutual admiration for each other's analytical skills and shared passion for racing statistics.

During a particularly demanding race weekend, the reader surprises George with a meticulously prepared statistical analysis report highlighting his strengths and areas for improvement based on recent race data. This thoughtful gesture boosts George's confidence and motivation, showing the reader's support in his pursuit of excellence.

During a weekend getaway, you guys stumble upon a local go-kart track. George, always up for a challenge, suggests they have a friendly race. Knowing George's competitive spirit, you secretly calculate his optimal strategy and surprise him by winning with a perfectly executed last-minute overtaking maneuver. George is impressed by the your strategic thinking and playfulness, and they share a lighthearted and joyous moment celebrating their shared love for racing and friendly competition.

...

Astrophysicist - Logan Sargeant

An Astrophysicist studies the physical properties, behavior, and evolution of celestial objects such as stars, planets, galaxies, and the universe as a whole, using principles of physics and astronomy.

Logan and you first crossed paths during an expedition to study a rare astronomical event—a comet passing close to Earth. Both passionate about astrophysics, you found yourselves sharing a telescope at a remote observatory, marveling at the comet's beauty and discussing its celestial significance late into the night. Their shared awe and intellectual connection sparked a mutual admiration that grew into a deep bond over their shared passion for exploring the wonders of the cosmos.

During a quiet evening at home, Logan excitedly shows you a new telescope he acquired for stargazing during race weekends, expressing his eagerness to learn more about the cosmos together and sharing their enthusiasm for both racing and astrophysics in equal measure.

Before a critical race weekend, the reader surprises Logan with a personalized star chart that maps out the night sky above the upcoming race venue during the race weekend. Each star on the chart is marked with a heartfelt message of encouragement, reminding Logan of their unwavering support and belief in his abilities on and off the track. Touched by the thoughtful gesture, Logan treasures the star chart as a symbol of the reader's love and encouragement throughout his racing career.

...

Climate Scientist - Lance Stroll

A Climate Scientist studies climate patterns, environmental changes, and their impacts on Earth's ecosystems, using data analysis and modeling to understand and address global climate challenges.

Lance crossed paths with you at an eco-friendly racing event where Lance was advocating for sustainable practices in motorsport. Being a respected climate scientist, you caught Lance's attention with your insightful presentation on the environmental impact of racing and innovative solutions for reducing carbon footprints in the sport. Their shared passion for sustainability sparked an immediate connection and admiration for each other's dedication to making a positive impact on the environment.

One weekend, Lance surprises you with a homemade dinner featuring sustainably sourced ingredients, proudly showcasing his culinary skills while discussing ways to reduce your carbon footprint. His earnest commitment to sustainability and your shared vision for a healthier planet melts your heart, making this a cherished moment you both treasure.

You, being deeply involved in climate science, often spends late nights analyzing data or writing research papers. One evening, Lance bring him a cozy blanket and a mug of your favorite hot beverage, quietly sitting beside him as he works. You look up from your laptop, touched by his thoughtfulness, and pulls him into a warm embrace, grateful for his unwavering support and understanding of your demanding but vital work.

...

taglist: @lndonrris @thatgirlmj @lwstuff @dannyramirezwife-f1dump @moonypixel tysm for your suggestions! apologies on taking this long to write😅🫶🏼

a/n: hope y'all enjoyed reading this! this was my first time writing a headcanon and for f1 drivers beside charles and lando so hope i did justice to all.

i'm being wanting to read some good domestic bliss, sweet, adorable and lovey dovey blurbs, fics of lando (i talked abt it here) soo maybe i'll work on some drafts at some point cause i'm currently in the middle of project work of my masters degree soo don't know when i'll be posting soo until next time, see yaaa and going back to read mode 👋💓✨️

check out my works: until i found you masterlist | other works

[zapperrr]

Harnessing the Power of Artificial Intelligence in Web Development

Artificial Intelligence (AI) has emerged as a transformative force in various industries, and web development is no exception. From enhancing user experience to optimizing content, AI offers a plethora of benefits for web developers and businesses alike.

Introduction to Artificial Intelligence (AI) in Web Development

Understanding the basics of AI

AI involves the development of computer systems that can perform tasks that typically require human intelligence. These tasks include learning, reasoning, problem-solving, perception, and language understanding.

Evolution of AI in web development

In recent years, AI has revolutionized web development by enabling developers to create more dynamic and personalized websites and applications.

➦ Benefits of Integrating AI in Web Development

Enhanced user experience

By analyzing user data and behavior, AI algorithms can personalize content and recommend products or services tailored to individual preferences, thereby enhancing the overall user experience.

Personalization and customization

AI-powered algorithms can analyze user data in real-time to provide personalized recommendations, such as product suggestions, content recommendations, and targeted advertisements.

Improved efficiency and productivity

AI automation tools can streamline various web development tasks, such as code generation, testing, and debugging, leading to increased efficiency and productivity for developers.

➦ AI-Powered Web Design

Responsive design and adaptation

AI algorithms can analyze user devices and behavior to dynamically adjust website layouts and designs for optimal viewing experiences across various platforms and screen sizes.

Automated layout generation

AI-powered design tools can generate website layouts and templates based on user preferences, content requirements, and design trends, saving developers time and effort in the design process.

➦ AI in Content Creation and Optimization

Natural language processing (NLP) for content generation

AI-driven NLP algorithms can generate high-quality content, such as articles, blog posts, and product descriptions, based on user input, keywords, and topic relevance.

SEO optimization through AI tools

AI-powered SEO tools can analyze website content, keywords, and search engine algorithms to optimize website rankings and improve visibility in search engine results pages (SERPs).

➦ AI-Driven User Interaction

Chatbots and virtual assistants

AI-powered chatbots and virtual assistants can engage with website visitors in real-time, answering questions, providing assistance, and guiding users through various processes, such as product selection and checkout.

Predictive analytics for user behavior

AI algorithms can analyze user data and behavior to predict future actions and preferences, enabling businesses to anticipate user needs and tailor their offerings accordingly.

➦ Security Enhancement with AI

Fraud detection and prevention

AI algorithms can analyze user behavior and transaction data to detect and prevent fraudulent activities, such as unauthorized access, identity theft, and payment fraud.

Cybersecurity measures powered by AI algorithms

AI-driven cybersecurity tools can identify and mitigate potential security threats, such as malware, phishing attacks, and data breaches, by analyzing network traffic and patterns of suspicious behavior.

➦ Challenges and Considerations

Ethical implications of AI in web development

The use of AI in web development raises ethical concerns regarding privacy, bias, and the potential for misuse or abuse of AI technologies.

Data privacy concerns

AI algorithms rely on vast amounts of user data to function effectively, raising concerns about data privacy, consent, and compliance with regulations such as the General Data Protection Regulation (GDPR).

Future Trends in AI and Web Development

Advancements in machine learning algorithms

Continued advancements in machine learning algorithms, such as deep learning and reinforcement learning, are expected to further enhance AI capabilities in web development.

Integration of AI with IoT and blockchain

The integration of AI with the Internet of Things (IoT) and blockchain technologies holds the potential to create more intelligent and secure web applications and services.

➦ Conclusion

In conclusion, harnessing the power of artificial intelligence in web development offers numerous benefits, including enhanced user experience, improved efficiency, and personalized interactions. However, it is essential to address ethical considerations and data privacy concerns to ensure responsible and ethical use of AI technologies in web development.

➦ FAQs

1. How does AI enhance user experience in web development?

2. What are some examples of AI-powered web design tools?

3. How can AI algorithms optimize content for search engines?

4. What are the main challenges associated with integrating AI into web development?

5. What are some future trends in AI and web development?

At Zapperr, our AI and Machine Learning Mastery services open up a universe of possibilities in the digital realm. We understand that in the age of data, harnessing the power of artificial intelligence and machine learning can be a game-changer. Our dedicated team of experts is equipped to take your business to the next level by leveraging data-driven insights, intelligent algorithms, and cutting-edge technologies.

[helenvaughans]

It is fast becoming clear that this content-driven chaos is going to be the M.O. of Trump 2.0. Trump may have learned in his first term that there is a political price for not feeding your loyalists enough content. Governance got in the way of the content machine he built on the campaign trail. Since then, he has had four years to refine his strategy. Chaos is central to his deployment of unchecked executive power. But chaos has to be tended like a fire. It needs the right amount of constant oxygen to keep it going. That is Musk’s utility to Trump. He is willing to fill in for Trump by consistently producing DOGE’s bureaucratic takeovers as content. If you are confused when you see Musk narrating a serious civic affair like a video game side quest, understand that you are not the intended audience. What looks like chaos to you is actually clarifying content to someone else. Those who understood Musk’s sink bit thought that a chaotic world made a bit more sense. Everyone else wondered why a billionaire was lugging around a porcelain fixture. So wherever the content seems unbelievable, inscrutable or chaotic, it is best not to look away but rather to look around it, for actions or effects that are far more portentous. Musk, for all his antics, is now at an office that aligns with his technological expertise, his contacts, his grudges and his financial interests. His content may be about U.S.A.I.D. one week and C.F.P.B. the next. But looking beneath the content’s chaotic veneer reveals a strategic takeover of national interests that will demolish the state’s functionality in a way that benefits the ones swinging the hammer.

– Tressie McMillan Cottom, "Look Past Elon Musk's Chaos. There's Something More Sinister At Work," The New York Times, February 12, 2025