#quick ML guide

[tudip123]

Choose AI/ML Algorithms Very Efficiently

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

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

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

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

Types of AI/ML Algorithms

Different types of machine learning algorithms are:

Supervised learning

Unsupervised learning

Semi-Supervised learning

Reinforcement learning

Supervised ML algorithm:

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

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

Unsupervised ML algorithm:

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

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

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

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

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

Semi-Supervised ML algorithm:

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

Reinforcement ML algorithm:

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

Conclusion

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

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[haechansdoll]

so perfect, i can't stop - ml x reader

Pairing : Lee Mark x f!Reader

Description : Mark is too horny, and he uses you non stop

Warnings : sex,sex and sex.

“you’re gonna lose it as soon as I put my cock in your pussy” Mark sneers, gripping the plush of your thighs and scooting you closer to his stiff, bare cock. your hands find homage on his shoulders, as he grabs a handful of your ass lifting you on his length. he doesn’t realize the heat cascading from your cunt, your folds brushing across his cockhead, “fuck.” He whispers. His fingers bleed into your thighs, eager hips bouncing subconsciously on his cock—sliding down till your flush against his lap. “jesus fucking christ angel.. didn’t know you were such an eager little thing.” You blush, and he smirks.

 “Don’t be shy.” He says, tilting your chin up as he bottoms out releasing a sultry moan, “you been hiding this perfect pussy from me this whole time? fuck.”

He wishes he could just keep you still, allow his cock to immerse in your sweet juices, tight velvet walls milking him dry, caresses your skin with his tongue—keep his fingers dancing on the skin but Mark just can’t do that. he has to feel more—his hips bucking up, cock curving against your spongy spot and you’re unraveling, whimpering when he takes the plunge and rams his cock harder upwards inside you. “want me to fill this pussy up, huh? feel my cum in your tummy for fucking days?”

Mark’s eyes grow dark, dropping the facade of pussy drunk and fully feral, leaning down to sink his teeth into your neck and slamming a hand down to move your hips harder on him, “never gonna fuck you with anything else but my raw cock princess, fuckin’ perfect for me.” you whine and moan against him, barely containing yourself.

“M-Mark—slow down” your whimpers left dull on his ear, mark raises his level of vision back to your disheveled face. “c-can’t help it angel—pussy so fuckin’ good” he throws his head back, his usually brown orbs clouded into a pitch black haze. He’s struggling—hips so sloppily drilling into your cunt. he’s thinking of the aftermath, your hole spilling out his cum and the wetness—how fucking wet and warm your hole will be when he pumps load after load inside you.

“fuck!” your ears vibrate against the shrill moan he echoes through the room, Mark drags his body back down mindlessly pounding into you. a high—the ecstasy laced bliss induced from his raw—untouched cock dragging against your velvet walls. and the tightness—have you always been this tight? he can’t stop thinking of those fucking thoughts. How much cum could you really take though? would Mark have to push it back in or just pump another load? The questions pile up while Mark feels your pussy clench around him and that’s where everything goes numb. A shiver that starts at the back of his neck, crawling its way to his cock and he finally—fills your cunt to the brim, gasping when he’s quick to pull out. He’s mesmerized by his seed oozing out of your messy hole and Mark is already pushing his cum right back in with his cock because what’s a better way to make it stick then with another pretty white load?

Mark inhales a long drawn out breath, steadily hoisting you over his cock for the second time that night. He flickers his eyes to you before casting his gaze back down—he wants to watch his bare cock disappear inside your pussy, something that he will never grow old of. “s-shit” he groans, brows furrowed while you sink down completely, pink dusts his cheeks and his body falls limb under you. he’s’ mortified how much his cock is twitching, swelling at the head while he just basks in the feeling. Once a sign of nerves coats his arm, he immediately throws it over his face gasping when you start to bounce on his cock.

Mark can’t look at you right now, it’d be too much. ..one thing is going raw —but your slick guiding his cock inside your spongy walls but it’s another just to see you. your fingers gripping against your mounds, hips faultlessly moving to a sedate pace while your slick paints his thighs. Marks eyes knock white under his arm, slinging the limb aside to cast it on your hip, “god your pussy is so fucking good” Mark stutters, dragging your cunt on his length. he almost looks disoriented—the way his face has grown a sheen sheet of sweat, cheeks bright pink and his lips—so pretty and glossy, puffy and small gusts of air excluding from it. “don’t stop please, fuck!” Mark screws his eyes shut, he’ll relish this feeling in his mind—carelessly bouncing you on his cock, and even if he came, he won’t stop—even if his cock is spent, tip so sensitive and aching for a break, he cannot simply stop.—not when it feels this fucking good.

Mark feels like he can’t breathe, lungs persuading blue as he continues to slam his cock in your hole, head tipping over and crashing into your neck but you only let out a whimper. “p-princess” he mumbles in your skin, shakily gripping your thighs and spreading them apart, “i think im gonna cum” you feel him shake as he spills inside of you. Deep groans coating your neck, the mess accumulating on your thighs, you can call out his name but he won’t answer—almost like he’s mute, mouth filled with gasps and gurgles and his cock—swelling and dragging along your walls. he knows it’s not enough—just one more time. He thinks. He needs more reeling his hips back to push the cum deeper and deeper. “s-so good for me—fuck—pussy made for me” Mark is barely moving, hips shifting on their own as he continues pulling airy moans to the surface. struggling to hold on to your body while he dives headfirst into another high, senses overcome by pure desire—he’s chasing another tranquil abyss. knees digging into the sheets below you, arms wrapped around your body and his face pressed firmly against the crevice of your neck. He can’t go back now.

[k1mbe3rly]

Holaaa ml, a su-hyeok aouad request bc I barely see any of him 🤔😔.

I don’t think su-hyeok would honestly ever be a sub😭.. so softiedom!su-hyeok x shysubfem!reader.

Where the reader and su-hyeok has been together for quite a while and soon the reader decides she wants su-hyeok to be her first so over the weekend when he comes to her house she finds courage and asked him/ talked to him about it he was shocked yet agreed and he guides her and is very gentle with her and then the end is aftercare basically fluff?

missionary, gentle fucking , praising & just cute fluff at the end basically?

I hope this makes sense😭.

it doessa

First time

warnings: smut, softdom!suhyeok x Shy!sub!virgin!reader, Gentle fucking, experienced!suhyeok

You and Su hyeok never gotten farther than making out, for some reason you always stopped him before he took off your clothes or begin touching him, he knew you were a virgin and understood if you wanted to go slow with the relationship but at the same time he was a bit impatient wanting to feel your pussy wrapped around his cock

You guys usually hang out at each other houses or at school and today yall were gonna hang out at your house, so after school you guys walked together simply talking and laughing

Once you got to the house you went to the room and just laid there together but for some reason all day you wanted to go further into the relationship, you looked at him as he was on his scrolling thru social media, you waited for a moment and sat up

“Su hyeok” you said to get hi attention, “Hm?” he said without taking his eyes off the screen, you frowned a bit “Su hyeok..” you said again as he finally turned off his phone and looked at you “Yes?” he said back

“So you know how we’ve been dating for awhile? well i think im ready.” you said simply and straightforward, he stared at you in confusion, “Ready? ready for what?” he said, you stared at him a bit dumbfounded “Umm?? ready to have sex??” you said again, he widen his eyes and sat up “For realz?” he said quickly, you nodded, “Yea for real, so? what do you umm say? my parents are out of town so..” you said

He quickly nodded “Yea- yea of course” he said, “So where do we start?” you said, “Just lay back i’ll umm, guide you and stuff just tell me if you feel uncomfortable” he said to you, you nodded and settled back into the pillows, he hovered ontop of you a bit

“I’m gonna..take off your shirt first” he said slightly raising your shirt to make sure you approve and also giving you time to protest, but you didn’t, once it was clear you didn’t mind he raised it up even more and over your head, tossing it somewhere else, “Can i take off your bra or do you wanna keep that on?” he asked, “You can take it off” you said to him, he was quick to reach behind you and snap it off and took the strings of your bra pulling them off, he tossed your bra as well

He stood a bit back admiring your chest a bit, as he blinked multiple times getting used to the sight, finally his hands went to your uniform skirt, he looked up at you really quickly than back down, sliding your skirt off, once your skirt was off he used his hands to slide them between your legs into your inner thighs slightly spreading them to get more access, he than slid off your panties slowly so you’ll feel comfortable

Once you were naked he was quick to discard all his clothes as well, and once so he settled between your legs spreading them a bit more, “Are you sure about this?” he asked you, “Yea i’m sure..just be gentle okay?” you told him, he nodded

He gently grabbed on his cock and slid in between your folds just to buy a bit time for no reason, you let out a shaky breath as you felt his tip finally setting above your entrance, he looked at you and made eye contact with you as he slowly pushed in, he paused once he felt his tip was in, “You okay..? does it hurt?” he asked in a bit of concern, “Yea i’m fine. Just stings a bit just hold on..” you told him needing a bit of time for the pain to fade, he understood completely and stayed in that position

You stayed like that for a few seconds “It’s better now..well it doesn’t hurt no more” you told him, he nodded as he slowly pushed more of his cock inside, once his full cock was in he paused again searching your face for any discomfort once there was any he slowly begin thrusting, his cock was hitting your spot nice and slow as soft moans fell out, “Your doing good baby don’t worry.” he told you to give you reassurance

He continued fucking you slow and soft..actually he wasn’t even fucking you, he was making love to you, placing soft kisses on your neck and saying soft loving things, “You feel so good baby, your doing so good..” he told you as his hand went to yours holding it, he continued thrusting in and out of you, the sounds of lovemaking filled your room, “Can i..speed up?” he asked you, you nodded

His actions were quick as he settled a bit and begin going faster, not too fast just a nice and fast pace, your moans grew louder as you felt his lips all over your cheeks and neck, your hands still interlocked with his as he even let out soft moans as well, you felt a knot in your tummy, your body warning you that you were on edge and about to finish, he continues thrusting into your g spot over and over again

“Su hyeok~..i think im gonna.. gonna cum!~” you said as you suddenly felt an intense feeling all over your body feeling your body shudder as you came all over his cock, he continued thrusting thru your orgasm as he finally stopped staring down at you with nothing but love, he gave you a small smile as he pulled out, not long after he wrapped his hand around his cock and stroked himself to make himself cum on your tummy instead of inside and risking a baby on your first time

You watched him as he panted softly and not long after he came on your body, after he quickly kissed you, “You did so good baby, i love you so much oh my god..” he told you, you smiled softly as you gave him a kiss back, he quickly helped you clean up and even made you food, a perfect first time.

[eat-healthyisgood]

Grilled Chili Lime Chicken Fagita Salad

Ingredients:⁠

Marinade/Dressing⁠

3 tablespoons olive oil⁠

100 ml (just over 1/3 cup) freshly squeezed lime juice⁠

2 tablespoons cilantro, chopped⁠

2 cloves garlic, crushed⁠

1 teaspoon brown sugar*Optional⁠

3/4 teaspoon red chili flakes, (or red pepper flakes -- adjust to your preference of spice)⁠

1/2 teaspoon ground Cumin⁠

1 teaspoon salt⁠

⁠

Salad:⁠

4 chicken thigh fillets, skin removed (no bone)⁠

1/2 yellow bell pepper, deseeded and sliced⁠

1/2 red bell pepper, deseeded and sliced⁠

1/2 an onion, sliced⁠

5 cups Romaine, (or cos) lettuce leaves, washed and dried⁠

2 avocados, sliced⁠

Extra cilantro leaves to garnish⁠

Sour cream, (optional) to serve⁠

⁠

👩‍🍳Instructions:⁠

Whisk marinade ingredients together to combine. Pour half the marinade into a shallow dish to marinade the chicken fillets for two hours if time allows. ⁠

Refrigerate the reserved untouchedmarinade to use as a dressing.⁠

Heat about one teaspoon of oil in a grill pan or skillet over medium-high heat and grill chicken fillets on each side until golden, crispy and cooked through. (Grill in batches to prevent excess water being released.) Once chicken is cooked, set aside and allow to rest.⁠

Wipe pan over with paper towel; drizzle with another teaspoon of oil and fry pepper and onion strips until cooked to your liking.⁠

Slice chicken into strips and prepare salad with leaves, avocado slices, peppers, onion strips and chicken. Drizzle with remaining marinade/dressing and serve with (optional) extra cilantro leaves and sour cream.⁠

.

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[callistodisco]

Together in Death

Request: Hades x Anubis female @anubis-ror

As I said, I haven't read the manga so this is probably a bad Hades And assuming I'm reading this right, reader is Anubis but female That ALSO means that reader will be her own entity and I won't take inspiration from canon Anubis (this is me also knowing jack shit about Anubis) Now that we have all that cleared up, on with the fic

Request Chungus ML Record of Ragnarok ML Hades x f Anubis!reader Genres: Oneshot|Fluff|Romantic

Let's clarify real quick, Hades is in fact VERY busy, so much so that free time is non-existent to him. You; however, are the exception to this.

He could be doing something that might change the state of the underworld, and then just put it off for you. You don't even need a good reason.

Feeling lonely? He's there to talk. Can't reach something on the top shelf? No worries, Hades is dropping everything just for that item.

Seeing as you both of you must work within the Underworld due to your godliness, it isn't uncommon for you two to try and share the work (even if you don't know what to do). It's actually what caused you to become a couple in the first place.

On one of your many days of guiding souls to the Underworld, you had someone who talked especially a lot. It wasn't unwelcomed.

This person told you of a dream they had, that had such magical creations no human could build it. You took it upon yourself to make this dream a reality, there's no harm in having a little fun, right?

...

You were half way into your latest project, trying your best to remember the small details the human told you.

"My love, what are you working on this late?" Hades likely just got done with his work for the day and was going to rest.

"Creating what humans can only do with their imagination," you were locked in, knowing that it was nearly there.

He was confused, "and may I ask why you wish to create such a thing?" A mix between a laugh and tired sigh came out from him.

You took your eyes off the project and turned to him, "because it is also only humans who are capable of such fascinating ideas." You were serious, this nothing either you nor Hades could think up.

"Whatever makes my dear wife happy," and he sat down next to you with a smile.

It was times like these you remember why you love him so.

through trial and error i thought up this

i like the concept of just creating things because you dreamed it or heard it vaguely and having a loved one watch

[witchnotic]

👁️✨ THE LUCID KEY ELIXIR 🔓

A New Moon in Pisces Ritual for Intuition, Prophetic Dreams, & Divine Connection: A psychic third eye awakening spray!

(This spell can be used on any day, but it's strongest under the Pisces influence!)

"By shadow and flame, by dream and trance, the veil unlocks, my visions dance."

Under the New Moon in Pisces, we dive into the depths of the unseen. This is a spell for those who wish to command their intuition, sharpen their divination, and open the floodgates of prophecy. A sacred mist is created—one that binds dream and waking, spirit and self, sight and shadow. It is locked with intention, whispered into being, and charged with the stars.

👁 What This Ritual Will Manifest: ✨ Increased prophetic and lucid dreams ✨ Improved divination accuracy ✨ A deepened, undeniable bond with your spirit guides & intuition

🌌 PHASE I: ENERGETIC CLEANSING

Before we unlock the unseen, we must clear the space. I usually use incense and a bell, walking from room to room in my home, chanting my incantation to cleanse my space and ringing the bell at the same time. I also state out loud, any energies present that are not for my highest good must leave now, the door is right there (pointing to it). Once I make it to my front door, I say, this is the final call, any energies not for my highest good must leave now, then I open my door and feel the energy lighten as they leave.

I then do a quick grounding exercise and put on some witchy background music. For this spell, I used my own Pisces manifestation booster to ensure the work I did seeped into my subconscious! You can find the video here!

💎 PHASE II: PREPARING THE MYSTICAL SPRAY

This mist is a key to the unseen—crafted from sacred plant waters, enchanted stones, and oils that whisper in the dark.

💧 BASE INFUSIONS:

Mugwort water (for prophecy & visions)

Blue butterfly pea water (for dream recall & sight beyond sight)

💨 Essential Oils:

Vanilla (3 drops for subconscious unlocking)

Sandalwood (2 drops for deep wisdom)

Black Pepper (1 drop for sharp sight & clarity)

Neroli (2 drops for divine connection)

Jasmine (3 drops for hypnotic dreams & lucidity)

Frankincense (2 drops for divine guidance)

Clary Sage (2 drops for third-eye activation)

Thyme (1 drop for psychic protection)

🔍 Additional Elements:

Amethyst & Lapis Lazuli chips (for spirit connection & prophecy)

Isopropyl Alcohol (to preserve the mist & enhance energy flow)

Aloe Vera Juice (for binding the oils & soothing properties)

Any dream journal of your choice

Any lock and key of your choice

50 ml empty glass perfume bottle

🔮 STEPS OF THE SPELL

Boil 1 cup of water.

While you're waiting for that, add some alcohol to your empty bottle, along with 5 amethyst and 5 lapis lazuli chips. Let them soak. Spray the alcohol through the bottle in the sink. After about 5 minutes, dump it out, leaving the crystals in the bottle.

Add 1 tsp of mugwort leaves to a cup and 3 butterfly pea flowers to another cup.

When your water is done boiling, add 1/2 cup (120 mL) of it to each of your herb cups, cover them, and let them steep for 10 minutes. Once steeped, drain them with a fine filter or paper towel.

Measure out and add your liquids to the bottle (this is for a 50mL bottle): 15 mL mugwort water, 10mL butterfly pea water, 15 mL isopropyl alcohol, 5 mL aloe vera juice.

Add essential oils (amounts given above ⬆️)

After you've prepared the spray, say out loud:

"Under these mystical influences, the hidden becomes known. The mind stretches beyond the veil, opening to whispers of prophecy and unseen truths. With the aid of my spirits, the shifting tides of my own power, and a sacred key, I unlock my intuition, strengthen my divination, and command the visions that will come.

No later than 6 months from now, my gifts will stand unshaken. I will have received at least three prophetic dreams, one lucid dream, and an undeniable increase in my divinatory success. My spirit guides and unseen allies will feel like second nature, and intuition will course through every thought, every sense, in every moment."

🌙 Charging the Mist: Swirl the bottle counterclockwise and whisper:

"This is the key, the dream, the sight, A thousand voices whisper bright. In shadow and flame, in sleep and trance, By word and will, my visions dance."

🔐 PHASE III: SEALING THE SPELL

The final act—the binding of the vision.

🔒 Take the iridescent star key and press it to your forehead, whispering: "From silence to whisper, from whisper to sight, A door now opens in the dead of night. A vision unfurls, a secret flows, I command the dream, I see, I know."

"...and so it is."

🔍 Place the key inside your dream journal on the first page where you will record your dreams and lock it shut with the star-shaped padlock. Keep it next to your journal going forward.

🏰 The key remains locked for 6 months-- when the manifestations are complete. By then, the spell will be fulfilled. Keep it next to your dream journal until that day, then you may unlock it in ritual, knowing that you have successfully leveled up your intuition powers!

🌸 HOW TO USE THE LUCID KEY ELIXIR SPRAY

Before sleep: Mist over your pillow, third eye, and hands to command prophetic dreams.

Before divination: Spritz over tarot cards, pendulums, and runes.

Before spiritual work: Use it to heighten your connection to guides & spirits.

Before writing in your dream book: Mist the pages to weave the unseen into words.

⚠️ Warnings & Precautions

📅 SHELF LIFE: This mist contains natural plant waters—without proper preservation, it WILL mold. Always add at least 30% alcohol and keep it refrigerated. 💧 DO NOT spray directly on your face. The mist contains alcohol—spritz your hands, aura, or pillow instead. 🌿 ALLERGY NOTICE: Always check the ingredients before using! If you are sensitive to any essential oils, DO NOT apply this mist to your skin. 🚫 DO NOT INGEST. Use it only as a spray.

🌙 Use this mist, record your dreams, and strengthen your sight!

Happy manifesting!

💜, Shadow Witch

[elliezlils11utt]

//WELCOME TO L.R’S SHITSHOW!!//

//masterlist!!// (updated monthly)

‧₊˚ ☆ ୭ ✧˖°

☆ hihi, im L.R. she/her, 19, masc lesbian, im from texas but im in the midwest right now! im a writer, basketball player, guitarist, reader & artist? (most of my work will probably include nsfw things!!)

🧸🌾🍊🎨🧟‍♀️

// request guide:

- my requests are ALWAYS open! <33

- i will not write weird ass kinks (fuck the “no kink shaming” shit, y’all weird asf) things like, race play, age play, noncon etc..

- yes, im starting emoji anons! (first come first serve mls)

- please, only request characters i write for!

- ill most likely get around to your request, and i attempt to get em out pretty quick.

- men get out of my inbox pls and thank u!!

// things i write for:

TLOU 1 & 2

ARCANE

(possibly LIS if y’all would like that?)

// characters in write for:

(bolded are my favs to write)

♡ // TLOU // :

Ellie Willims

Abby Anderson

Dina Woodward (incominggg)

♡ // ARCANE //:

Violet

Sevika

Jinx

caitlyn

mel (imcommingg)

Grayson (incomingggg)

[sloanerisette]

New Digimon Fic: Beautiful World

Hey everyone, I wanted to make a short little fic for Pride since I don't really have the bandwidth for something overly involved like I'd want to, so I just decided to add to my series of "Sloane makes all the Adventure Digidestined queer in some form". I hope you all enjoy!

Name: Beautiful World Summary: Joe helps his wife with her hormone treatment.

Link: HERE!

Normally when Mimi hiked up her skirt it was indicative of something much different. Something that still had his heart pound but was at least fun. Not that this was bad, but it was stressful. Despite being a doctor for over a decade now, needles always gave him trouble.

“Maybe not trouble, but it’s never pleasant, even when it is a necessity…”

Joe let out a soft sigh, and was only stirred from his thoughts as Mimi poked him in the shoulder with her toe. “I know it’s very easy for you to get distracted by your beautiful wife,” she started teasingly, “But we’ll never get the day started if you keep admiring me.” Joe pursed his lips, while Mimi winked and stuck her tongue out at him playfully.

“I know, I know,” he mumbled, “Just mentally prepping myself.”

“You’ve been doing this how many years now?”

Three. He’d been injecting Mimi’s estrogen for her, once a week, every week, for three years, and yet he never felt more at ease with it. Even if it had never gone wrong once, his brain reveled in whispering potential ways things could go wrong. He always shook it off, knowing that his skills and methodical nature would guide him through, but it still wasn’t easy.

“Yeah,” he said, the word oddly sour on his tongue as that cloud of self doubt still lingered over him. “Sorry, sorry,” he mumbled. Mimi smiled faintly, running a hand through his hair, playing with the ends of it for a moment.

“It’s fine, it’s fiiiiine,” she insisted, taking an extra moment to tease him, all while enjoying the blush that crept on his face. Once she finally pulled her hand away, he shook his head to chase it off— to little success. The fact that Mimi had placed her trust in him in the first place, and had continued to do so over and over even when his anxiety shone through each time without fail, well…

With a quick breath, Joe reached for one of the alcohol swabs and tore it open, wordlessly rubbing the side of his wife’s thigh with it. A shiver tore through Mimi, after which she sat up perfectly straight and still, hands folded in her lap. She was so serene, so calm, so—

As his hand lingered next to her thigh, his eyes slowly trailed up, where the hem of her skirt just barely managed to hide the sight of whatever she had on underneath. Probably for the best. The last thing he needed was a potential distraction.

He set the alcohol swab to the side, then grabbed the second one and the bottle of injectable estrogen. He was quick to wipe off the rubber stopper in order to sterilize it, and then got the syringe. Mimi watched him work, so precise and exacting in all of his movements, and a small smile graced her features as he watched him suck air into the syringe and then push it out to get it ready.

He set the vial down on the small stool next to him and started to pull in the estrogen, “Ok, 0.5 mL of Estradiol Valerate,” he mumbled to himself, the same as he did every time. With another breath he pulled the skin on her upper thigh tight, silently gauging for the injection site. After a moment, he inserted the needle. Mimi winced, clenching her jaw for a split second before she relaxed. She made sure to keep her gaze straight ahead— even if she didn’t have any type of aversion to needles, it was always easier to just not focus on it.

Joe leaned his face in closer to the syringe as he slowly pushed the plunger down, watching with bated breath until it was done. Afterwards he carefully pulled the syringe out, set it off to the side, and grabbed a bandage.

“See, that wasn’t so bad, was it?” Mimi cooed sweetly. Joe’s shoulders slumped as he pulled the bandage out of its paper confines.

“You’re acting like I’m the one who was getting their hormones…” he mumbled. Mimi giggled as he placed the bandage over her injection site, placing a kiss on the crown of his head.

“Just give me a minute to dispose of everything safely…” he added, standing up and getting everything inside a bag. He strode to the nearby trashcan to throw it away, before heading into the kitchen of their apartment to wash his hands. Mimi tiptoed carefully and silently behind him, struggling to hold back her snickering. Joe dried his hands off, and as soon as he turned, he was greeted by Mimi’s lips on his own as she pulled him in a deep kiss. Joe’s eyes shot wide open in surprise as Mimi wrapped her arms around his neck.

That surprise was short-lived, though, and he relaxed into her, happily letting her take control of the kiss, returning it gently and lovingly until she pulled away. Joe blinked a few times while Mimi’s eyes fluttered open.

“Th-Thanks,” Joe choked out, causing Mimi to laugh.

“You ready to go?” she asked innocently.

“I’ll, uh, I’ll just need to get my shoes, but yes, yes I am,” he nodded eagerly. He allowed his eyes to trail along her, admiring how great she looked in the baby blue, white, and pink tie dye crop top she was wearing. She was looking as beautiful as always— and much more festive than he was.

“I have to have a pin somewhere…” he thought to himself.

“Don’t take too long, sweetie! I still need to give you a thank you kiss for helping me with my injection.”

Joe stopped in place and tilted his head to the side curiously, “You don’t need to thank me.” Mimi raised an eyebrow.

“Oh? You don’t want your hot wife to kiss you?” she asked. Joe flushed.

“N-No! I do. I really do. You’re-You’re welcome.”

Mimi beamed and clapped her hands together, “Now let’s go! Pride awaits!”

[drcomttheo]

Amidst the Chaos

Amidst the Chaos—ML

FIFTEEN:

"Stop it—stop! I can't do it anymore."

As the time drew near for everyone to embark on their journey back to Hogwarts after the festive Christmas break, Sirius and Remus found themselves unable to resist the urge to gently remind Allie of the responsibilities that awaited her.

She battled the overwhelming frustration that threatened to overwhelm her, holding onto the optimism that everything would eventually work out perfectly.

Her mind was filled with a torrent of thoughts, and as she sat in class, time flowed past her like a river, each minute dissolving into the next, and she found solace in the quick pace.

Free time beckoned, offering a sweet escape from the rigors of the classroom, but Professor McGonagall's idea prevented Allie from enjoying her freedom.

This was due to Allie's remarkable intellect and unwavering dedication, which stood out among her peers and earned her the admiration of Professor McGonagall.

The class had ended, and as she was gathering her things, the professor walked over to her gracefully.

"Miss Hesper, might I ask you to take on the task of tutoring Mr. Nott? After all, you are among the most brilliant pupils in our school, while Mr. Nott, well, finds himself quite distant from that respected position." Professor McGonagall declared.

Minerva recognized Allie's exceptional talents and entrusted her with a noble task: to mentor and support those students who struggled to grasp the complexities of their studies.

Usually, Hermione assigned the first-ranked student to help tutor the others, but she had already reached her limit with the number of students she could manage.

And so, the weight of responsibility began to flow down the chain.

Draco was prepared to take the lead when presented with an opportunity. However, fate had different intentions, as Snape informed Professor McGonagall that Draco could not participate in any extracurriculars.

Allie was the next one up.

Though she found herself perpetually caught in the whirlwind of her busy life, she felt a spark of tenacity ignite within her.

It was just one student, after all, and she couldn't resist the call to lend a hand.

"It would be my pleasure..." Allie exclaimed, her voice laced with forced enthusiasm, although she felt a flicker of relief that it was Theo in need rather than another student, but deep down, she understood that guiding Theo would be an impossible task.

"Perfect," Professor McGonagall said, her voice steady and filled with an air of authority that commanded the attention of all present.

"Can you begin at the end of the day? I would assume?" She turned to Allie, her eyes searching for an answer, and Allie merely nodded her head in response as she stood up from her desk, gathered her final belongings, and headed out of the classes.

The rest of the day was routine as usual; she attended her classes and talked to her friends, and soon, the day had come to a close. Allie navigated the common room, searching for Theo.

As expected, she found him sitting on one of the many couches, Pansy by his side.

Upon noticing her presence, they slightly separated, and Theo quickly stood up.

"Reporting for duty!" Theo said in a sarcastic tone as he brought his hand to his head in a saluting motion, and Allie and Pansy both laughed and mumbled, "You are so stupid," as they looked at Theo.

"Pans, I gotta steal him away... I know, so heartbreaking..." Allie expressed her playful exasperation, and Pansy laughed in agreement, appearing somewhat relieved to have some time away from Theo.

"Wow, ladies, I am really feeling the love," Theo said as he rolled his eyes and bent down to give Pansy a quick kiss on the head.

"You know I do, Teddy," Pansy said as a faint blush brushed against her cheeks, and Theo couldn't help but smile in return.

"Okay! Let's go! Time's ticking!" Allie exclaimed as she told Pansy bye and began to make her way to the library.

***

As the night deepened and Allie's patience began to wane, she found it increasingly difficult to conceal her irritation.

Theo was a challenging student, and his lack of attention during Allie's lessons only compounded the difficulty.

Professor McGonagall had tasked Allie with the responsibility of tutoring Theo in the four fundamental subjects: Charms, Potions, Transfiguration, and Defense Against the Dark Arts.

Allie, a girl of remarkable intellect, found herself engulfed in a sea of responsibilities.

The weight of her studies, compounded by the demands of another student, pressed heavily upon her.

Yet, she pressed on, understanding that it was merely Theo's influence and that this endeavor would ultimately serve to bolster her academic standing with extra credit.

Allie endeavored to maintain her composure during their study session, yet Theo's struggle to understand the material was becoming increasingly frustrating.

"No, please, just stop. Honestly," Allie sighed, her voice laced with doubt as she carefully pried the quill from his grasp, guiding his gaze back to the parchment before them.

"Does this seem correct to you?"

Her voice resonated with an undeniable intensity as she pronounced the word 'correct,' each syllable drawn out.

Throughout her academic career at Hogwarts, Allie constantly yearned to be the pinnacle of achievement.

Her grades were a reflection of her unwavering dedication and brilliance.

From an early age, she was known for her large aptitude for knowledge, earning an affectionate nickname of "curious" by her parents.

She possessed an endless hunger for knowledge and to learn about every subject she came across, from contemplating the depths of the sky's azure hue to daringly mixing the rare strands of Abraxan hair with the peculiar essence of bulbadox juice, and regardless of whether the facts she knew were pertinent to the topic at hand, she couldn't help but incorporate them into every conversation.

Theo spoke, focusing back on the task, and in a low voice, he dropped his head into his hands and whispered, "Well, obviously, it does to me; I really don't know how to do this." 

Allie let out a breathless sigh as she started to jot down notes on his paper.

"In this scenario, the dosage of the potion connects seamlessly with the duration of the drinker's slumber, so for this, there is no predetermined formula," she exclaimed, her eyes filled with excitement as she began to explore every nuance of the Dreamless Sleep potion.

"You just have to make sure you do the correct proportion," she exclaimed.

As she began to scribble down her thoughts in the margins of his book, a soft snore interrupted her.

"Theo! Wake up!" Allie playfully tapped the back of his head.

Without hesitation, he straightened his posture.

"Bloody hell, was that really necessary?" he exclaimed, to which Allie simply shook her head in response.

"You were sleeping," she stated. Her words were firm and resolute, a clear reflection of her determination.

"I can't allow my grades to suffer due to your unwillingness to listen," she declared. "Now please listen." 

Theo exhaled deeply, his hand meeting his forehead in exasperation as he brought his quill down with a decisive thud against the tabletop.

"Alright, alright," Theo murmured, bringing his free hand to his eyes in a futile attempt to dispel the weariness that clung to him.

"Thank you!" Allie conveyed her appreciation as she delicately turned the page of her book.

"I know this is boring and probably unimportant to you, but I care about my grades."

Allie started to peruse the words on the pages while Theo let out an exasperated sigh.

"I care about mine as well; I just—I went through a difficult time over the holiday," Theo confessed, his gaze fixed on the pages, while Allie cast a gentle glance in his direction.

"Oh... Is everything okay? Allie turned her attention to him, momentarily setting aside her work.

Theo responded with a simple nod, and in return, Allie nodded back, sharing a silent understanding between them.

***

The next morning, Allie burst into potions class just as the bell tolled, prompting a low grumble from Snape.

"Late," Snape remarked, his gaze fixed firmly on the board, the chalk gripped tightly in his hands. 

"Professor, I'm hardly—" Allie spoke as she began to navigate her path to her seat, and Snape pivoted, his gaze piercing as it fell upon her.

"I was not addressing you—Mister Malfoy, please take your seat," Snape declared, his voice cutting through the murmurs as he commanded the pages of every book to turn to the designated spot.

Allie averted her gaze from Malfoy as he settled into the chair beside her. Just as Snape prepared to commence the lesson, two more students entered the room: Jax and Mattheo.

As his annoyance escalated, Snape yelled, "One hundred and fifty points from Slytherin!"

His fellow Slytherins in the class murmured discontentedly as he had deducted fifty points from each of the three who had arrived late.

Allie considered it just, yet a frown creased her brow as the weight of their place slipping from the lead of the house cup settled upon her.

As Snape meticulously inscribed his notes upon the board, the lesson commenced at last, with Jax and Mattheo settling into their seats.

Mattheo occupied a solitary spot on the far side of the classroom, while Jax positioned himself directly behind Allie and Mattheo.

Allie quickly turned around and offered a brief apology to Jax for leaving before he was ready and without his knowledge.

He responded with a resolute nod, suggesting that a conversation on the matter awaited them in the near future.

Allie returned his nod and faced forward once more. In that moment, Draco gently nudged her, a smile gracing his lips before he redirected his focus to the lesson at hand.

As the lesson drew to a close, Snape's thoughts appeared distant and unfocused.

Allie busied herself, gathering her belongings and stowing them away in her small bag while Jax lingered nearby, his presence a steady comfort.

"Jax, I'm sorry—I know I shouldn't have left, but I didn't see you, and I couldn't be late," Allie confessed, rising from her seat and making her way toward the door.

"I know—it was my fault; actually, I wasn't there for you when you were ready; the time slipped me," Jax remarked, lifting her bag with a gentle determination.

"What were you doing?" Allie posed her question, yet before he could articulate his reply, an interruption ensued.

"Miss Hesper..." A voice pierced the stillness, prompting her to pivot; it was Snape.

Allie met his fierce gaze, unwavering in the intensity of the moment.

"You are to be back here in one hour," Snape declared with a sharpness that brooked no argument.

Just as Allie opened her mouth to voice her discontent, Jax interjected with a discreet gesture that conveyed a wealth of meaning.

"Yes, professor," Allie replied, stepping out of the classroom and heading toward the Great Hall, eager to snatch a scone or bagel before she hurried back to Professor Snape's domain.

As she glided down the corridor toward the hall, a familiar voice broke through the air.

"Hey!" Theo called out, his tone laced with a mix of urgency and curiosity, as she quickened her pace, her heart racing with the thrill of the unexpected encounter. Jax and Allie both came to an abrupt stop.

"Can I talk to you?" He stood outside the classroom, a figure of quiet anticipation, yearning for the moment to speak with her.

"If you can talk quickly, I don't have much time."

Allie continued her brisk pace toward the hall when Theo's hand suddenly clasped her shoulder, bringing her to an unexpected stop.

"What is it, Theo?" Allie inquired, and Theo lifted his gaze to meet hers.

"Whoa, there's no need for that kind of attitude. I was just wondering if we were still going to study later." He inquired, his fingers absently massaging the nape of his neck while Allie cast a fleeting, concerned glance at Jax.

"I can't today; Snape needs my assistance for something later. That's kind of why I'm in a rush right now," Allie said, casually wrapping her arm around Theo as she guided them both toward the dining hall.

"What about another time? Besides, you have made many improvements," Allie stated, a playful smile dancing on her lips, and Theo responded with a hearty laugh that echoed through the room.

"Please don't say it," Theo growled, a hint of frustration lacing his words, and Allie found herself unable to hold back. 

"I'm proud of you," Allie chuckled, her laughter ringing like a melody in the air, while Theo muttered under his breath, a frown etched upon his face.

Together, they stepped into the Great Hall, where Allie seized a quick bite of her snack before she headed to her impending meeting with Snape.

***

Snape had been anticipating Allie's arrival, and following her dismissal of Jax, she had sent him off to his current task.

Uncertainty clouded her thoughts as she pondered whether he retained any memory of the man he had once been prior to this assignment, and she had hoped that perhaps he was discovering some semblance of fulfillment right now.

She ignored that thought as she stepped into Snape's classroom, her gaze immediately drawn to him; he stood imposed in the center, and his voice cut through the air, "You're late..."

His voice resonated through the air, which prompted Allie to cast her gaze toward the clock, which now marked two minutes past the hour.

"Snape, I'm not late!" Allie started sternly, and Snape swung over to her, which caused her to step back slightly.

"To him you are, and you would have already been dead for your attitude, Miss Hesper," Snape declared, his wand a mere extension of his will as he flicked it, the door slamming shut and locking with a finality that echoed in the stillness.

Allie felt a flicker of confusion regarding his words, yet she was determined not to provoke him further.

With a measured grace, she removed her robe and placed it delicately on the table as she redirected her focus to Snape once more.

"Occlumency is the art of magically sealing the mind against the intrusions of Legilimency, a skill in which the Dark Lord excels," Snape set his attention upon her.

"I will be imparting to you the necessary practices, and you shall remain here until you attain even the faintest semblance of shielding," Snape declared before delving deeper into the intricacies and the essential qualities of a proficient Occlumens.

As the minutes slipped into hours, the evening deepened, and she found herself uncertain of how long they had been doing this task.

"You have to perform better than that! I can easily penetrate your mind. It seems like you're too inept to stop me from doing what I want. Come on, you imbecile!" 

Snape was resolute in fortifying Allie's intellect for the mutual advantage of both her and the Order.

His louder voice caused Allie, who was seated in a chair in the middle of the room, to give a tiny jump.

He moved closer to her until his face met hers.

Once he was in front of her, he began to speak.

"You have to fortify your mind and disconnect your senses." As he exhaled deeply, he turned his head to gaze at the girl, who appeared to be worried.

"Do you recall a memory that you believe is powerful to you, but not sufficient for him?"

Without waiting for her to process the information, he twisted his way back into her memories, interrupting her breathing as he went.

The anguish was so intense that it shot through her mind.

It was fierce in its intensity.

The memory began to swirl in and out of her brain, gradually becoming more visible as Snape proceeded to force his way through her mind.

In front of her vision, the somber scene began to progress and unfold; different items were twisting into both of their views.

"Allie." She heard her mom's voice carry from a distance. "Hurry up; this was your plan."

Allie eagerly sprinted to the top of the hill, her heart racing with eagerness, as she hurried to meet up with her parents at the summit.

As she reached the top of the hill, she stood proudly and stared at the breathtaking view.

"Wow, this place is absolutely incredible," she whispered in awe as she gazed at the stunning view before her. Allie couldn't help but smile, feeling a rush of nostalgia as she took in the familiar scene in front of her.

Her gaze shifted to her father, who was sitting comfortably on a plaid quilt that had a charming mismatched pattern thanks to the clever combination of various fabrics."Even though I first came up with the idea, he actually told me about it." She gestured toward her father, who was staring at her with a bright smile.

Allie moved closer to her father, settling down beside him in a comfortable position.

The young girl gazed longingly over the edge of the grassy slopes, her eyes fixed on the breathtaking view that extended out in front of her.

Down the ridge, there was a tranquil waterfall. She and her parents frequently found themselves here as a family, although it wasn't very often due to her school schedule and her parents' work commitments.

When not occupied with meetings or secret missions assigned by the Ministry, her parents were known for their assistance to their fellow colleagues.

Whenever they had a rare moment of free time, they would all make an effort to go.

Despite the exhausting climb up, Allie couldn't stop going. She saw it as a sanctuary, a haven where being alone didn't make her feel isolated. She frequently found herself captivated by the sight of the sky above. She adored the way the clouds gracefully glided through the air, seemingly suspended in eternal tranquility.

The shapes they created were constantly forming and changing, much to the delight of her family. They loved creating imaginative stories about the various shapes that appeared in the sky.

She found it incredibly soothing.

A peaceful scene.

Allie growled through her teeth, "That's private," as she clutched her skull in an effort to relieve some of the stress that the spell had generated. 

"It's not for him. I recommend controlling your mind, or he will." Snape let out a soft sigh before continuing.

"When you know who uses his practices in your mind, imagine the clouds and how they move as the wind blows," he added as he drew closer to her in a relatively short amount of time. 

In an effort to give it another shot, Allie took a deep breath and closed her eyes.

As she did so, she made an effort to maintain her concentration on the clouds generating overhead in her mind.

As she contemplated their movements, she also accounted for their forms.

Snape did not pause for even a second longer, entering her thoughts once more and beginning to twist his way through them. 

"Legilimens!" He yelled as he directed his wand toward her thoughts and pointed it in her direction.

As the magic tore through Allie's head and whirled about in her memories, she could feel the piercing anguish that accompanied it.

It was ripping its way through her mind.

Allie made an effort to concentrate on the memories of familiar surroundings; she pictured herself lying down on the grass and gazing up at the sky, watching the clouds in the sky as they passed.

As her thoughts began to wander, she became aware of him searching through her memories in an attempt to find something of significance.

She made an effort to calm her thoughts, taking a long breath as the clouds moved over the sky, forming a variety of shapes.

Snape discovered an imbalance in her thoughts after spending a few minutes focusing her attention on the fictitious clouds.

The experience had shattered her mind, and a new recollection began to take shape in front of the two of them.

Allie had finally managed to escape the confines of her hospital bed after what felt like an eternity.

The mediwitch complied with Allie's request to remove the wrapping for a minute as long as Allie obeyed their instruction for her to walk, so slowly Allie made her way toward the and as she stood on her feet again, she experienced a strange sensation as if they were coming back to life.

Allie didn't want to roam far, so she ultimately found herself in the bathroom, and as she entered, she closed the door behind her.

She neared the mirror in front of her, and she found herself reluctant to look into it, and she let a moment of anticipation fill her mind.

She gently placed her hand on the sink.

A sigh escaped her lips as she inhaled deeply, her eyes meeting her own reflection, and as she gazed at the unfamiliar figure in front of her, tears streamed down her face, dampening her gown as she quietly wept.

The tears were soon overcome as Allie's blood simmered with an intense fury.

She longed to let out a piercing scream, but she restrained herself, not wanting to cause any concern, but she just couldn't tear her eyes away from the mysterious figure standing before her.

The intensity of her own gaze sent shivers down her spine; it was almost strange.

Her hair seemed coarse, and her eyes were dark, and then there was the absence of her left arm, a haunting reminder of a past event that she couldn't begin to fathom.

As she stared at the last remnant of the injury, swollen and adorned with shades of purple and black, her heart raced, feeling a mix of emotions.

She winced as she cautiously reached out and touched it with her opposite hand.

To her surprise, there was no pain upon contact.

However, an eerie sensation made her believe that her phantom limb was still writhing in agony.

She tightly closed her eyes, unable to contain her screams any longer as she felt the agonizing pain surging through her arm.

She collapsed onto the floor, curling herself up into a tight ball, the dull ache pulsating through her.

She sobbed uncontrollably on the cold bathroom floor, her heartache consuming her until the ordeal finally came to an end.

Allie screamed out, "Stop it—stop! I can't do it anymore," she gasped, her skull grasped in her hands as she curled over in agony.

Allie had reached her limit and required some time to recover.

She experienced a sensation akin to glass fragments embedded in her brain. 

"The Dark Lord refuses to stop," Snape murmured, enunciating each syllable with deliberate precision. "He will inflict extreme mental punishment, leaving nothing in your mind intact." His gaze shifted to Allie, who sat on the floor with her head buried in her knees.

A sense of defeat overwhelmed her.

She doubted her own strength when it came to the challenging task of occultation.

It required an exceptionally strong mind to achieve a high level of occlusion.

A tempest of feelings surged within her, each one vying for attention, rendering her adrift in a sea of turmoil, unable to grasp the solace she so desperately sought.

In the quiet corners of her mind, a familiar refrain echoed, drawing her thoughts back to the same poignant concern: her parents.

She craved their presence more than ever before. Allie found herself in a situation where she needed to take action but, unfortunately, lacked the support she desired.

This left her feeling a mix of anger, both in general and specifically directed at Harry.

Despite him being the chosen one, she couldn't help but feel more 'chosen' than he did.

Guilt gnawed at her, a constant shadow in her thoughts, yet it was an undeniable truth in her heart.

Harry was destined to restore balance, a role so grand, yet Allie pondered if the truth was more expansive than that.

As she found herself at the center of the Death Eaters' attention, her heart burned with a fiery mix of anger and sorrow, completely unaware of the reasons behind their relentless pursuit.

The longing to uncover the truth behind her parents' premature deaths consumed her. The unanswered question gnawed at her soul, leaving her yearning for closure.

Allie got to her feet, brushing away a stray tear before it could escape down her cheek.

She abruptly informed Snape that she would not continue today, swiftly gathering her belongings.

She sternly declared that she would no longer tolerate such actions from him.

Before Snape could utter a word in response, she quickly exited the room, forcefully shutting the door behind her.

***

 Allie flew into the common room, navigating gracefully through the crowd of students who had gathered, their laughter and chatter filling the air.

She hurried to her dorm room, her heart racing, desperately trying to piece herself back together.

She felt a shiver run down her spine as she thought about Snape delving into her thoughts—an intrusion that felt all too personal as if he were trespassing on the very fabric of her existence.

She stepped into the bathroom; the soft hum of the faucet filled the air as she turned the handle, watching the water cascade down, its iciness beckoning her.

With a gentle motion, she reached for a rag, letting it consume water from the cool stream before bringing it to her face.

As she wrapped the rag across her face, the chill enveloped her, awakening her senses in a refreshing surge.

As the cold water fell over her, revitalizing her senses, the torrid memory swayed through her thoughts, lingering just long enough to evoke a difficult form of nostalgia.

She pushed the memory aside, battling the tears that threatened to spill as she splashed her face once more.

She took a deep breath, committed to pledging her reflection to memory before letting it all go once more.

With a fierce determination shining in her gaze, she resolved to ask Theo to study.

She quickly discarded her formal attire, embracing the soft fabric that enveloped her in a sense of ease and freedom, a welcome reprieve from the constraints of the day.

Allie quickly tidied a few items in her room before she set off toward the common room.

She stepped into the common room again, her gaze fixed forward to Theo, who lingered on the couch.

He sat with his feet propped up beside Pansy, his fingers gently twirling her hair.

Allie inhaled deeply and approached them.

"Theo, do you still want to study?" Allie inquired, attempting to dispel the lingering thoughts of the earlier occurrence.

Theo cast a fleeting look at his watch before raising his gaze to meet hers once more.

"It's nearly midnight..." Theo spoke, his eyes sweeping the room, while Allie regarded him with a mixture of astonishment and disbelief as she threw herself onto the couch.

Snape's unrelenting practice of Occlumency ran long, and the time had surprised Allie. Pansy noticed her expression change immediately.

"Are you okay, Phina?" Pansy inquired, her voice filled with concern as she straightened up and met her gaze. Allie, with her head bowed, shook it gently, prompting a frown to crease Pansy's brow.

"Do you want to talk about it?" Pansy offered, her smile warm yet tentative.

Allie, however, responded softly, "No, it's fine; I guess I will just head to bed since he doesn't want to study." Her eyes drifted toward Theo as she spoke.

"I probably need to, but I will likely just fall asleep again," Theo said.

This elicited a gentle smile from Allie, who rose from the couch and looked at them both with a soft smile on her lips.

"Okay, then what about tomorrow?" Allie inquired as she turned her gaze toward Theo, who responded with a reassuring nod, and a gentle smile graced Allie's lips as she got up from the couch.

"Goodnight then," she murmured, her footsteps echoing softly as she crossed the common room until an unexpected collision suddenly halted her as she approached the stairs.

Allie kept her gaze low and her footsteps calculated and measured.

She retreated back with deliberate slowness, her gaze cast downward, until at last she lifted her head, only to find her eyes locked with none other than Draco Malfoy.

"I'm—I'm sorry," she murmured, her gaze falling to the ground as a tide of emotions surged within her. Draco sensed her turmoil and gently cupped her chin, lifting her head to meet his eyes.

"Is—is everything alright?" Draco asked as he gazed down at her, a shadow of empathy crossing his features, and Allie felt an irresistible pull toward him as she instinctively enveloped him in her arms, tears spilling forth as she surrendered to the moment.

 Draco found himself momentarily surprised, yet he swiftly wrapped her in his arms.

Allie, overwhelmed by her emotions, cried harder, yearning for comfort within the warmth of his embrace, tears streaming down her cheeks as she clung to Draco Malfoy, the eyes of onlookers fixed upon the poignant scene unfolding before them.

Allie recoiled a fraction, her instincts urging her to retreat, and Draco relaxed his grip on her slightly.

"I'm—" Allie opened her mouth to speak, yet Draco silenced her with a gentle gesture.

"What's going on?" He inquired, his eyes reflecting a visible urgency.

"I just need to get out of here..." And within an instant, Draco pulled Allie from the common room, and Allie couldn't help but let out a low whine as his grip was firm and he navigated them through the winding halls of the castle.

Allie decided against questioning the unfolding events; instead, she surrendered to the moment, allowing Draco to lead her to destinations unknown.

She found herself unable to stifle a laugh as Draco clasped her hand, pulling her along through the winding corridors of the castle.

He turned back to gaze at her, and in that moment, his heart swelled with a consuming feeling of joy.

The sight of her smile, radiant and genuine, filled him with a profound sense of achievement, for he had managed to bring happiness to her after the tears that had graced her cheeks just moments before.

She rested for a few seconds, bending slightly as she clasped her hands upon her knees, striving to reclaim her breath.

"Are we almost there?" Allie inquired breathlessly, her eyes wide with anticipation, while Draco chuckled softly, a knowing smile gracing his lips as he inclined his head, saying yes.

Allie found herself wandering through the passageways, uncertainty gnawing at her.

Typically, the destination was the Astronomy Tower, a place of wonder and starlight, yet tonight, the path felt unfamiliar, leading her astray.

"Where are we going anyway, Malfoy?" Allie inquired, her posture regaining its proper form as she approached Draco with determined steps.

"I thought a change of scenery would be refreshing," he remarked, swinging open a door that revealed a narrow pebbled path.

Allie trailed closely behind him, and as she shifted her gaze ahead, the moonlight danced upon the surface of the dark lake, casting a glistening shine.

"The black lake? What? Why? Aren't there, like, monsters in there?" Allie remarked, and Draco chuckled as he shook his head in response, "Well, no one said you had to go for a swim."

Draco strolled to the water's edge, where he sank into the soft sand, an invitation that Allie eagerly accepted.

"Yeah, I guess not; just don't push me in," Allie responded with a chuckle as she settled beside him.

A stillness enveloped them, and a fragile pause lingered in the air, and Allie exhaled a weary sigh, drawing her knees to her chest and encircling them with her arms, seeking comfort in the warmth of her own form and a place of refuge for her weary head.

Draco cast a sidelong glance at her, a faint smile gracing his lips.

"So..." Draco turned his gaze toward the lake, prompting Allie to follow suit.

"So..." she echoed softly, exhaling as she observed the moonlight shining upon the water's surface, casting a beautiful light.

Allie sat there, her heart racing, caught in the moment as the cool breeze whispered around them.

She didn't know what to say, but a flicker of warmth spread through her, making her forget the very reason Draco had pulled her away from the chaos.

It was as if the world had faded, leaving just the two of them suspended in this unexpected tranquility. 

"Why—" Draco started.

"Why was I crying?" Allie completed his inquiry, and her gaze lifted to connect with his gray eyes.

His intense stare bore into her, and with a subtle nod, Draco acknowledged her presence.

Allie paused, her gaze drifting from his piercing eyes, and after a moment of contemplation, she summoned the courage to voice her thoughts.

"It was just Snape is all..." Allie began to reflect on the Occlumency session she had just experienced with him moments before.

"It was nothing, really; I just—I just couldn't do it anymore..." Allie declared as she redirected her gaze to the water, where a flicker of movement danced in the background, causing the tranquil surface to ripple ever so slightly.

"I told you!" Allie exclaimed as her finger traced the outline of the vast expanse of water, precisely where the enigmatic figure had appeared.

Draco, unable to contain himself, let out a soft chuckle, though it was but a whisper of amusement.

"Oh please, I'm certain it was just a fish—" Draco remarked, his gaze sweeping across the shimmering surface of the water.

"A fish? Did you see the tail!?" Allie gasped, her gaze fixed on the horizon, anticipation coursing through her veins as she wondered if anything else might emerge from the depths of the unknown.

However, Draco simply shook his head, his features etched with interest as he laughed, but then he changed the subject, still curious.

"What did he do to you?" Draco inquired, his voice laced with curiosity.

"It was just practice, occlumency... It doesn't matter. I'm alright now."

Allie lay back in the cool sand, not caring if it tangled in her hair; instead, she stared at the stars, letting her mind sink into their beauty.

Draco mimicked Allie's movements, gazing at her as their hands dangled dangerously close to each other rather than focusing on the stars.

"Beautiful..." Allie murmured, her gaze captivated by the boundless stretch of the sky above.

Draco breathed softly beside her, his gaze fixed on Allie, captivated by the sight of her tangled brown hair and the gentle flush that graced her cheeks within the cool breeze.

"Yeah, she is."

Allie ignored him as her focus shifted upwards.

[iindigoeyed]

Just remembered that I never shared my Miraculous Character Trivia sheet, so here it is! It's not quite finished, and is considerably outdated now as I began working on it well before the release of MW: Paris (and thus, London as well) so if you have anything you'd like me to add PLEASE let me know! Contributions with clear evidence are very welcome!! This includes background characters and one-offs as well! I am one person and not nearly the biggest ML fan so I'm sure I've missed a lot.

I made this to be a quick-and-dirty guide for fanartists and fanfic writers to be able to reference on the fly, hence the focus on fun facts, hobbies, and birthdays. Some things are never directly mentioned to us, like exact birthdays, but for the sake of creative purposes, I give as much known about them as possible.

As stated at the top of the doc, only things shown or stated in the show and directly adjacent media are included, which means NO Twitter Word Of God will be allowed. The only exception to this is in-character Instagrams, which I believe were created to be some kind of promotional material for the show previously and thus count as "adjacent media". Contradicting facts will be noted.

Lots of this is stuff you can find on the Fandom wiki, but I tried to make this more concise & convenient and less speculatory.

[hairtransplant-stories]

Which Is The Best Minoxidil Brand For Hair Growth?

Hair care has always been a pressing concern, especially for those facing the challenges of baldness or thinning hair. Over the years, technological advancements have transformed the way we treat hair loss. This blog explores the journey of Minoxidil, a revolutionary solution, and its evolution to suit different needs.

Once Upon a Time: A World Without Advanced Formulations

In the early days, technology wasn't as advanced as it is now. Minoxidil's original salt formulations were not oil-soluble or water-soluble. To improve its absorption, companies initially relied on alcohol-based carriers. While effective in delivering the active ingredient, alcohol bases caused side effects for many users - such as scalp irritation, itching, and dryness.

The Turning Point: A Need for Change

Noticing the issues with alcohol-based Minoxidil, pharmaceutical companies began to innovate. They developed new formulations, including lotion-based, aqua-based, and lipid-based variants. Regulatory bodies like the SFD (Safe Formulation Department) set guidelines, confirming that a 1 ml dose of 5% concentration is safe and effective for most individuals with baldness.

For women, the formulation varied - 2% Minoxidil was deemed optimal for female users. Over time, variants such as 10% Minoxidil entered the market, aimed at individuals who needed stronger formulations for specific treatment durations.

The Modern-Day Minoxidil: Tailored for Everyone

Today, Minoxidil comes in various forms to suit different scalp types:

Solution-Based: Available as aqua, alcohol, or lipid bases.

Lotion-Based: Often preferred for sensitive skin.

Gel-Based: Ideal for individuals who trim their hair and want precise application.

Which One Is Right for You?

Here's a quick guide to choosing the right Minoxidil:

Dry Scalp: Opt for lipid-based formulations.

Oily Scalp: Alcohol-based Minoxidil may suit you better.

Dandruff-Prone Scalp: Aqua-based solutions can help.

If topical formulations cause irritation or are inconvenient, oral Minoxidil tablets are an alternative under a doctor's supervision.

The Role of Your Dermatologist

No matter how advanced the product, finding the right Minoxidil variant is important. This is where your dermatologist steps in. They can evaluate your scalp type, lifestyle, and needs to recommend a formulation that suits you best.

Why Consultation Matters

Before committing to long-term use, it's essential to consult a professional. Discuss your concerns and seek advice on which brand and formulation are ideal for you. Your dermatologist can provide personalized recommendations to ensure consistent results without side effects.

Learn More on YouTube

Want to dive deeper into the world of Minoxidil? Watch our detailed video, where we break down the science, formulations, and best practices for using Minoxidil effectively. Click here to watch now!

Let us know in the comments if you've faced any challenges with Minoxidil or found a formulation that works perfectly for you. Your experiences might help others on their hair care journey!

[terraliensvent]

Staff doesn't care about Terras anymore and I think they should hand over total ownership (Admins, mods and all) to people who actually care. I love Terras and don't want to see them die off, but it feels inevitable now.

Terras is over party ig!!!

honestly im tired of them playing hot potato with this project, it fails under any ownership its given and any passion that was once put in (arguably an incredibly small amount since its obvious this was a cashgrab from day 1) is completely wiped away

there are much better species and worlds to put your time and money into. what does terras offer?

a lazy staff team that is so focused on entirely separate projects that they cant even shit out a halloween event, and that gave so little of a fuck that they waited a full month after the birthday event was over to even raffle the designs, and that was seemingly held together by one staff member so much so that when that member left the team, the server had rule violations sitting for days at a time

a site that, despite having almost nothing added in the way of extensions, runs like shit because staff doesnt want to abide by recommended image sizes and overloaded the whole thing with enormously heavy images, to the point that now even after the images have been compressed oh so slightly, the site still runs like shit

a site that will never have any interesting changes or additions made (even the most simple) because staff is so incompetent with their own tools they fundamentally do not understand how lorekeeper works. this wouldnt be so much of an issue if they would hire someone experienced in lk (their site coder has said they have no idea how lk works and theyve never used it), or take on volunteers to add the most basic functionality, but they wont do that because they are again, so incompetent that they think a volunteer could just delete the whole site which is fundamentally impossible unless you give them your fucking admin login

no lore MINIMAL lore about, of all things, a stupid new subtype that nobody wanted. no publicly available lore about terra planet, society, anatomy, physiology, or even why these stupid things have fishbowls on their heads. if you want even a scrap of information, you have to scrounge through months upon months of messages in staff-answer, or play a stupid ass ARG

an abysmal design approval process. you will have your design denied for trait restrictions that are listed nowhere, and that staff let pass with their friends 2 days ago. if you ever try to bring up any terra on the ml as an example that they have approved the same design aspect before, you will ALWAYS be knocked dowm with “that design was approved before we updated the guides/it slipped through the cracks” even when the design isnt even a week old

no MYO slot sales, no fun opportunities for community interaction, fucking hell not even any events anymore because staff dont give enough of a fuck to slap something together for the month of october.

lazy adopts thrown together for a quick buck to the point they will have scribbly lineart, color spilling out, and unclear design aspects that they will shit out and sell to you for $90+.

a server that is so overloaded with toxic positivity that you will get dogpiled even for saying you dont like a certain video game.

just give up on terras at this point. its been a year and a half of this shit and it has never been at even a BASELINE standard of how a species should operate.

newly released species these days all think its acceptable to drop with just a concept and an empty lorekeeper and call it a day. i think everyone who participates in closed species needs to collectively come together and raise the standards that were set by the mother of all cashgrabs: chams. we need to stop enabling the species owners who give NOTHING to the project, the ones who release with no lore, shops, or trait sheets. i think we all should take our money to more fulfilling creators (in my experience, smaller species projects are typically so much more fleshed out than popular new ones hitting the market, but they often lack the publicity to flourish) and stop sinking money and so much time into people who dont put in any effort, and who dont WANT to put in any effort because they have no passion for the project outside of a paycheck.

[elsa16744]

The Role of Data Analytics Consulting in Business Growth 

Professional data analysts guide corporate clients in modifying operations, attracting customers, and solving business problems. Therefore, they can assist brands in increasing operational efficiency for better profit margins and crafting exceptional growth strategies. At the same time, integrating new tech advancements like large language models (LLMs) empowers analytics consultants to process qualitative data for comprehensive insights. This post will elaborate on the crucial role of data analytics consulting in business growth and competitive resilience.  

What is Data Analytics? 

Data analytics employs computer-aided statistical models to discover reliable industry trends, competitor tactics, and consumer insights. Its input datasets comprise consumer purchase history, supply chain details, and regional market entry challenges. 

A consulting analyst might utilize proprietary and open-source programs to develop statistical models and flexible reports to deliver insights based on clients’ instructions. Therefore, experts in data analytics consulting services will find the best approach to cost reduction without losing data integrity. They might also help share the digital governance liabilities amid the rise of privacy and investor confidentiality regulations.  

Understanding the Role of Data Analytics Consulting in Business Growth 

1| Creating a Data Strategy to Accomplish Business Goals 

Relevant data is essential for responsible decision-making, clever milestone determination, and strategy innovation. Data analytics allows organizations to check how a data point relates to its long-term vision and performance. 

For instance, prioritizing tangible results helps make reports more impactful. Eliminating data points that do not align with business goals can help reduce resource consumption for storage and visualization. After all, streamlined computing is a prerequisite for operational efficiency. 

2| Forecasting Scenarios for Risk Assessment and Mitigation  

Data analysts interpolate data points to estimate the missing values in a database. Likewise, they leverage machine learning (ML) models to offer predictive analytics consulting services for revenue, risk, and industry projections. 

Related forecasting report creation programs require powerful computing hardware. Otherwise, enterprises use cloud platforms for scalability and expert-assisted tech maintenance. Letting a data analyst team oversee these developments will also enable brands to benefit from outsider perspectives during risk or resilience management. 

3| Making Reports More User-Friendly with Precise Performance Insights 

Complex and over-tabulated reports make employees spend more time performing standard tasks like sharing a record or comparing identical series. Data analytics consultants can revise reporting methods and presentation styles to boost the ease of navigation. They will guide your team in efficiently using recognized and emerging analytical tools. 

Consultants must also demonstrate command over performance metrics monitoring through straightforward, real-time updates. When they quickly capture anomalies, promptly tracing and rectifying inefficiencies becomes possible.  

3| Gathering Relevant Intelligence 

Data quality managers consider relevance to business objectives essential for responsible decision-making and preventing wasteful resource usage. Therefore, experienced data analytics firms refrain from employing data mining methods without adequate programming for relevance-based filtering. 

When you store irrelevant business intelligence (BI), you increase the risk of slowing data sorting and query-led quick retrieval. After all, your IT resources must scan vast datasets before providing the best output or insight. The related role of analytics consulting in business growth encompasses devising methods to restrict irrelevant BI processing. 

4| Finding Unique Customer Experience Insights 

Several consultants offer customer analytics comprising engagement metrics and customer experience (CX) enhancement ideas. They can also evaluate whether a customer will help increase brand awareness through word-of-mouth promotions. 

Companies can leverage heatmaps and website engagement metrics to ascertain user interactions and intents. For instance, many consumers prefer surfing the web and reviewing businesses’ online presence for informational and commercial intent. You want to customize landing pages to match the intent and design programs based on frequent usage for CX improvements. Telemetry and usage analytics specialists will help your designers test and optimize the required elements. 

5| Helping Manage Workers and Data Culture 

Human resource insights describing how employees contribute to organizational initiatives allow managers to reward the top performers. Simultaneously, they can determine which employees need further guidance on efficient workflows and team coordination. 

Examining employee performance through ML-assisted analytics necessitates secure data pipelines because employees’ personally identifiable information (PII) also attracts cyber threats. Consider identity theft attackers stealing and forging virtual IDs to hijack enterprise IT systems for corporate espionage. 

Therefore, you are better off collaborating with established human resource analysts and data culture veterans. They can facilitate comprehensive insights without hurting your company’s governance standards. 

6| Accelerating Innovation and Monitoring Patents 

A company’s intellectual property (IP) rights demonstrate its domain expertise and unlock additional revenue through licensing or sublicensing regimes. However, as markets mature, multiple brands will inevitably promise identical or commoditized offerings. This situation makes it harder to differentiate these brands based on standard specifications. 

Innovation engineering, a discipline inspired by the systems approach for hybrid tech tools, is essential to making your branded offerings attract investments and demand. At the same time, data analytics consulting is indispensable for uncovering innovation opportunities to ensure clients’ business growth. It reduces the time spent tracking registered patents and predicting legal conflicts in securing IP rights. 

The Methods in Data Analytics for Steady Business Growth 

Time series analysis describes a business’s past performance and forecasts future growth potential. Furthermore, you can apply it to market intelligence, competitor insights, and investor relations. 

Regression analysis establishes or investigates the relationship between dependent and independent variables to create statistical models. These models can later help explore specific predictions. 

Cluster analysis often groups data points based on similar attributes to streamline conditional sorting, visualization, prioritization, and multi-model methods. 

Meanwhile, factor analysis emphasized data reduction to highlight latent variables. These variables explain the underlying data structure, informing data leaders’ strategies for efficient modeling. 

Predictive and prescriptive analyses deliver scenario simulations. You want to define constraints related to favorable and unfavorable decision outcomes. Next, exploring the risk-reward aspects will help discard potentially harmful decisions or strategies. Prescriptive methods give risk mitigation ideas concerning internal and external threats. 

Conclusion 

Data-centric business growth depends on responsible data source selection, safe data storage, fast validation, and short time-to-insight (TTI). Accordingly, professional data analysts recognize these requirements, sharpening their skills and augmenting their toolkits to deliver smart insights and meet client expectations. 

A supply chain analytics expert will help reduce the delays between material acquisition, production, inventory replenishment, remote delivery, and final distribution. At the same time, a human resource analyst categorizes employees and suppliers based on their key performance indicators (KPIs). A financial analyst can provide practical cost reduction recommendations, and a risk analyst will devise resilience-ensuring mitigation strategies.  

As a result, leaders must identify what type of data analytics consulting role will let them accomplish business growth objectives for the given quarter. Do they want to solve a problem involving in-house operations or plan to enter a new market? Similar considerations will impact how you select analytics partners and tools. This process might overwhelm you, indicating a need for experts’ oversight from the beginning till the project completion. 

[chickawah23]

Hi, me again about Taylor buying a house in Marathon. Not once has either of her planes been to Florida since the Tampa show. Again, it's pretty hard for her to make a purchase like this without the realtor or someone else with receipts to back it up, more than a rando tour guide. I would def wait for an article. I saw the anon about quick flights to Miami..... but Taylor doesn't seem like a Keys person, neither does her mom/dad. This property is very exposing, prone to weather damage and easily seen by boats. If she were going to buy a property somewhere it would be in a more populated area. She rarely even goes to RI. I think its neat for her to own historical property, but she's too easily seen there in the summer and it's always summer in Florida. Time will tell though. I looked up $12 mil dollar home and nothing that was up for sale at that price looks like any of the buildings/islands on the MLS that I've seen.

Listen I’m just gonna delete the post. If an article comes around about this then y’all can let me know.

[digitalconfex-blogs]

Top Tech Conferences in India You Shouldn’t Miss in 2025

India’s tech scene is evolving fast — and 2025 is set to be a big year for innovation, learning, and networking. From artificial intelligence and cybersecurity to cloud infrastructure and digital marketing, the upcoming conferences are more than just meetups — they’re where the future is being shaped.

Whether you’re a startup founder, developer, marketer, or digital strategist, attending the right events can offer massive value: real-world case studies, hands-on workshops, and direct access to top tech leaders.

If you’re planning your calendar for 2025, here’s a quick look at some of the tech conferences worth your attention.

A Quick Look at 3 Must-Attend Events

1. DIGITALCONFEX — Information Technology Conference 2025

A major platform that brings together AI, cybersecurity, and digital transformation experts. Expect real use cases, live demos, and high-value networking with CIOs and CTOs.

2. India Tech Summit

One of India’s largest multi-topic tech events, attracting 5,000+ attendees. Explore innovations in AI, business models, and network with industry leaders and tech enthusiasts.

3. TECHSPO Delhi NCR

Ideal for digital marketers, developers, and tech providers looking to explore the latest innovations and build valuable industry connections.

Want the full list of all 10 top tech conferences with dates, locations, and what makes each special?

💡 Why These Conferences Matter

Attending conferences isn’t just about sitting in sessions — it’s about discovering what’s next. These events offer a chance to:

Learn directly from top voices at companies like Cisco, Capgemini, and TCS

Stay ahead of tech trends in AI, ML, cloud, and cybersecurity

Build your professional network across India and beyond

Get inspired by case studies, startup pitches, and product demos

📖 Read the Full Guide with All 10 Conferences

👉 Check out the full list Top 10 Tech Conferences in India in 2025 (With expert tips, keynotes to watch, and registration links)