#Featured information processing

[jcmarchi]

From Recurrent Networks to GPT-4: Measuring Algorithmic Progress in Language Models - Technology Org

New Post has been published on https://thedigitalinsider.com/from-recurrent-networks-to-gpt-4-measuring-algorithmic-progress-in-language-models-technology-org/

From Recurrent Networks to GPT-4: Measuring Algorithmic Progress in Language Models - Technology Org

In 2012, the best language models were small recurrent networks that struggled to form coherent sentences. Fast forward to today, and large language models like GPT-4 outperform most students on the SAT. How has this rapid progress been possible? 

Image credit: MIT CSAIL

In a new paper, researchers from Epoch, MIT FutureTech, and Northeastern University set out to shed light on this question. Their research breaks down the drivers of progress in language models into two factors: scaling up the amount of compute used to train language models, and algorithmic innovations. In doing so, they perform the most extensive analysis of algorithmic progress in language models to date.

Their findings show that due to algorithmic improvements, the compute required to train a language model to a certain level of performance has been halving roughly every 8 months. “This result is crucial for understanding both historical and future progress in language models,” says Anson Ho, one of the two lead authors of the paper. “While scaling compute has been crucial, it’s only part of the puzzle. To get the full picture you need to consider algorithmic progress as well.”

The paper’s methodology is inspired by “neural scaling laws”: mathematical relationships that predict language model performance given certain quantities of compute, training data, or language model parameters. By compiling a dataset of over 200 language models since 2012, the authors fit a modified neural scaling law that accounts for algorithmic improvements over time. 

Based on this fitted model, the authors do a performance attribution analysis, finding that scaling compute has been more important than algorithmic innovations for improved performance in language modeling. In fact, they find that the relative importance of algorithmic improvements has decreased over time. “This doesn’t necessarily imply that algorithmic innovations have been slowing down,” says Tamay Besiroglu, who also co-led the paper.

“Our preferred explanation is that algorithmic progress has remained at a roughly constant rate, but compute has been scaled up substantially, making the former seem relatively less important.” The authors’ calculations support this framing, where they find an acceleration in compute growth, but no evidence of a speedup or slowdown in algorithmic improvements.

By modifying the model slightly, they also quantified the significance of a key innovation in the history of machine learning: the Transformer, which has become the dominant language model architecture since its introduction in 2017. The authors find that the efficiency gains offered by the Transformer correspond to almost two years of algorithmic progress in the field, underscoring the significance of its invention.

While extensive, the study has several limitations. “One recurring issue we had was the lack of quality data, which can make the model hard to fit,” says Ho. “Our approach also doesn’t measure algorithmic progress on downstream tasks like coding and math problems, which language models can be tuned to perform.”

Despite these shortcomings, their work is a major step forward in understanding the drivers of progress in AI. Their results help shed light about how future developments in AI might play out, with important implications for AI policy. “This work, led by Anson and Tamay, has important implications for the democratization of AI,” said Neil Thompson, a coauthor and Director of MIT FutureTech. “These efficiency improvements mean that each year levels of AI performance that were out of reach become accessible to more users.”

“LLMs have been improving at a breakneck pace in recent years. This paper presents the most thorough analysis to date of the relative contributions of hardware and algorithmic innovations to the progress in LLM performance,” says Open Philanthropy Research Fellow Lukas Finnveden, who was not involved in the paper.

“This is a question that I care about a great deal, since it directly informs what pace of further progress we should expect in the future, which will help society prepare for these advancements. The authors fit a number of statistical models to a large dataset of historical LLM evaluations and use extensive cross-validation to select a model with strong predictive performance. They also provide a good sense of how the results would vary under different reasonable assumptions, by doing many robustness checks. Overall, the results suggest that increases in compute have been and will keep being responsible for the majority of LLM progress as long as compute budgets keep rising by ≥4x per year. However, algorithmic progress is significant and could make up the majority of progress if the pace of increasing investments slows down.”

Written by Rachel Gordon

Source: Massachusetts Institute of Technology

You can offer your link to a page which is relevant to the topic of this post.

[chiropteracupola]

scribblezine about my great-grandma (who died before I was born) and related topics. who can say.

[aldieb]

they’re selling my grandma’s house. every part of it is texturally rich in memories in the way of grandparent houses, but when i think of it i mostly think of this big tree in the backyard. i don’t know what species it is and i should, but it’s the sort with branches that spread out wide and low to the ground so that it makes a dome of greenery. you’d crawl in underneath and enter a kind of leafy room of light and shadow separate from the rest of the world, and my brothers and i spent entire days in there. some parts were perfect for sitting and others for climbing—it was like someone had custom-built it for three small children. our preferred activity was lining up pokemon figures on different branches and trying to knock each other’s down using the tree’s little tiny fruits as projectiles.

[neosciencehub]

Interplay of Language & Sci-Tech: Exploring the Dravidian Languages

Interplay of Language & Sci-Tech: Exploring the Dravidian Languages @neosciencehub #SciTech #DravidianLanguages #Sciencenews #neosciencehub

The study of languages, particularly those with deep historical roots like the Dravidian languages, offers a unique vantage point from which to view the convergence of language, science, and technology. This article explores the various intersections where the Dravidian languages not only inform scientific inquiry and technological development but also benefit from them. It aims to provide a…

[bookishscrolls]

Step-by-Step Guide to Applying for a CRS License in India

You’ve confirmed your eligibility and are ready to set up your Community Radio Station (CRS). Congratulations! Now comes the application process, which can feel overwhelming if you’re unprepared. This step-by-step guide will help you navigate everything, from gathering documents to understanding how your application is reviewed. By following this guide, you’ll be well on your way to giving your…

[abbiistabbii]

I think every computer user needs to read this because holy fucking shit this is fucking horrible.

So Windows has a new feature incoming called Recall where your computer will first, monitor everything you do with screenshots every couple of seconds and "process that" with an AI.

Hey, errrr, fuck no? This isn't merely because AI is really energy intensive to the point that it causes environmental damage. This is because it's basically surveilling what you are doing on your fucking desktop.

This AI is not going to be on your desktop, like all AI, it's going to be done on another server, "in the cloud" to be precise, so all those data and screenshot? They're going to go off to Microsoft. Microsoft are going to be monitoring what you do on your own computer.

Now of course Microsoft are going to be all "oooh, it's okay, we'll keep your data safe". They won't. Let me just remind you that evidence given over from Facebook has been used to prosecute a mother and daughter for an "illegal abortion", Microsoft will likely do the same.

And before someone goes "durrr, nuthin' to fear, nuthin to hide", let me remind you that you can be doing completely legal and righteous acts and still have the police on your arse. Are you an activist? Don't even need to be a hackivist, you can just be very vocal about something concerning and have the fucking police on your arse. They did this with environmental protesters in the UK. The culture war against transgender people looks likely to be heading in a direction wherein people looking for information on transgender people or help transitioning will be tracked down too. You have plenty to hide from the government, including your opinions and ideas.

Again, look into backing up your shit and switching to Linux Mint or Ubuntu to get away from Microsoft doing this shit.

[britneyshakespeare]

I wonder if Shakespeare had a dog

[todropscience]

CAN FISH RECOGNIZE INDIVIDUAL HUMANS IN THE WILD?

The ability to recognize individual humans is often associated with mammals and birds, yet research suggests that some fish are also capable of this cognitive feat. While diving in the Mediterranean Sea, a team of scientists observed something intriguing: every field season, they were followed by groups of local fish known as pargo or dorado, stealing food intended to reward other fish in their experiments.

In controlled experiments, wild saddled sea bream (Oblada melanura) and black sea bream (Spondyliosoma cantharus), were trained to follow a human diver to obtain a food reward. Remarkably, they can differentiate between dozens of individuals with high success rates, even when superficial features such as colour or brightness are altered. This suggests that their recognition is based on specific patterns rather than simple visual cues. Similar capabilities have been observed in cleaner fish (Labroides dimidiatus), which adjust their behaviour depending on whether they recognize a familiar diver, implying that this skill might have adaptive benefits in natural environments.

-Maëlan Tomasek (Max Planck Institute of Animal Behavior), one of the study's authors, next to a wild fish. The researchers found that wild fish start to follow humans for food and are able to identify individual divers by their clothing.

If fish in the wild can recognize individual humans, the implications extend beyond academic curiosity. Species frequently interacting with humans—such as those in ecotourism settings or research projects—may learn to associate specific individuals with positive or negative experiences. This has been observed in sharks, where some individuals appear to recognize divers who regularly feed or tag them, approaching more readily or avoiding interactions depending on past encounters. Understanding these cognitive abilities could inform conservation strategies by highlighting the impact of repeated human interactions on fish behaviour.

Despite these insights, much remains unknown about how fish process facial recognition and whether this ability is widespread across different taxa. Future research will need to examine whether this recognition occurs naturally in the wild without training and how it influences social interactions within fish populations. As we continue to challenge outdated assumptions about fish intelligence, it becomes increasingly clear that their cognitive world is far more complex than previously thought.

GIF: Trained fishes following diver

Reference (Open Access): Maëlan et al., 2025. Fish use visual cues to recognize individual divers. Biol. Lett.

[labs]

Communities closed beta is here

Hello again! We’re back with an update on Communities, a big idea we had last year that we’ve been working on steadily since then. We’re abnormally jazzed to announce that we’re beginning a “closed beta” phase of this new feature, which means many of you will get to play with it soon!

We want to build this whole thing together, with as much input from all of you as possible. We’ve read and re-read the feedback from our previous post, and we’ve been surveying and interviewing people about this idea for a few months now. But it’s time to open this up even more for hands-on testing.

We’ve already begun reaching out to most of you who interacted with our previous post, as promised, with a survey asking whether you’d be interested in helping (check your email!). Over the next couple of weeks, we’ll be using the results of that survey to narrow down who we’d like to help test Communities in these initial batches.

The process is looking a bit like this:

If you received a Communities survey email to your registered Tumblr email address, fill it out! If you’re interested in helping us in this beta test period, that’s your way of potentially getting early access. If you did not receive an email with the Communities survey, don’t fret! Communities will be rolling out to more people as we expand our testing. 

We’ll go through the results and choose a diverse range of community ideas to gather a wide array of feedback.

Selected testers will receive a second survey with more detailed questions about their proposed community. Very practical stuff, like the name, title, and description, whether it should be public or private, the About page contents, its own community guidelines, and more.

We will create the new Tumblr community on your behalf using the information supplied. We’re building the tools that will let people create and edit communities themselves, so eventually you’ll be able to change them without needing our help. But for now, we’re creating and editing them for you, as needed.

After we’ve created the community, you’ll be made its first admin. Everything from here on out is up to you – Tumblr staff won’t be in your community (unless you invite us, of course). You’ll be able to invite anyone on Tumblr to your community. However, your community will have a population cap to start, limiting how many people can be in it and invited, as a way of keeping this beta test somewhat contained and manageable for us. We’ll be able to raise that population cap for communities that are growing and if we want to test further in that direction.

And throughout, we’ll be asking for feedback, both in some special communities for everyone in the closed beta, and via more surveys and the Support tickets we receive.

This closed beta version of Communities is far from finished, and that’s part of the reason we want to start opening it up to more of you for feedback. There are a lot of rough edges and known issues, but we think it’s far enough along that it’s usable enough for testing. We need feedback in order to feel like we’re building the right thing.

The very first public community is called “Communities Feedback” for this reason! We want everyone helping us test out communities to tell us about it, so people in this closed beta will be in there by default. We want to use that space to be more public and real-time about new pieces we’re building, bugs we’re fixing, things we know are broken, and answers to common questions. There is an additional, private community for community admins, to help shape how administrating and moderating these spaces will work. And if you don’t want to use those spaces, you can always use the “Feedback” category in our Support form.

Stay tuned for more, and keep an eye on that Communities Feedback space if you’d like to see how things are changing over time.

[churipu]

SAY "DADA" 𓆝 ⋆｡𖦹°‧

ִ ࣪𖤐 featuring. gojo satoru, toji fushiguro, nanami kento x fem! reader

ִ ࣪𖤐 warnings. toji cries but he doesn't admit it bye

note. i just spent a good hour watching the "glimpse of us" parents-baby trend, it's so cute. i just had to make something family themed for the jjk men :( i'm so sorry for the lack of updates, i just finished work and boy— it was stressful.

𝐆𝐎𝐉𝐎 𝐒𝐀𝐓𝐎𝐑𝐔

"come on, little guy . . . say dada, da . . . da!" gojo nodded his head slowly, in his grasp stood his one year old son.

all he got in return was a loud strained laugh from the little boy, "it's okay, baby. take it slow, come on, dada . . . da . . ." the blue eyed male softly spells out the word.

"satoru, you've been trying for an hour now." you informed him, eyeing the father-son duo every now and then, "he's going to get it eventually . . ."

gojo chuckled, "i know, baby. 'm just so excited, what if he said his first words when 'm out on a mission," a sad smile etched onto his lips as he cradled the baby in his hold.

"dada!"

it took gojo a few seconds to process what his son just uttered in excitement. slowly, the corner of his lips tugged upwards in happiness — gojo cheers loudly, nuzzling his face into your son's little belly, making him craze out in pure euphoria.

"you just said your first word, good job, buddy! 'm so proud of you," gojo muffled out into the baby's tummy, "daddy's so proud of you."

gojo then faced you, "his first word is dada, i'm going to cry . . ."

to which he did, sniffling loudly — making the little boy imitate him, scrunching his face into a big frown before wailing out a loud cry. hearing your baby cry, gojo softly hushed him, patting his back, "no, no, baby. daddy's crying of happiness, not sadness, please don't cry."

"aren't you two just the cutest?" you asked, kissing the baby on his chubby cheek — calming him down almost immediately. his loud cries ceasing down under your touch.

"we are." gojo chuckled, nose raging red from sniffling mucus.

"please get rid of your snot, satoru . . ."

𝐓𝐎𝐉𝐈 𝐅𝐔𝐒𝐇𝐈𝐆𝐔𝐑𝐎

"come on, dada. say it." toji mutters, pulling on megumi's little cheek — gently, and the baby seemingly annoyed, swats off his father's giant fingers.

toji scoffed, "huh, wonder where y' got that attitude from."

you eyed him, "what do you mean? megumi's exactly just like you — i carry him for nine months and he ends up being a copy of you," you chuckled, ruffling megumi's hair.

the young ten month old baby crawled his way over to you, settling himself on his lap, eyeing his father sharply, "what're y'looking at, huh?"

instinctively you hit toji's bicep gently, "stop that."

"'m not doing anything . . ." toji replies back, rolling his eyes before crossing his arms, "stupid baby."

"dada!" megumi shrieks out, pointing his small finger accusingly at toji, a cute glare looming over his dark eyes, "dada!"

toji blinked once. twice. thrice, and he ended up scoffing, looking away from both you and megumi, "he said his first word, and it's me," toji mutters into his skin, clamping his palm over his lips as his elbow propped down onto the couch's hand rest.

"good job, 'gumi!" you cheered, raising the boy up in the air, kissing his cheek which made the baby erupt in small laughter.

megumi crunched his legs happily, yelling out gibberish with a mix of "dada dada!"

"that's right, dada!" you parrot happily, gently hopping with megumi in your arms. eyeing toji who had been silent, "toji, are you okay?"

he grunted, brushing his face with his hands, "do i not look okay?"

"did you cry?" you ask.

toji grunted yet again in disdain, "why would i cry because the brat said his first word?" he did.

𝐍𝐀𝐍𝐀𝐌𝐈 𝐊𝐄𝐍𝐓𝐎

nanami sat on the floor cross-legged with his eleven month old daughter on his lap as he scanned the newspaper. at every page, his daughter didn't miss every spot on the dull colored paper, pointing at the paper and muttering out incoherent words.

"mhm, that's terrible news, isn't it?" he replies, sipping on his coffee mug.

you emerged from behind the bedroom door, hair disheveled, "good morning," you mumble out, wiping the back of your finger over your eyes.

"dada!"

you froze and eyed your daughter, and nanami did too. his head looked down onto the young girl in amusement, his gaze softening, "your first word . . ." he whispers, carrying the baby into his strong arms.

"you just said your first word, baby!" your raspy morning voice chirped, it was as if your exhaustion had disappeared in a heap of moments and you trotted down the ground, approaching the father-daughter.

"i'm so proud of you," nanami gently placed a kiss on top of his daughter's head, cradling her small body.

you were pulled into a hug by nanami, his arm wrapped around your shoulder and he pulled you to his side — his cheek leaning on your head in content, "good morning."

"dada dada!" your daughter cheered happily, patting nanami's face with her small hands.

"mhm, i'm dada, baby." he mumbles, letting the young girl do as she likes. you cooed softly at the sight, wrapping an arm around his waist.

a good morning it is.

© CHURIPU 2024 , DO NOT COPY OR REPOST ANYWHERE

[jcmarchi]

Shuffling Robot Uses Biological Muscle to Move and Spin - Technology Org

New Post has been published on https://thedigitalinsider.com/shuffling-robot-uses-biological-muscle-to-move-and-spin-technology-org/

Shuffling Robot Uses Biological Muscle to Move and Spin - Technology Org

Researchers at the University of Tokyo have created a two-legged biohybrid robot, combining an artificial skeleton with biological muscle, which is capable of walking and pivoting underwater.

Typical biohybrid robots can move in straight lines or perform large turns but struggle to carry out finer movements in smaller spaces. This makes them unsuitable for use in areas with many obstacles, such as in search and rescue operations.

The new robot can pivot on one foot, enabling it to turn within a small circle. At present, it can only work underwater as the lab-grown muscle dries out quickly when exposed to air, losing effectiveness. However, the researchers foresee that it would be possible to create future iterations which can walk on land, by using thicker muscles with their own nutrient supplies and possibly covering them in artificial skin.

Labeled illustration and image of robot. These labeled pictures show the flexible body of the robot, made from skeletal muscle tissue and a clear flexible silicone substrate, attached to the weighted 3D printed legs and feet. Image credit: Kinjo et al/ Matter

If I ask you to imagine a robot made of living muscle on an artificial skeleton, the striding form of a part human, part machine cyborg may come to mind. But the truth is that we are still just taking baby steps when it comes to creating biohybrid, natural-artificial robots.

Building real-life biohybrid robots which can walk like a human, let alone stride or run like one, is a big challenge. Professor Shoji Takeuchi and his team from the Graduate School of Information Science and Technology at the University of Tokyo have taken on this challenge in their latest research.

“By incorporating living tissues as part of a robot, we can make use of the superior functions of living organisms. In our latest research, we combined lab-grown skeletal muscle tissue with flexible artificial legs and 3D-printed feet. Using the muscle tissue to move the legs allowed us to create a small robot with efficient, silent movements and a soft touch,” explained Takeuchi.

This sped-up GIF of the robot underwater shows the legs walking forward, with the muscle contractions being stimulated by electricity. Image credit: Kinjo et al/ Matter/University of Tokyo

The researchers began by growing skeletal muscle in molds to create strips. The muscle tissue loses its ability to move when it becomes too dry, so the robot was designed to be suspended in water. The team made a lightweight skeleton from a floating styrene board, a flexible silicone-based body, acrylic resin legs with brass wire weights, and 3D-printed feet. Two strips of muscle tissue were attached from the body to the feet of the robot, completing the legs.

Each leg was stimulated using hand-held gold electrodes to deliver a charge, similar to your brain sending electrical signals to your body to move. This caused the muscle tissue to contract and the robot to “walk” when the legs were stimulated one after the other.

By stimulating each leg at five-second intervals, they were able to move the robot at a speed of 5.4 millimeters per minute. Although it might not seem particularly fast, the speed of its leg movements was comparable to that of other biohybrid robots.

“Initially, we weren’t at all sure that achieving bipedal walking was possible, so it was truly surprising when we succeeded,” said Takeuchi.

“Our biohybrid robot managed to perform forward and turning movements with a bipedal walk by effectively balancing four key forces: the muscle contractile force, the restorative force of the flexible body, the gravity acting on the weight, and the buoyancy of the float.”

Explanation of walking movement. The top illustrations show the three phases of the robot’s movement: first, lifting the foot; second, the foot hangs suspended; and third, it lands. The graph below shows the distance traveled and time it took for each phase, the longest being the hanging phase. The combination of the three phases leads to one step. Image credit: Kinjo et al/ Matter/University of Tokyo

The team is now considering how to create a smoother-moving robot that can walk on land by developing methods to stimulate the muscles remotely and creating thicker muscles with a nutrient supply to sustain them.

Takeuchi said: “We’re working on designing robots with joints and additional muscle tissues to enable more sophisticated walking capabilities. Our findings offer valuable insights for the advancement of soft flexible robots powered by muscle tissue and have the potential to contribute to a deeper understanding of biological locomotion mechanisms, further enabling us to mimic the intricacies of human walking in robots.”

Source: University of Tokyo

[catboybiologist]

I see you talk a lot about hrt and you seem pretty informed. I also see that you have had really good effects from hrt.

So what I wonder is how much you think it is luck and genetics vs you making the right choices. I can't help but be jealous sometimes. I've had rotten luck and ok genetics it seems.

What's your take on this? Do you think you've been lucky or do you think everyone can do it like you have if they just did it the same way?

So whenever I answer an ask like this, I end up getting spammed with a ton of hrt related questions, and it gets a bit exhausting. So here's my usual disclaimer: I'm not a doctor, nor any kind of medical professional. I'm not an expert on this. I have a little more knowledge about the theory behind hrt than the average person, but not the medical practice. I'm just giving my experiences here.

So I couldn't say for sure, but I think the answer is both? I can't say how much luck is a component, but that said, I think that there's a lot that helped me out just from the troubleshooting end.

This answer ended up being long, so here's a tl;dr:

Be liberal on your estrogen, conservative on your antiandrogen. Eat a lot, exercise a lot.

Huge ramble under the cut.

It's hard to say that I looked feminine pre HRT. I had (and still somewhat have) all of the "ultra masculine" skeletal features that make people think their transition is going to go poorly, but the soft tissue changes have reframed how they look and function. I used to think that I would never come close to looking feminine without super intense FFS, and that feeling is almost completely gone now. So I didn't feel particularly lucky going into any of this. Now I do, and I'm finally actually relaxing how good hrt has been to me.

I did several things that I think accelerated my hrt. Unfortunately, I can't have a control group here. I also operated over a short period of time, during a period where hrt has a variety of effects. I have no way to tell for sure if these things did anything, or if it's all just masked by standard hrt progress, which comes and goes in bursts.

Also note: I don't think anything has dramatically affected my "final" results. I think there's a lot of things that have accelerated my results. But with ongoing, years long processes like HRT, the biggest, key ingredient is PATIENCE. I keep seeing 2 years thrown around like it's the end of hrt progress. This is, quite frankly, ridiculous. 2 years is startup and troubleshooting time. Whatever development happens in the first two years is a bonus, not a normal timeline.

So never, ever feel like you've fucked up your transition for good. You can always tweak it. And, you can always wait.

That all said, here's the bulleted list of the things that I think contributed:

Intensely focusing on getting my blood estrogen high. Stop thinking about dosages, start thinking about levels. From anecdotes I've seen, most doctors will underdose your estradiol. You should be shooting for 200pg/mL minimum. Many doctors will use this as a maximum. That is outdated information. Your estrogen should be on the high side of cis women ranges. If you're lost, use cis women metrics as a guide, or the WPATH. Personally, I've been blessed with a fantastic provider that I've never had to push back to or argue with, but I've heard some nasty horror stories.

Note that achieving the level I said above is often difficult with pills. Pills do have a maximum safe dosage because of liver metabolism. This will vary from person to person. But if you're getting past 8mg oral per day, consider switching to injections, patches, or gels. These methods bypass digestion and (somewhat) dodge the liver, making it easier to safely get higher blood levels. Even if you try to take them sublingually, a lot still ends up consumed orally.

HRT methods that allow for large differences between estrogen highs and lows seem to be more effective than steady state HRT. This is completely shooting in the dark here, but from my vague anecdotes from comparing injections with peaks and troughs to more steady (but still lover bypassing) methods, it still seems like injections are somewhat more effective. That is not a scientific assessment at all. But that's the only explanation I could think of that matches a little bit of what's known about hormonal physiology

With everything above: if possible, drop your antiandrogen ASAP. A pattern I've seen over, and over, and over again, is trans women being overdosed on antiandrogens while simultaneously being underdosed on estradiol itself. Remember: sufficiently high levels of blood estrogen are antiandrogenic on their own. If you need a AA to keep your T or other androgens low, your E is likely too low anyways. There's multiple reasons why having too much androgen suppression without raising estradiol is bad, but for a whirlwind summary, there's two things I would break it down to. One, having too low of both T and E is really bad, and is basically one of the only ways you can do HRT "wrong" in a way that's medically harmful (the other being stressing your liver). It has effects both short term (mood, metabolism, and energy) and long term (bone density and general growth). Also keep in mind that cis women have androgens too- and you need to make sure you're not over suppressing androgens to below cis female levels. Two, antiandrogens are rarely just an antiandrogen. As opposed to hormones themselves, which are found in your body anyways and are "understood" signals for your genes (among other things), antiandrogens are operating based on how we develop their effects as pharmaceuticals. Does this mean they're intrinsically bad? No. Don't fall into a "natural is better" fallacy. However, it's worth noting that AAs can have effects beyond just androgen suppression because they're not an endogenous signalling molecule. One of these effects might be overall suppression of growth and development. That is wildly unconfirmed, I know transfemmescience disagrees and has a pretty thorough breakdown, but unfortunately there's too much variability in individual trans women's HRT regimens to have consistent studies on fine details like that imo. Again, this is my opinion as a patient, not as an expert.

Don't start progesterone too early. I'd say delay it more than the general advice. 6 months after good blood levels is probably good. Notably, it's probably not a good idea to start it 6 months after the first pill crosses your tongue. Wait for the levels. Probably not that big of a deal though.

This last one I'm incredibly reluctant to even talk about, but I've been coming to the conclusion more and more that it was a fairly major factor in my progress. I didn't do it intentionally but it 100% happened. And that is weight cycling. From January to August of 2024, I dropped almost 30 pounds from training for backpacking and actually doing rigorous backpacking for 3 months. I've gained back all of that weight since. Most of my notable soft tissue and appearance changes have happened as a function of putting that weight back on. This isn't just about chest or thigh growth. My face was thin at my lowest weight, and when I put weight back on, soft tissue in my face has grown back in with a far more feminine look. I do NOT like talking about this, though. Why? Because I think deliberately weight cycling is more dangerous and hurtful than it is helpful. Diet culture, counting calories, and constantly comparing your weight and progress to others is an easy way to an easier disorder. If you develop habits centered around those things, that will fuck up your life permanently. What would I recommend instead? High input, high output. Eat a LOT, exercise a LOT. Get into a steady state with that. It's much healthier long term. Remember, at best, weight cycling is an acceleration, not working towards better "permanent" results.

And uh, I think that's it? Again, keep in mind that the main ingredient is patience. All of this is about making things faster, not making things better in the long run. If any of this seems unattainable for you, then don't worry! All you gotta do is wait.

And again, not medical advice, not scientific rigor, just anecdotes and what worked for me.

I don't have a better way to end this other than good luck? And also that you're probably being too hard on yourself anyways.

[onlygarden]

[so good, light up the neighborhood] - park sunghoon

genre: smut

description: after moving into a new home, you develop a less-than-subtle admiration for your neighbor - a handsome, charming man who also happens to be forty years old. sunghoon is 40, reader is in their 20s, dilf sunghoon (he's not a father, just a dilf if you know what i mean), unprotected sex, biting, power play kinda, sunghoon is flirty, dom sunghoon, older sunghoon (whatever you say daddy)

a/n: this fic kinda beat my ass, but i'm super excited about it :D been brewing this idea for a little while heheh

the late afternoon sunlight brightened the expanse of your living room, dramatically bright rays resting upon your eyelashes and obstructing the view of the drama on your television. albeit, you were rewatching it, anyway; and only half watching at that, since your mind obliged you into pondering the gentleman who now lived next door to you. 

your recent move-in concluded only a week ago, the less-than-impressive dimensions of your new home still littered with empty boxes which sat in a neat pile beside your front door – your poor attempt at tidying the muddled mess of your unpacking process. 

you approach the clutter of empty boxes, thoughts of your new neighbor lapping your brain rampantly, their stubborn insistence rousing a sigh from your lips. images of his delicate, genuine smile as he introduced himself, his habit of using ‘sweetheart’ rather than your name, his firm ‘you don’t have to strain yourself, let me…” as you attempted to carry all your boxes into the house alone remained on a continuous loop, beyond any of your better judgment or hollow efforts to distract yourself. 

your knowledge of him doesn’t extend very far, similar to your brief list of interactions with him – the only information you’ve gathered thus far is his name, age, and the fact that he’s so inconceivably handsome your breath hitched in your throat when you first cast your eyes towards him. the shocking difference in age between the two of you didn’t deter your admiration at all – sure, he’s forty years old, and sure, that’s much older than you. in your mind, however, the fact that he was old enough to be your father only strengthened the enchanting spell your body and your wits were under. 

“hey, sweetheart,” his familiar, yet charming voice rings out, gently diverting your attention away from your unseemly contemplations. 

your legs halt, pausing your movements in your short trek to your recycling bin. you eagerly direct your gaze to his direction, and goodness, there he is; just the sight of his gorgeous face causes a smile to glide it’s way across your features, followed by a subtle blush. the sound of his car door closing reaches your ears in the same moment that his classic, sly grin adorns his face, fueling a flurry of warmth in your tummy. you were so overcome by your thoughts, that you hadn’t even noticed his car returning to his driveway… 

“oh! hey, sunghoon,” you utter all too evenly – the pressure of the thump, thump, thump in your chest, and the shameful nature of your thoughts was not betrayed by your demeanor in the faintest degree. 

oh, he’s coming over here, you think as he suddenly begins to approach you. his legs drag him closer to you until he’s standing directly before you, the width of his shoulders and his daunting stature causing you to feel caged in. you invite the feeling, however, shamelessly basking in shelter he can provide with his frame alone.

you fling the thought from your mind as his gruff, warm voice reaches you again, his proximity intensifying the metaphorical embrace your senses receive whenever the sound reaches them. with such a limited distance between the two of you, his voice was much softer, more intimate – you were certain you could feel the resonance his voice created in his chest across your skin.  

“getting rid of all those empty boxes, huh?” he questions, his sly smile still proud on his face, but resting in such an easy manner. the ease of his expression mirrors the ease of his demeanor, not a single fray of tension shedding from him. 

“oh, yea… yea, i am,” you respond, your gaze shifting to the boxes in your hand in a fleeting glance, before returning to his captivating eyes – his eyes were chasms, shimmering dark orbs absorbing every grain of your attention, unpermitted and unforeseen by you. though if you did garner any control of the situation, you wouldn’t try to resist, anyway. 

his own gaze descends, falling upon the boxes you held before being captured by another, lower view. the pleat of your black tennis skirt was snagged underneath the boxes in your grasp, revealing the shorts underneath – the shorts designed to prevent situations like yours from becoming any less fortunate. though in your case, flashing the man in front of you with the sight of your thong would only serve to further gratify him. 

he noted the sight of the not-so-generous fabric, paying particularly close regard to the way the shorts sink into your flesh, your thighs pillowing around the constricting material. you truly didn’t realize, did you? you were so blissfully oblivious to the mishap, but equally as oblivious to the subtle change in his relaxed gaze to a more appreciative one.

a muted huff drifts past his lips, and he allows his eyes another moment to delight in the glimpse of your flesh bared by such a favorable accident. shielding your skin from his own ravenous leering, he tugs the fabric down, freeing your skirt from the captivity of the box and effectively concealing the skin of your upper thighs. in the process, he allows his deft fingers to graze your skin, lingering only for a moment before his hand falls to his side. well, there goes the view, he thinks. 

the vague blush which already plagued your features only brightens as you come into collision with the realization. the way he momentarily allowed his fingers to skim across your skin surely did not offer your rattled, wickedly jumbled mind any support.

a soft gasp spills from your lips, your eyes stretching wide as you struggle to accept the fact that sunghoon – your neighbor, and the man occupying every crevice of your brain – just saw up your skirt, whether the skirt in question was made with shorts or not.

“oh god, sunghoon��� i’m sorry, i –” he intrudes on your frantic apologies, shaking his head dismissively as the warmth of his husky voice travels to your ears again. 

“need some help, sweetheart?” he inquires plainly, though the tone of his voice seems to insinuate a path of events that are obscured from the realm of plain.

your heart stutters beneath your chest, a sense of almost pleasant alarm crawling over your body. the breath in your throat catches, much like usual while you’re conversing with your neighbor. 

“help… help with what?” you inquire in return, the sound of your voice a feeble murmur, the breathiness only further shrouding your words. 

his grin returns to his lips, stretched wide enough to allow his pointed teeth to slip, a memorable feature you came to realize during your first conversation with him. 

“with the rest of your boxes,” he starts, a teasing lilt traveling through his voice. “i could help you bring them out.”

your shoulders begin to relax, the tension subsiding, leaving a subtle sense of disappointment to wander – a gesture you hope his gaze didn’t catch. 

“oh, my boxes…” you utter, your head dropping slightly as a faint chuckle leaves your chest. of course he was talking about the boxes, how could you let yourself get so carried away… 

“yea, i could use some help,” you follow, your eager declaration accompanied by a sweet smile. 

as you oblige in a shameless degree of willingness, sunghoon removes the boxes from your grip, striding casually to your recycling bin. 

your gaze remains on his frame for another moment, roaming over the expanse of his shoulders again, admiring the manner in which his black tee clung to him before you manage to avert your eyes – the fear of being caught grips you cruelly. 

as you head towards the door to retrieve another set of boxes, sunghoon pushes the door open a bit wider from behind you, placing a hand on your shoulder, and allowing it to follow the course of your spine down to the small of your back. he ushers you inside with gentle grace, an equally gentle “right behind you, sweetheart…” passing through his lips. you’re endlessly grateful for his position behind you, since it shielded the apparent heat on your face from his eyes. 

gosh, what’s his problem. the dominance behind such a simple gesture almost made you forget that it was your house, and you were the one leading him inside. 

he permits his eyes to travel throughout your home, observing the manner in which you arranged all of your belongings. 

“very cozy in here, darling,” he compliments. “did you do all of this by yourself?” 

darling. that was new. goodness, he hardly even knows you, but he always manages to sneak an endearing title into conversation with you. you desperately cling to the conviction that it’s completely normal, he’s just being friendly, he probably speaks this way with every young girl… but the distant belief that he’s trying to communicate more than just that is beginning to outshine the former. 

you face him with a quiet smile. “oh, yea. i did. i’m not entirely finished, but i’m glad you think it’s cozy. as my neighbor, you know.” 

a soft chuckle escapes him. 

“as your neighbor, yea…” he starts, a charming lilt littering his gruff voice. “well, i hope that as your neighbor, i’ll be invited over more often.” 

a blend of slight shock and enthusiastic excitement mingles together in your expression. the slight increase of your heart rate causes your voice to sound a bit breathier than you intended, but he doesn’t seem to mind. in fact, he seems almost delighted by the reactions he keeps pulling from you. 

“of course, you’re always welcome,” you respond naturally, hints of kind enthusiasm lacing into your words. you continue, hoping your eager yearning doesn’t come across him. 

“is that something you would want, sunghoon?”

his eyebrows lift faintly, his expression relaxing from his usual sly demeanor. 

“yea, it is, but…” he starts, taking a step closer to you. 

“i hope i’ll get to see more than just the living room, darling…”  

a gasp wanders from your lips beyond your will, prompting the familiar sly smile to return to sunghoon’s lips. before you can even begin to formulate a response, however, his voice rings out again. 

“i’ll grab the rest of these boxes, and then we can chat, if you don’t mind,” he expresses with a hint of intrigue, his hands steadily emerging from his pockets and his head tilting in gesture to the bundle of boxes beside your front door. 

your mind encourages you to nod, your body complying with the request to an almost instinctual degree. you move to assist him in collecting what remained of your moving clutter, following his figure through your front door.

“yea, i’ll… i’ll grab some too,” you manage out, surprised that your frenzied mind could feed you a coherent sentence. 

once the two of you complete the task – a task which should have been simple, but was filled with tension and embarrassingly hungry anticipation on your end – you encourage him to sit on the couch, to which he complies easily. as your take your place beside him, he slithers closer, close enough for his knee to make contact with yours. 

this contact, this proximity – you’d be completely comfortable with it under any other circumstances. if anyone else, or any other guy, for that matter, were in his place, you wouldn’t be flustered in the slightest. it’s him, though, and any bit of contact that he’s generous enough to grace you with turns every fiber of your body into putty. putty meant to be molded, maneuvered, and played with by him alone. 

“you seeing anyone, darling?” he utters breezily, almost too casually for your poor mushy brain. other parts of yourself were beginning to grow rather mushy, too… 

“no, i’m not seeing anyone,” you start, shaking your head gently, your hair swaying a bit with the gesture. 

“why?” you continue. 

his expression brightens marginally at your answer, though the brightness of his expression is still maintained by his sly, casual smile. 

“you see, doll,” he prods, his voice a low timbre, coating your senses in a fresh wave of heat. his hand comes to rest on your knee, rousing every nerve beneath your bare skin, igniting a pleasant burning sensation with his touch. 

doll? gosh, this man is non-stop.

“the first time i saw you in the neighborhood, i couldn’t help but notice how beautiful you are,” he compliments, the words tumbling from his lips in the same charming manner in which they always do. 

he allows his hand to inch up your skin, fingers fluttering across your skin as he offers the flesh of your thigh a light squeeze. 

his eyes falter momentarily to watch your flesh cushion around his fingers, but he regains his firm, locked gaze. “you’re such a beautiful, beautiful, sweet girl… it really shocks me to hear that you’re single, but…” 

the distance between the two of you shrinks as he leans closer, breaking his stubborn gaze to speak against your ear. 

“would you let me be the one to change things?” he urges, his breath warming your ear, while sending shivers to travel down your spine simultaneously. 

what? you could hardly grasp the belief that this was reality, real life, he’s really asking you this question right now. you only spent a little over a week pining for your much older neighbor, yet here he was, in your home, making you aware of his reciprocated admiration without a hint of subtlety. 

“y-yes, sunghoon…” you mutter, somehow discovering a way to form words despite the wildly intense thrumming in your chest. 

his hand sweeps your hair from your shoulder, revealing your neck to him, and his middle finger traces along your jaw, tilting your head up a bit in the process. his fingers crawl to the back of your neck, still resting halfway against your jaw, dragging your face toward his.

“thought so, darling.”

his lips meld with yours, capturing your lips with his own, creating a rhythm which you matched enthusiastically. as though his hunger was beginning to struggle against the seams, his hand flies up skin of your thigh, squishing a greedy handful of your flesh.

his tongue slithers tauntingly along the seam of your lips, hardly waiting until you part your lips to shove his tongue inside of your mouth. he explores your mouth as though he was searching for something, seducing your tongue into an eager dance with his own.

garnering every bit of restraint from every tendril of his body, he parts from you, his nose gliding along your cheek. 

“how far do you wanna take this, doll?” he breathes out, his voice littered with arousal and restlessness. the rasp in his voice gives way to just how narrowly he’s managing to control his impulses. 

“as far as you wanna go, sunghoon…” you murmur feebly, inviting every unfettered bit of him to demolish you. 

a sound resembling a growl rumbles in his throat, and he lays back against the couch, pulling your body on top of his. as you begin to adjust, his large, veined hands glide along your back until he grips a generous handful of your rear. his tongue skates along the sharp line of your jaw, and he begins to treat the flesh of your ass, ardently squeezing and kneading underneath the pleat of your skirt. 

“you know how much i’ve been staring at this ass, darling?” he inquires rhetorically, one of his hands leaving your flesh to land a smack there, though he quickly returns to the kneading that he cannot seem to get enough of.

his hands reluctantly leave your ass, and he begins to lift your top over your head. he pats your bottom, instructing you to stand up, observing with awe as you pull your skirt and panties down without a single word from him. 

he rids himself hurriedly of his own clothes – tossing his shirt aside and abandoning his pants and boxers in tandem, not sparing a glance in their direction as they fall onto the floor. 

just as the final contents of his clothing reach the floor, you allow your unclasped bra to join them, before returning to your seat in sunghoon’s lap. 

sunghoon’s hands reach for your hips before you can fully settle yourself, and he watches in stunned admiration as a string of your arousal gushes from your drenched, lavish pussy, dripping onto his aching cock as though extending an invitation. 

“fuck,” he breathes out, his heavy eyes unable to tear away from the sight of you. his cock twitches powerfully from the subtle stimulation he received from your lavish arousal, and he removes a hand from your hip to stroke his cock, spreading the gift your pussy graced him with over his length.

“you get this wet just from being around me? god, you’re filthy, doll…” he tells you, thoroughly enjoying your shamelessness, and the plentiful flow of arousal you were offering him. 

the temperature in your face rises, but before you can truly react to his words, he begins to lower your body onto his cock, filling your leaking pussy with his daunting girth. a groan escapes him as you engulf him, flooding his cock with such a luscious, warm wetness that he can’t wrap his mind around. 

your feverish moan reaches his ears, and your hands grip onto his own, as though telling him ‘wait, let me get used to this…’ – sunghoon doesn’t allow you any amenities, though.

“goddamn you’re wet…” he announces, grunting at the snugness of your realm of warmth surrounding him. a sensation he had suffered deprivation from for so long, but now he’s finally indulging in it, finally sliding his cock into you. now that he’s captivated you, however, he doesn’t think he’ll ever want to miss out on the feeling of being encompassed by you.

all of your reasonable judgment was easily forsaken, and all you desired was to learn and memorize the feeling of his length inside of you.

“f-fuck, hoon!” you wail, as the rhythm of him fucking you onto his cock begins to overflow from your body, the squeeze of his hands against your hips as he guides you up and down only pleasuring you even further.

“mhm… there it is… let it out, my sweet girl,” he encourages hoarsely, any sound and syllable that falls from your lips a pleasant melody for his wicked ears. 

at the sound of your goading cries, sunghoon’s pace hastens, his hips bucking his cock further into you as he forces your hips down to meet every merciless passing of his length through your warm, glistening spring. he’s unfaltering in his movements, sending your body and his own to such astonishing heights of euphoric delight. 

as unimaginable as it seemed, sunghoon intensifies the sheer enchantment he was bestowing onto you as he leans forward, capturing your nipple with his mouth, suckling as his tongue glides over the nub in a gentle caress. 

your cries, moans, and whines only blend pitifully into unintelligible sobs, convoluted pleas of “oh god, oh fuck!” floating from your quivering lips, pouring an abundance of sinful satisfaction onto sunghoon’s body. good god, you’re just heaven to him.

“gonna cum now, sweet girl?” he inquires in a dark breath, detaching his lips from your nipple only to begin suckling the other one, his clenching hand on your hip allowing his thumb to begin circling your fluttering clit. 

your body can’t even conduct an action as simple as a nod, yet the way your body begins to tremble, and the way your helpless hands latch onto his shoulders in a form of nonverbal begging tells him all he needs to know. he exhales with a chuckle as your tears of devastating pleasure begin to fall onto his chest.

“you crying, doll? it’s just sex, i’ve got you…”

obliterating the sentiment of his sweet yet condescending words, his leg bends, allowing him to brace one of his feet against the couch cushion, and he brutalizes his pace of plunges into your pussy. his cock stimulates places inside of you far beyond the range of anything you could ever hope to even imagine.

you know you can’t hold out any longer as a wave of incomprehensible bliss coats your body, hazing your senses and your vision, your shuddering body absolutely staggered as the pleasure he provided showers you in a fountain of violent hysteria.

his hands tense around your hips, deft fingers constricting around your flesh as he compels your body into meeting flush against his own, luscious grinds and ruts into your flowing pussy suffocating him in a pit of pleasure, completely drowning every crevice of his body. though he’s enamored with this form of drowning, as long as it’s you submerging him. he floods you in return, spilling a stream of his cum inside of you, sharing his surging pleasure with you. 

he meets your eyes, locking his stare to yours as he cums. “mmm… yea, fuck, darling… look at me while i’m fucking you…” he mutters with gruff timbre, his mouth falling open, bordering on delirium. 

allowing the both of you a few moments to regain your breath and search for your composure, his veined hand coasts along your back, his breaths resounding heavily in his chest and lifting your delicate, fatigued body. 

“can’t believe i’ve been missing out on all that, sweetheart… i think i like you needy,” he casually informs you, scattering a few wispy kisses across you shoulder. 

he lifts your body off his cock, a soft grunt passing his lips as he leans up from the couch, cradling your weary frame in his arms, the mess of your combined clothing receiving neglect – save for the devious way he crouches down to slip your thong into the pocket of his discarded pants. 

“so, darling…” he begins, his body striding toward the direction of your staircase. “where’s your shower?”

you don’t even pretend to resist the urge to rest your head against his bare shoulder, you wouldn’t ever dare to resist any urge you felt towards him anymore. 

“last door on the left,” you relent, voice nearly too weak to carry to his ears. 

a soft chuckle vibrates in his chest, tickling your skin as he ascends the stairs toward the destination you directed him in. 

“so what about you, sunghoon?” you query, hushed voice still unable to conceal your curiosity. 

he places you onto the bathroom sink, allowing your legs to dangle, gripping the counter on either side or your thighs. he leans a touch closer, his stark features even more apparent, now. 

“hm? what about me, sweet girl?” he responds fondly, his expression twinkling with tender admiration.

your legs swing faintly, creating a bump, bump, bumping from your bare heels.

“i mean… have you dated anyone recently? or… are you seeing anyone now?” 

the fondness in his expression intensifies, and a tranquil smile wanders across his face. he couldn’t quite say that he wasn’t expecting the question, but his eyebrows lifted nonetheless – in an almost pleased manner.

“no, darling, i… i haven’t dated anyone in a while,” he reveals honestly, another chuckle following soon after in preparation of his next words. 

“...and no, i’m not seeing anyone now. don’t i strike you as a loyal man?” he teases gently, flashing you a charming smile, those familiar sharp canines revealing themselves again.

a giggle erupts from your lips, and you send him a playfully skeptical look. 

“don’t smile at me like that. aren’t you a little too old to be playing that ‘i’m cute’ card?” 

a husky chuckle emerges from his lips at your mischievous response, and his hand travels to your hip to grant a squeeze. 

“cheeky little thing, aren’t you?” he observes, shortening the distance between your faces even further.

he pauses for a fleeting moment before continuing, a casual, relaxed smile returning to his features. 

“i’ve gotta say, darling… i really wanna spend a lot more time with you,” he adds, his fingers dancing along the smooth skin of your cheek. his doting gaze does little to conceal the thoughts running unabashedly through his mind. from the moment he saw you, it’s like he was met with a certain clarity he’d never realized before. he can’t quite find the words, but he knows he’s unwavering in his desire to continue drawing you closer to him. now that he’s gotten you this close, he can’t afford to lose or waste a single moment.

“now,” he announces, his voice interrupting the rampant thoughts in both of your minds. he lifts your body from your sitting position, allowing you to steady yourself on your feet, before whirling you around and bending your body over the counter.

“you don’t think we’re done here yet, do you, darling? you think i’ll give my sweet girl a break that easily?”

my sweet girl? the impending frenzy in your mind is thrown into delay, replaced by surging arousal as his hands run down the course of your back, his touch almost like a torch across your skin. 

he allows his eyes to immerse themselves in your prone form, before leaning down to sink his teeth in the flesh of your ass – the sharp edges of his canines nearly breaking your skin. 

as you gasp, and snap your head behind you to gaze at him, he runs his tongue over the mark he created, expressing his appreciation with a grin.

“mine, now.”

[biteyoubiteme]

redlightdesign

fem!reader x hyunjin 

synopsis: you get tattooed by your favorite tattoo artist. 

warnings: !!!🔞!!! tattooartist!hyunjin, tattooing, needles, pain, oral (f!rec), use of teeth, overstim, multiple orgasms (f!rec), squirting, fingering, pussydrunkvibes, subspace kinda, prob forgot some sorry 

wc: 5.2k

an: I want a new tattoo </3 feedback appreciated! [m.list] not proof read sorry ;-;

You didn’t think you would ever get a consolation let alone an appointment with redlightdesign. For over three years you have been submitting a request anytime their books were open. You set timers for when the form dropped to make sure you were one of the first to be seen but everyone was doing the exact same thing. 

redlightdesign would make an announcement that the submissions were closed an hour later saying they were booked solid for the next three months. The process repeats itself and every time you pray you get a response. 

Thirteen forms later and you finally got an answer. Your dream tattoo will be underway in a matter of weeks. You made sure to keep the perfect space open for the piece. Not a single artist is the right fit to do your idea justice the way Redlightdesign could. 

Before you read the email you didn’t even think you would ever be picked, your thigh would just always be bare for the possibility that never would come to fruition. But sitting in a coffee shop on a Sunday morning avoiding finishing your homework for Monday's class you jump on the opportunity to check your phone when it dings. Post notifications for redlightdesign on since you started following them. Every time they announced open books or a dropped appointment you jumped to put yourself up for the running. You remember the magazine article Redlightdsign had been featured in that started your obsession. The anonymous tattoo artist is based in Seattle and New York, traveling across the states to get a wider audience. Not that they needed the help, they were globally known, with people submitting forms all around the world, purchasing plane tickets after they confirmed an appointment. 

It was stiff competition and the anonymity of the artist was sacred to each client. There was barely any information about Redlightdesign on the internet besides the finished product, and the address to their studios was only given out just before your appointment. Once the details of the New York studio had been doxxed online and redlightdesign had stopped working for a year, packing up and shutting down in well deserved retaliation. When they came back to their socials they made it clear the next time they wouldn't stop for a year but quit entirely. No one shared any information after, only stating that Redlightdesign was one of the nicest people they have ever been tattooed by and a photo of the beautiful work after. 

But there sipping on an almost empty drink avoiding work that needed to be done you felt your pulse race just like every other time you've submitted a form. Only this time your stomach bottomed out seeing the email that popped up in your inbox a few minutes later. 

h.rldesign/gmail.com Hi, I love your idea and sketches. I think this would transfer perfectly in my style. If we are to do the piece on the thigh at the size you want I think it's best we split the work into two appointments. My open slots for this would be January 9th and 10th. Let me know if these dates work for you and then I can get started on designing and cleaning up your idea. -redlightdesign 

even just knowing their email address was shocking enough, seeing a response could have sent you into a coma. If Redlightdesign needed you on the 9th and 10th you would do everything in your power to be right at their door. You didn't care if you had to call in sick, you would put on the most convincing fake cough known to man; you would sell out stadiums with the performance if need be. 

You couldn't type a response fast enough, needing to send in a confirmation just to know it was solidified. Within seconds you got a link for a deposit to hold the dates and a promise that Redlightdesign would be working on your piece asap. You were too excited to even think about your work anymore, sitting in the coffee shop staring down at your phone in disbelief. 

It was only a few days later when the first drafts of the tattoo you would be getting were sent over for you to approve. You could tell the work had been drawn in a sketchbook and scanned to send in an email, the charcoal lines and highlights showing the detailed work. It was everything you could have hoped for, redlightdesign taking the amateur rendering of your idea and turning it into the masterpiece sitting in your inbox. They promised to have perfected versions ready when you arrived early on the ninth, reminding you that they would transfer it into the stencil and use a pen to finish drawing the finishing touches to make sure it flowed with your body just right. Make sure to eat before the appointment and don't wear any lotions on the tattoo area. Take care to remember we can take as many breaks as you want you have the day booked up with me so no need to rush through just to get it over with. 

You made sure to dress appropriately. A pair of shorts you didn’t mind getting ink on in case any decided to ruin them. It was cold the morning of the ninth, a drizzle setting in as you made your way towards the address you had been sent before you had woken up. Even just seeing the street name and knowing this whole time you’ve been a fifteen-minute walk away from Redlights studio was bizarre. How many times have you driven by the building without ever knowing? 

The email with the address had said the door would be open and to take the stairs up to the loft. The separate space on the ground level was a bakery, the sign flipped to closed. But as you felt the first droplets of rain you pulled on the handle for the door only for it to not budge. You check the address again to make sure it is right, you can see the windows to the studio above but the curtains are pulled shut. You were running over the email you could send to redlightdesign, reading it over once more when someone reached past you making you jump. “holy shit you almost gave me a heart attack,” you breathe your phone pressed to your chest. 

The soft laugh of the person beside you is muffled behind the black medical mask they wear, long dark hair hanging on their brow leaving only smiling eyes glancing over you. “I'm sorry I was running late and didn't make it in time to beat you here,” they push their key into the lock twisting until it clicks, painted nails wrapping around the handle to hold the door open for you. 

You give a weak thanks stepping into the little hallway leading to the stairs waiting for them to step in and follow. 

You're trying hard not to make it seem like you're staring at them but it's almost impossible not to. Right in front of you is the person whose identity has been hidden from the public for years. You've tried to imagine what redlightdesign looked like since you read that magazine article. Now with the early morning mist still stuck to their hair you were seconds away from knowing exactly what they were like. Watching how their long fingers flipped over the keys looking for the one to unlock the loft door, how they used their shoulder to push open the door turning back to give you smiling eyes, waving you in. 

They moved around to pull open the long cream-colored curtains, the gray light pouring in revealing the space. The walls have tacked up charcoal drawings, painted landscapes, and oil pastel flowers. A worn brown leather couch pushed to one side, heavy white blanket pushed back like someone had taken a nap there against the throw pillows. Tattoo bed next to rows of inks and past designs. On another wall a cluster of polaroids, stepping closer you can see its every tattoo that redlightdesign has done here. You're excited to see ones they haven't posted on their socials, so distracted you don't hear a closet door opening and the wheeling of a cart behind you. “I wanted to be set up so we could get started right away but,” when you turn you see them shrug. The view outside of the waterfront off in the distance matches some of the paintings done during different times of the day. 

“It's okay I can wait, we're booked all day right?” 

“yes that's right,” they go through their bag pulling out a large sketchbook, “here take a seat and we can go over some of these together,” 

they sink into the couch pushing back the blanket to make room for you to follow. Your thighs touching before they hand over the sketchbook. You're amazed by the craftsmanship, and the detail put into each variety of the tattoo idea you have given them. No other artist has given you so many possibilities, maybe one of two but a whole spread dedicated to small details was never on the table. redlightdesign had taken time working through this with passion. “Wow,” you breathe not knowing where to look first. 

“do you like it? It's a big thing, a tattoo of this size, and I wanted to make sure it really had all the elements you wanted in it while also not being too chaotic and messy. You see this one has less shading and seems more open but this one is heavy-handed if you're into that kinda style. I see you have other work done on your arms and if you want to go that way style-wise I think this one would be perfect,” they point at the one you've been focused on knowing that it was exactly what you wanted. 

“It's amazing, they all are, I'm so impressed redli-“

“Hyunjin, you can call me Hyunjin,” they chuckle, “I should have introduced myself earlier but I was late and it slipped my mind I'm sorry,” 

“no, it's okay thank you hyunjin,” you try the name in your mouth, “I think this is exactly what I want, better than what I could have imagined,” 

“great I'm happy to impress let me get this printed in a stencil and we can add anything else after we find the right placement,” you watch as they stand moving to the corner with a desk, you can't see their face but know they've taken their mask off as they turn on the printer. “Do you live around here or was it a commute?” 

“oh I live right up the street, I was surprised to see how close it was to my place actually,” you say over the sound of the scanner. 

“that's good, sometimes I have people coming from all over it's fun to finally have a local visit,” 

“I would have come out to New York if that's where you would have been,” you admit. 

“I haven't been out there in a while, they are doing construction on the street the studio is on so I've been located here for a while now,” he states pulling out the stencil sheet. “I did a few different sizes to start with,” 

he turns around and you're shocked at how beautiful Hyunjin is. In all the time you've thought about redlightdesign never did it cross your mind to account for prettiness but if you did your scale would be broken. You're still seated when he comes over and kneels in front of you. 

“Can I?” he asks looking up at you, your hands in your lap covering your thighs.

“oh yeah sure,” you're flustered lifting your hands away. 

“left or right?” he asks, holding two of the stencils over each leg. 

“right,” your hands sinking into the couch as Hyunjin wipes his thumb over your bare thigh. He shows you the three different sizes and you decide on one before he asks you to stand in front of the mirror so he can place the stencil on. 

“Here,” he mutters, being gentle to get the placement right in the first go. “We can always print more if you don't like it here,” he blows cool air over the purple lines traced on to make sure it's dry enough for you to move. He slides his hand behind the pit of your knee tugging your leg. You reach out to steady yourself with his shoulders, the backs of your hands feeling the tickle of his long hair hanging past his ears. He lifts your leg enough so that your foot is resting on his thigh, his hands slipping over your skin checking it looks good. 

You love the way he's found the perfect spot on your thigh so that it flows with your body, “I think you got it first try,” 

“Look in the mirror first just to make sure,” he lets you go, pulling himself to stand behind you so that you can see yourself. 

“yes it's perfect,” and he nods, grabbing a purple pen. 

“finishing touches then,” he gets back down in front of you lifting your foot back to his knee so that he can steady you. The marker is cold on your skin as he draws, adding lines and shading in spots to make the work blend better. When he blows on the wet lines of ink you shiver especially when he draws on your inner thigh, your skin so sensitive you swear you could imagine his fingers tracing shapes instead of the pen. “Perfect,” he states, giving your knee a tap letting you know he's done. “Let me set up and if you need the bathroom before we start I'd go now. I have water and a kettle for coffee over under the desk, and we can stop for lunch around let's say twelve or one-ish?” 

You nod, taking your seat on the tattoo bed. He's set it up so that you're slightly leaned back but still sitting up. You watch him pull on black gloves and get all of the inks and needles ready, following a system you've seen done before. He clicks on a stereo the soft song playing in the background just loud enough for us to talk if we wanted to or just to listen. you adjust in your seat when you hear the sound of the tattoo gun whirring, hyunjins free hand stretching your skin in preparation, “The hard part will be around the knee so let's get that area out of the way,” 

you nod watching as he starts, the familiar burn of the needle digging in but not too painfully. He was right that it was worse than some of your other tattoos but not unbearable. What distracts you is how concentrated he looks leaning over your leg, hair pushed back behind his ears but one strand hangs across his forehead, the corner of his lip between his teeth. 

He starts to ask you small questions about yourself, the conversation leading to learning about him and how he got into tattooing. He talks about his art and the little things he likes. Both of you are so invested in one another that you don't even notice how far you've come in the day, lunch already rolling around before you know it. He's gotten through more than half the outline when he starts the loose wrap to keep it clean while you go out for lunch. The bakery is just downstairs offering lunch deals you can't refuse and when you get back upstairs both of you sit on the couch and continue your conversation. Giggling over nothing much but being comfortable in each other's company more than what you could have asked for. 

redlightdesign could have been a total dick but you were blessed enough to get someone so genuinely kind and talented. And when you got back in the chair to finish the day's session you were sad to know that tomorrow would be the last time you saw Hyunjin unless you somehow got another appointment. The idea in it of itself was making you dread leaving. 

“Could you tie my hair up?” he asks lifting his wrist up to you, a hair band waiting for you to take off. You lean over taking the tie from him and running your fingers through the dark strands. He hums as you brush the hair from his face gathering it all to tie into a ponytail. “thank you,” he nods letting the end bob up and down, a sweet smile teasing his lips before he goes back to the linework. 

When he finally declares you done for the day you sigh, his thumb smoothing over the ends of the tape he's put to hold the wrap he put over your thigh. His finger slips across your inner thigh making you jolt harder than when the needle was to your skin. “sensitive?” he asks and you nod, not wanting to think too much into it. You were definitely sensitive but not from the pain, watching his long fingers work over your skin didn't put the cleanest image in your head. 

He starts to break down his workstation, cleaning up and wiping everything to disinfect. While you put on your coat he asks, “Do you want to get dinner?” you turn to make sure he is not on the phone but he is in fact asking you, “I know this great spot a block over it's not that far a walk if you're up for it?” 

“Sure,” you nod and he rubs the back of his neck. 

“You know if you're not busy or anything I don't usually ask clients out for dinner but we were having a good chat and you know if you don't want to,” he drags on his ears pink, it was cute to watch him flustered. 

“I'd love to go to dinner with you hyunjin,” you smile following him out. 

You share an umbrella as you make your way to the small cafe-style restaurant, outdoor seating covered with a canopy so you won't get hit by any rain. Sitting across from one another, Hyunjin asks to see your other tattoos. You lay one arm down on the table, hyunjins fingertips ghosting over your skin as he traces the lines of all your other work. “I think I've seen this one before, did you get it from Felix? Or what's his username…”

“youg.ink?” you nod, “I actually got it because I saw you mentioned them before and it introduced me to their work. instantly fell in love with this when he offered it up,” 

hyunjins not even paying attention to the tattoos anymore as he lets his fingers glide over your smooth skin. Most times after a client was done for the day in his chair he walked them to the door, waved goodbye, and worked in the studio on the next person's design. Most times he had people who he didn't mind not seeing again but you and your laugh, your gentle conversation, made him want to break his own rules for once. He walks you home after dinner and promises to see you tomorrow at the same time. 

When you show up for your second session you're double fisting two iced coffees; the door is already unlocked as you make your way up the stairs. Hyunjin is sitting at the desk with headphones on sketching away before he sees the movement in the corner of his eye. He gives you a big smile, all teeth and is so cute. He tugs his headphones off letting them hang around his neck, “you got me a coffee?” 

“Maybe or maybe I have a caffeine addiction,” you joke, handing over his cup. You look over to see what he's working on and he leans back to give you a better view. 

“The next client wants their back done, it will be spaced out over the next four months. first sessions tomorrow,” 

“I wouldn't even know where to start on something that big,” 

“the same way I started yours,” he looks down at your legs, the wrap still in place only today you're wearing a skirt instead of shorts. The only other clothing item you felt would give him space to work today. Hyunjin looks back to his sketchbook, shutting it and standing. “let's get you up on the chair and get started,” 

you follow his instructions, sinking back into the chair and letting your skirt bunch between your legs to expose your thigh. Hyunjin starts to set up his station, pulling on his gloves after flipping to the sketch of your design to have to glance at while he works. “might hurt today with all the shading if you need any breaks let me know we can go as slow as you need,” he peels away the tape before cleaning your leg with a towel and watered down soap. “It already looks good,” he nods, pressing around the tattoo. 

“I think I can handle it,” 

“Okay, we can work the bottom to the top again today, get the area closest to the knee and get the most painful bit first,” 

and you think you can handle it and you can for the most part but the dragging of the needle over the still red outline from yesterday is painful today. Your hand bunching in your skirt as you remind yourself to breathe. You let your head roll back in the chair not able to watch anymore, focusing on the music playing, the dull hum of the tattoo gun usually comforting you but now a reminder that you're here for a while. 

hyunjin is trying to concentrate, he's great at what he does, but what's testing him is how you're flashing your panties at him. he was going to say something, bring up a conversation about anything but when he looked up, a simple glance he was face to face with the dark grey fabric, the outline of you silencing him. You didn't even notice, your neck exposed as your free hand not holding your skirt gripped the armrest. 

Tattooing people made nudity and almost nudity normal. It was why Hyunjin preferred his private studio so that he could make people feel comfortable, it was better than having someone who wanted a hip tattoo strip in a shop where anyone could watch. But with you sitting in front of him he forgot that he shouldn't look so close. Because instead of ignoring the view he was imagining ways that he could make your pain more bearable. Imagining how if he reached over and brushed where he knew your clit would be waiting you wouldn't be moaning in pain. 

It's not until lunch that your skirt is let go but it's done the work of keeping Hyunjin hard for the entirety of the progress he's made toward the tattoo. When he sprays the tattoo down with the soapy water beads roll back up your leg because of the way the chairs are angled. The cold water feels great against your hot skin and Hyunjin apologizes for the mess passing you a paper towel to wipe any that got too far. You slightly lift your leg to wipe your inner thighs, the movement flashing Hyunjin again only this time the droplets of water had dampened your panties. The gray fabric was dark where he had been fantasizing they would be. 

He doesn't even want to think about standing from his stool knowing that the second he does he will have to adjust himself only drawing attention to the fact he is very hard. He tries to make a list of things in his head as he wraps your thigh. To think about how it's almost over, that you will be gone in the next hour or two but that only makes it worse. You would be gone when he was this needy? He wanted to make an excuse to have you come back for another session. But it was quite obvious he would be dragging out the appointment when he only needed to do a small section when the two of you were done with lunch. He could have waited and finished, pushed your lunch back, and waved goodbye but no. 

He swiveled his chair away from you, taking a sip from his almost empty cup of coffee as you slid down the bed to stand. Hyunjin takes a breath and prays you don't notice but it's the first thing you see when he turns, the strained outline not very well hidden. You pretend to look out the window, feeling your cheeks get hot. All you can think about is if it was your noises that did it, all the whimpering wasn't usually how you handled tattoos but this one was the biggest piece you've gotten, and didn't know two sessions would make your usually composed self break so easily. it would explain the silence compared to yesterday. So you toy with the idea, how far would he go if you made yourself available? 

You grabbed lunch together, hyunjin putting a pillow over his lap to steady his plate of food but both of you knew that wasn't the real reason. And when you were back in the chair you intentionally let your skirt roll up this time. It doesn't help that he's now working on the part of the tattoo closest to your center, how he wraps his hand around your thigh, pushing your legs further apart to reach a spot on your inner thigh. Gloved fingers brushing over your panties for the smallest second, your hips sinking into the seat to keep yourself from moving. Hyunjin noticed but needed to get through the rest of the tattoo, if he stopped now he wouldn't know when he would start again. Your lip between your teeth he watched as you tried to close your legs again to block your exposed panties, now wet with your slick and nothing else. He could see the spot and almost ripped his gloves off as soon as he finished his work. But now he was teasing you. Cleaning the tattoo down and wiping it down. He doesn't even bother with the normal photos he would take right away instead putting on the second skin to protect the tattoo. As he smooths the thin film over your inner thigh he lets his fingers slip up brushing against your center to see your reaction. 

Your head rolls to your shoulder watching him through your lashes as he takes off his gloves and tosses them on the cart. He lifts the armrest on the tattoo chair before reaching behind your knees to pull you to the edge of the seat so your legs are dangling off the side. “how is it someone can make the prettiest sounds and sit so still for me?” he leans down and plants a kiss on your tattooless thigh, “because all I could think about was how I wanted to see your legs shaking for me while you whined like that,” 

you tried to draw your knees together but he was in the way, kissing up your inner thigh, nipping at your skin with his teeth. When he reached your skirt he flipped it up with a lazy hand giving you no time before his thumb was over your clit rubbing a harsh circle over the fabric. You felt the shock run up to your stomach, your voice breathy as you whimpered his name. He followed the wet line down the front of your panties before hooking his finger along the seam to pull them back. He wanted one taste, needed one taste but knew he wouldn't stop at just one, not when you looked this edible and ready for him. 

He ravages your clit, your hands shooting to his head burying your fingers in his hair as he sucks. He's careful of your tattoo but your other thigh is fair game for him to wrap his arm around and push you open, fingers bruising with how he spreads you. His free hand prodded your entrance, circling in your wetness before slipping in knuckle deep. “Hyunjin,” you whine, your hips rocking against his lips, feeling the build up of your orgasm. He curls his fingers pressing up into you enough to make your legs jerk from the new angle. 

You're seeing spot before too long, hips stuttering as he gives a final hard suck, fingers still as you clench around them. You're moaning so loud you're sure someone will hear but you don't even care. Hyunjin doesn't stop the flick of his tongue against your clit making you cry out, “I said I wanted to see them shake,” devilish smile covered in your slick before he latches on to your clit again. Fingers pumping in and out of you before he presses deeper into you. You can feel tears at the corners of your eyes, and when he pulls away slightly to let his teeth brush your clit you're done for, legs trembling as you cum. He is persistent and you have to tug his head away, a slight smile stuck on his wet lips as he watches your body shake from the overstimulation. “once more?” 

“I can't- I can't do it,” you shake your head but he drags his fingers out slowly before inching them back in, your hips jumping. 

“I know you can, you've been doing so good for me already, one more time won't hurt,” he hums, dipping his nose down to brush over your nub. Jolting at the feeling he turns his head to kiss your inner thigh, slowly building up speed with his fingers, “can't you do just one more?” it's the way he asks so softly, the heavy gaze under heavier eyelids that makes you nod. 

You're so sensitive that one lick has you shaking, your orgasm feeling so far and yet so close all at once. His tongue laps through your folds circling your clit. Hyunjin is obsessed with the taste of you, completely under the spell of your pussy and how it responds to his touch. He could go all night eating you out, watching as you fell apart again and again before him. Your cries are getting louder and before you know it your back is arching into him almost coming off the seat, your orgasm so intense you don't expect the clear fluid to squirt out of you until it has. 

You're breathing so labored you place a hand over your chest to try and calm yourself. hyunjins pleased grin is the only thing you see before he pulls his fingers out of you and sticks them in his mouth to clean them. Every once in a while your legs jerk from an aftershock, the delight in his eyes worth how tired you feel. Your thighs are sticking to the leather seat under you as Hyunjin pulls your underwear back into place leaning down to leave a ghost of a kiss over your clothed clit. “next time I want you to cry this pretty for my cock okay?”

[zoofsoftware]

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[ms-demeanor]

Tech how-to article written like a recipe. Is that anything? Fuck it.

Old-Fashioned Setting Up a Password Manager

For this project you will need:

One computer

One full-featured browser

One pre-made email account, not shared and logged-in

2-5 possible passwords

5-10 accounts to get started with storing passwords.

Before you begin pre-load your computer, logging in to your email account. You can save later prep time by having your primary social media accounts, banking information, email account, and online bills ready to hand.

Go to bitwarden.com and select "create account"; be sure to select "free account" - you can jazz it up later but we're learning the basics now.

Create the account using your primary email address as the login name and one long (but not complicated!) password that you are certain you can remember but is not widely shared online. This is a great way to use information about your favorite movies or songs, not a great place for your kid's or pet's names.

Set up your password hint with a good reminder; be sure to note any punctuation you added, for instance a comma to separate lines of a song or an exclamation point between words of a movie title.

Verify your email account with the password manager, then set up a new password for your email. You may need a phone or access to your extant 2FA tools for this step. Create a login in the password manager, add your email address, and generate a new password, then save the entry. Go to your email account, select "security" and "change password" - enter your old password to confirm then paste your new password manager generated password into the provided text boxes, and save. Log out of your email account, then log back in with your new password. You will need to do this on all of your devices, so make sure you're using a password manager that is accessible across platforms - Bitwarden is recommended for a reason, this is a place where you don't want to skimp when making substitutions!

Repeat the process of resetting passwords to taste; you don't need to do everything all at once, but it's best to start with a serving of 5-8 to get used to the process.

Time: 30min to 2hr DOE Expense: Literally Free Value: Priceless i never have to remember a fucking password again and now neither do you.