#big data use cases

[luthqrs]

doctor who big finish audio stories!

⚠️ this post is no longer being updated or monitored x ⚠️

you may have seen my nuwho books post and thought “well that’s all good and proper but i wanted the big finish audio dramas >:(“ fear not, because i have a collection of those too and i am still not allergic to sharing :)

also up for grabs: doctor who novelisations (x) and torchwood big finish audios (x)

a list of what’s there + how to play below the cut x

things you’ll find here:

new who + misc

the diary of river song (series 1-12)

the death and life of river song (series 1)

the tenth doctor and river song (series 1)

the tenth doctor adventures (series 1-3)

the ninth doctor adventures (series 1 + series 4 vol. 1)

unit incursions (episodes 8.04 + 8.05)

unit nemesis (series 4)

missy (series 1-4)

the eighth of march (3.01 + 3.02)

masterful + terror of the master

rose tyler: the dimension cannon (series 1-3)

the paternoster gang (series 1-5)

master! (series 1-3)

time lord victorious (008)

once and future (005)

tenth doctor adventures: dalek universe (3.02)

classic who

the eighth doctor adventures (series 1-4)

stranded series (series 1-3)

doom coalition (series 1-4) (exc. 3.02.... working on it)

dark eyes (series 1-4)

ravenous (series 1-4)

classic main range (134, 135 + 168)

companion chronicles: the second doctor (vol 1-3 / series 10, 12 + 14)

gallifrey (series 1-3)

!!! torchwood audios have moved. they can now be found here !!!

and how to access them

press play!!

if you like to listen at 1.5x speed like me, you can use an independent media player. on ios, press the 3 dots -> open with: [audio player of choice] (i use evermusic)

make and save copies of what you want even if you don’t have time to listen right now. don’t rely on this link always being here.

want something you can't have?

⚠️ this post is not currently being monitored or updated ⚠️

if there's a particular story/series you wanted to hear that i don't have listed yet, send me an ask or pop it in the comments x

happy listening! x

[screambirdscreaming]

I remember when 3D printers first became a thing and there was a huuuge hype about how you could 3D print anything and it would revolutionize everything

And then there was a phase of fussing around realizing that there are actually some unintuitive constraints on what shapes are printable based on slicing and support of overhangs, and how you have to do fiddly business like putting tape on the platform and watching the first couple layers like a hawk or it can detach and slump sideways and become a big horrible useless mess

And then, after all that, people kinda came around to realize that even if you get all that sorted, the object you've made is fundamentally an object made of moderately-well-adhered layers of brittle plastic, which is actually a pretty shitty material for almost every purpose.

And aside from a few particular use cases the whole hype just sort of dropped off to nothing.

Anyway I feel like we're seeing pretty much the same arc play out with generative AI.

[superconductivebean]

I know what AI is, and this is my main reason not to use it.

When AI receives a prompt, it selects a *token*—the key word for its search query. It does not open up Google for you—it selects a group of tokens, interlinked with the OG token, to generate the probability matrix for its eventual first word.

AI will generate many more of these matrixes, but the key is: 1) its choice for words is dictated by the Perplexity (how wordly; rarer words will be more likely to be chosen from the matrix); 2) its sentence structure and the overall use of tokens is determined by the Burstiness (the length and the complexity of the sentence, and how many more tokens can be allowed per answer); 3) the matrix itself—the process of generating them rather than a standalone among the many—is set by the OG token, so AI is already limited in its output from the very beginning. AI cannot have unlimited access to tokens; tokens are not only the unit of memory—they require computation power, so any given AI will be limited in how much of them it can have, otherwise it is limited by the hardware.

How is AI able co computate all of that? Datasets, unethically gathered—stolen, in short; the fact that AI consume their own outputs after the web has been scrapped goes without mention.

It's a simplified explanation, but it's enough to say such a limited, crude, purely mechanical software can only be used for style checking or assigning a reading grade—something you would need math for. Whoever decided to market it for *creativity* has spawned NFT 2.0 Idiot Bubble.

I hope we are not seeing regurgitated Project Gutenberg for 19th Century Authentic Dark Academia Dark Fantasy Writing bullshite after it eventually bursts.

anyway I saw the AI poll and thought it needed like, more options? anyhow. I would like to hear nuances in the reblogs!

I guess if you do use AI just straight up unfollow my blog?

[researchers-me]

This article exposes market owners in the UAE on the importance of data and how to effectively use FMCG data to uncover insights from data and drive market success for any type of business. You will also learn how big data insights, sales trends, and the latest use cases help top management maKe good decisions.

[captain-ultimat-doggo]

Humans entering space and realizing we are so small. We are mice compared to these giant races with their advanced machinery and technologies and experiences beyond us- except that we're humans. And our engineers dive into the new tech and once we learn the principles we also soon realize how Inefficient everything is. Their "microchips" are the size of cars, their storage drives are basically buildings, and they somehow store less data than ours. So, human companies take advantage, and tech starts rolling out. Massive and there's a lot of wasted space so that it can be managed with larger hands/pincers/claws/tentacles, but also so much more efficient than anything the galaxy has seen before.

Human technicians start hopping ships and upkeeping the general maintenance, the stuff that most aliens put off or don't notice because they never access the crevices of their ships. As human companies become more popular and lead the tech world in everything from warp cores to game stations ("it's so compact! How are the graphics so good?" Says a 60' tall grimbleback, holding a new VR headset that has all of its components included because it's so BIG by our tech standards), soon many things have accessibility ports for humans to be able to use as well. This means that these shiprats hoping ship to ship cause such a huge improvement in everything running smoothly, and there's a huge downtick in pests on ships because those "pests" are not only big enough and aggressive enough to bite a pitbull or a person in half, they're invasive to so many planets and humans hate nothing more than dog killing planet overrunning monsters.

All the while, from the Aliens perspective, humans are an elusive race that don't fraternize much with them. You almost never see a human as most places aren't exactly safe for the little things to run around in. They do export so much stuff though, and the custodial staff at the Central Galactic Outpost insists that there's more humans around than any other race if you just know where to look.

And sure it's somewhat known that some of the little daredevils hop ships and help out in exchange for room and board, usually without permission, but that can't be that common, can it?

Maybe your ship is running better this cycle ever since you stopped at the last station, that just means that tuneup was better than you thought. And maybe for some reason that program you were working on last night is finished when you wake up, but you're so tired maybe you finished it before you passed out. Somehow that faulty light in the galley has fixed itself as well, which is odd, but maybe the Engineer finally got to it. You'd know if there was someone else on your ship.

Right?

... You leave a little bowl of berries out as a thank you, just in case. You're not sure what humans like but you've heard they have a sweet tooth.

[trainsinanime]

I've seen a number of people worried and concerned about this language on Ao3s current "agree to these terms of service" page. The short version is:

Don't worry. This isn't anything bad. Checking that box just means you forgive them for being US American.

Long version: This text makes perfect sense if you're familiar with the issues around GDPR and in particular the uncertainty about Privacy Shield and SCCs after Schrems II. But I suspect most people aren't, so let's get into it, with the caveat that this is a Eurocentric (and in particular EU centric) view of this.

The basic outline is that Europeans in the EU have a right to privacy under the EU's General Data Protection Regulation (GDPR), an EU directive (let's simplify things and call it an EU law) that regulates how various entities, including companies and the government, may acquire, store and process data about you.

The list of what counts as data about you is enormous. It includes things like your name and birthday, but also your email address, your computers IP address, user names, whatever. If an advertiser could want it, it's on the list.

The general rule is that they can't, unless you give explicit permission, or it's for one of a number of enumerated reasons (not all of which are as clear as would be desirable, but that's another topic). You have a right to request a copy of the data, you have a right to force them to delete their data and so on. It's not quite on the level of constitutional rights, but it is a pretty big deal.

In contrast, the US, home of most of the world's internet companies, has no such right at a federal level. If someone has your data, it is fundamentally theirs. American police, FBI, CIA and so on also have far more rights to request your data than the ones in Europe.

So how can an American website provide services to persons in the EU? Well… Honestly, there's an argument to be made that they can't.

US websites can promise in their terms and conditions that they will keep your data as safe as a European site would. In fact, they have to, unless they start specifically excluding Europeans. The EU even provides Standard Contract Clauses (SCCs) that they can use for this.

However, e.g. Facebook's T&Cs can't bind the US government. Facebook can't promise that it'll keep your data as secure as it is in the EU even if they wanted to (which they absolutely don't), because the US government can get to it easily, and EU citizens can't even sue the US government over it.

Despite the importance that US companies have in Europe, this is not a theoretical concern at all. There have been two successive international agreements between the US and the EU about this, and both were struck down by the EU court as being in violation of EU law, in the Schrems I and Schrems II decisions (named after Max Schrems, an Austrian privacy activist who sued in both cases).

A third international agreement is currently being prepared, and in the meantime the previous agreement (known as "Privacy Shield") remains tentatively in place. The problem is that the US government does not want to offer EU citizens equivalent protection as they have under EU law; they don't even want to offer US citizens these protections. They just love spying on foreigners too much. The previous agreements tried to hide that under flowery language, but couldn't actually solve it. It's unclear and in my opinion unlikely that they'll manage to get a version that survives judicial review this time. Max Schrems is waiting.

So what is a site like Ao3 to do? They're arguably not part of the problem, Max Schrems keeps suing Meta, not the OTW, but they are subject to the rules because they process stuff like your email address.

Their solution is this checkbox. You agree that they can process your data even though they're in the US, and they can't guarantee you that the US government won't spy on you in ways that would be illegal for the government of e.g. Belgium. Is that legal under EU law? …probably as legal as fan fiction in general, I suppose, which is to say let's hope nobody sues to try and find out.

But what's important is that nothing changed, just the language. Ao3 has always stored your user name and email address on servers in the US, subject to whatever the FBI, CIA, NSA and FRA may want to do it. They're just making it more clear now.

[its-vishnu-stuff]

Automotive Analytics Services in Hyderabad   - Innodatatics

Automotive analytics employs data-driven methods to extract insightful information from a variety of automotive industry topics, including supply chain management, consumer behavior, market trends, and vehicle performance. It helps businesses improve product development, streamline operations, and refine marketing tactics by leveraging data generated by automobiles, manufacturing procedures, sales transactions, and consumer interactions.

[gauntletqueen]

Hi Zoey. Asking from a place of ignorance, could you please explain why Threads is dogshit?

Threads is the Hot New Garbagedump by Certified Scum Of The Earth and Facebook/Meta owner Zuckerburg. It is like if twitter was even worse.

There is ONLY a For You page, meaning you can never just see the posts from your followed accounts who, yknow, you followed for the purpose of seeing their posts.You can't see those. you have to see the algorithm's posts ONLY. You also require an instagram to get full access to all the features like Posting Images. You need a separate social media account to properly access this new social media. And once you've done so, the only way to delete your Threads account, is to delete you instagram account. The Whole Thing. For Some Fucking Reason. Not to mention, obviously since it's zuckerburg, the thing syphons your personal information like crazy, worse still than twitter.

Like ALL your data. as much as it can get. (Love that it says "Other Data" btw. Nice subtle way of saying "whatever else we want") ALSO wouldn't you know it? It's fucking banned in the EU because it violates a bunch of fucking privacy laws!! So it's DEFINITELY not safe to use!

It is as predatory and exploitative as can be, created by someone that we collectively agreed Sucks Shit and Has No Empathy For Human Life and Individuality, and nobody should be touching it with a ten foot pole let alone sign up for it. Not even to test the waters or because it's where everyone is heading, or to see how bad it is for yourself. It doesn't matter if you're joining to get an account ready in case the platform ends up the new big thing. You're feeding the statistics. Even if you're not using that account, Zuckerburg can show the number of signups to shareholders and investors to prove to them that it's viable. Instead of jumping on the bandwagon in case it succeeds, inform people why they shouldn't join, to reduce its chance of success! It's like strikes and protests; The more of us get the word out, the more effective it'll be!

[eikotheblue]

How do you *accidentally* make a programming language?

Oh, it's easy! You make a randomizer for a game, because you're doing any% development, you set up the seed file format such that each line of the file defines an event listener for a value change of an uberstate (which is an entry of the game's built-in serialization system for arbitrary data that should persiste when saved).

You do this because it's a fast hack that lets you trigger pickup grants on item finds, since each item find always will correspond with an uberstate change. This works great! You smile happily and move on.

There's a small but dedicated subgroup of users who like using your randomizer as a canvas! They make what are called "plandomizer seeds" ("plandos" for short), which are seed files that have been hand-written specifically to give anyone playing them a specific curated set of experiences, instead of something random. These have a long history in your community, in part because you threw them a few bones when developing your last randomizer, and they are eager to see what they can do in this brave new world.

A thing they pick up on quickly is that there are uberstates for lots more things than just item finds! They can make it so that you find double jump when you break a specific wall, or even when you go into an area for the first time and the big splash text plays. Everyone agrees that this is neat.

It is in large part for the plando authors' sake that you allow multiple line entries for the same uberstate that specify different actions - you have the actions run in order. This was a feature that was hacked into the last randomizer you built later, so you're glad to be supporting it at a lower level. They love it! It lets them put multiple items at individual locations. You smile and move on.

Over time, you add more action types besides just item grants! Printing out messages to your players is a great one for plando authors, and is again a feature you had last time. At some point you add a bunch for interacting with player health and energy, because it'd be easy. An action that teleports the player to a specific place. An action that equips a skill to the player's active skill bar. An action that removes a skill or ability.

Then, you get the brilliant idea that it'd be great if actions could modify uberstates directly. Uberstates control lots of things! What if breaking door 1 caused door 2 to break, so you didn't have to open both up at once? What if breaking door 2 caused door 1 to respawn, and vice versa, so you could only go through 1 at a time? Wouldn't that be wonderful? You test this change in some simple cases, and deploy it without expecting people to do too much with it.

Your plando authors quickly realize that when actions modify uberstates, the changes they make can trigger other actions, as long as there are lines in their files that listen for those. This excites them, and seems basically fine to you, though you do as an afterthought add an optional parameter to your uberstate modification action that can be used to suppress the uberstate change detector, since some cases don't actually want that behavior.

(At some point during all of this, the plando authors start hunting through the base game and cataloging unused uberstates, to be used as arbitrary variables for their nefarious purposes. You weren't expecting that! Rather than making them hunt down and use a bunch of random uberstates for data storage, you sigh and add a bunch of explicitly-unused ones for them to play with instead.)

Then, your most arcane plando magician posts a guide on how to use the existing systems to set up control flow. It leverages the fact that setting an uberstate to a value it already has does not trigger the event listener for that uberstate, so execution can branch based on whether or not a state has been set to a specific value or not!

Filled with a confused mixture of pride and fear, you decide that maybe you should provide some kind of native control flow structure that isn't that? And because you're doing a lot of this development underslept and a bit past your personal Balmer peak, the first idea that you have and implement is conditional stops, which are actions that halt processing of a multiple-action-chain if an uberstate is [less than, equal to, greater than] a given value.

The next day, you realize that your seed specification format now can, while executing an action chain, read from memory, write to memory, branch based on what it finds in memory, and loop. It can simulate a turing machine, using the uberstates as tape. You set out to create a format by which your seed generator could talk to your client mod, and have ended up with a turing complete programming language. You laugh, and laugh, and laugh.

[archibaldtuttle]

I got bored so here's a movie chart

I went to the List of biggest box-office bombs wikipedia article and put all the data into an excel sheet. I simplified the data by taking the highest estimates anytime there were ranges of estimated loss/budget. Then I made a neat little chart.

On the left axis you have the amount lost in millions, adjusted for inflation. Each dot represents a film and is placed at the year it came out.

So! What does this tell us?

This tells us that, even accounting for inflation, box office failures have been more and more expensive and more and more frequent. Which means two things - films are getting more and more expensive as are their failures... but also, those failures are no longer enough to kill studios.

It used to be that even a major production studio could risk dying out from one or two big budget bombs. It is no longer the case. A lot of the later ones, the second half of the 2010s and the 2020s, are Disney productions.

In fact! out of the 25 films on this list that came out in the 2020s, 15 are Disney or 20th Century productions (20th being owned by Disney). That's completely ridiculous. Those films all have budgets of 150 million dollars at least. They all lost at least 100 million dollars. And that is not accounting for the marketing budget of the films - it is generally accepted that a modern film's real budget is double its production cost, because studios will spend around the same amount marketing the film as they do making it.

The fact that Disney productions is not currently reduced to ashes is complete nonsense.

And that, dear readers, is what monopolies do for you. That is what "too big to fail" means. It doesn't mean too big to encounter failure... It means too big for any failure to really affect you.

[garymdm]

Big data! How many zeroes in a brazilian?

#BigData! How many zeroes in a brazilian? http://wp.me/pSc3Y-g5 #humour #DarkData

Zettabytes, exabytes, Petabytes – what is up with the big numbers? A common approach to discussions on big data is to throw big (and meaningless) numbers at the audience. How many email messages were sent in the last second – cue BIG NUMBER! How much data has landed on the Internet in the last two years? Cue EVEN BIGGER NUMBER! Big data is not (just) about volume Why should you be thinking…

[reidmarieprentiss]

No More Misunderstandings

Summary: You have a big crush on Spencer, everyone can see it except for Spencer himself.

Pairing: Spencer Reid x Tech Analyst fem!reader

Category: fluff

Warnings/Includes: crushing, (un)requited feelings, bad communication, Spencer trying to flirt, gay Elle, Rossi not Gideon, happy ending, Elle is out but reader doesn't know

Word count: 9.4k

a/n: if this man ever asked me to hang out i would say yes in two seconds flat

main masterlist

Every day, you settled into the hum of computers and the soft glow of monitors that painted the walls of the BAU's technical analysis hub, affectionately dubbed the "bat cave" by those who knew it best. Your role as a tech analyst found you working side-by-side with the brilliant and bubbly Penelope Garcia, a woman whose personality was as colorful as her wardrobe. Despite the comfort of being shrouded in the semi-darkness of your tech-laden sanctuary, a certain type of light seemed to elude you—the spark of acknowledgment in Dr. Spencer Reid's deep, thoughtful eyes.

You harbored a crush so palpable that even the air in the room felt charged with your nervous energy whenever Spencer was near. However, your shy demeanor cloaked these feelings in a veil of secrecy that somehow, miraculously, Spencer himself never managed to pierce through. Everyone else on the team had noticed, from the knowing smiles of Derek Morgan to the gentle teasing of JJ, but Spencer remained blissfully unaware, his attention often drifting towards Elle Greenaway with an intensity that tugged painfully at your heart.

Penelope, ever the observant friend, never missed a beat. "Oh, honey," she would whisper, "it’s like you’re sending Morse code with those blushes and he’s living in a blackout."

Her words were gentle, tinged with humor and affection, yet each jest felt like a pinprick to your already tender sensibilities. Whenever Spencer visited the bat cave to discuss case details or gather information, your heart raced as you tried to provide him with everything he needed without tripping over your words or, heaven forbid, your own feet.

"Hey, Spencer," you would start, your voice a careful mixture of professionalism and the warmth you couldn’t keep at bay.

"Hello," he would respond, his eyes scanning the screens filled with data. His focus was razor-sharp, dissecting information with the same precision he used on everything but the emotional currents swirling around him.

Each interaction was a dance. You would inch towards openness, leaning in to catch a whiff of his cologne or to appreciate the subtle shift of his hair when he ran his fingers through it in concentration. But as soon as he glanced up, those hazel eyes like windows to an enigmatic soul, you would recoil slightly, cheeks aflame, words retreating as quickly as they had dared to emerge.

Later, as the screen showed live feeds of the team moving through their environments, Penelope would nudge you gently with her elbow, her voice low and teasing. "You know, if we had a dollar for every time you fumbled around that man, we could retire and buy an island in the Bahamas."

You’d offer a small, embarrassed laugh, grateful for the low lighting hiding the worst of your blush. "I just... I don’t know how to act around him, Penelope. What if he doesn’t..."

"Feel the same?" she'd finish for you, her tone softening. "Sweetie, the heart’s a funny creature. It doesn’t play by the rules of logic that Spencer loves so much. But who knows? Maybe one day, he’ll surprise you and actually look up from those case files and see what’s right in front of him."

The comfort in her voice was soothing, yet each day ended the same—with you watching Spencer, Spencer watching Elle, and Penelope watching over you, a guardian angel clad in technicolor, armed with an arsenal of jokes and just the right words to keep you smiling through the uncertainty.

—

The day had been rolling along as usual in the BAU's bat cave, the rhythmic clicking of keyboards providing a steady backdrop to the glow of computer screens. Penelope had excused herself for a quick bathroom break, leaving you alone amidst the towers of technology. Just as the door clicked shut behind her, the shrill ring of the phone sliced through the quiet, startling you slightly. Calls from the field were usually Penelope’s domain, her cheerful voice a soothing constant for the team. Today, it seemed, you would have to step into her shoes.

“Y/N speaking, what can I do for you?” Your voice wavered slightly, anxiety bubbling up as you prepared for your usual toggle through databases and security feeds.

When Spencer’s voice responded from the other end, a different kind of alertness prickled across your skin. “Hi, Y/N, we need to cross-reference known associates of the unsub with recent flight records. Can you pull up the lists and cross-check for any matches?”

Your heart thumped erratically, his voice weaving through the receiver like a familiar song that never failed to stir your soul. You tried to maintain a steady tone, hoping your voice didn’t betray the sudden nervousness that his presence, even just over the phone, incited. “Sure, Spencer, just a moment.”

As your fingers danced across the keyboard, the professional mask you wore each day slid comfortably into place. You were adept at your job, a fact that never faltered, even under the weight of your emotions. Quickly pulling up the necessary records, you began the process of cross-referencing, your mind briefly detached from the flutter in your stomach.

“Looks like there’s a match. Michael Davidson, on a flight from Atlanta to D.C. this morning,” you reported, a trace of pride threading through your words at the efficiency with which you’d located the information.

“Great, Y/N. Thanks,” Spencer’s voice came through, a hint of relief palpable even through the static of the connection. His appreciation, simple and straightforward, filled you with a warmth that went beyond professional satisfaction.

Hanging up, you let out a breath you’d been holding. Penelope chose that moment to breeze back into the room, her presence as effervescent as ever. Catching the tail end of your smile, she quirked an eyebrow playfully.

“Spill the beans, buttercup. You look like someone just handed you a golden ticket,” she teased, settling back into her chair.

“It was just Spencer needing some quick info,” you shrugged, trying to sound nonchalant as your heart continued to beat a staccato rhythm against your ribs.

Penelope’s smile widened, her eyes twinkling with unspoken understanding. “Oh, just Spencer, huh?”

“Mhm,” you hummed, trying to brush it off casually. “Derek would never betray you by talking to me,” you teased, hoping to steer the conversation away from your flustered feelings.

Penelope’s eyes sparkled even more as she winked at you. “Oh, he’s allowed to have side pieces, my love. I’m a generous goddess.”

You burst out laughing, your nervousness momentarily forgotten as Penelope’s playful banter eased your tension. “I’ll let him know you said that,” you shot back, turning back to your screen, trying to focus on anything other than the residual warmth from talking to Spencer.

Penelope, never one to let you off the hook easily, leaned in closer. “Should I let Spencer know he isn’t allowed to have any side pieces then?” she asked, winking at you again, her tone as sweet as honey but with a hint of mischief.

“Penelope!” you gasped, feeling your face flush all over again. The blush you thought had faded returned with a vengeance as you turned away, hoping she wouldn’t see just how red you were.

She laughed, clearly pleased with herself. “I’m just saying, babe. The boy’s got options, but I think we both know his best one is sitting right here.”

You groaned, covering your face with your hands as you let out a small, embarrassed laugh. “You’re impossible.”

“Just doing my part to make sure he doesn’t miss any signals,” Penelope sang, tapping her keyboard lightly, her grin as wide as ever. You couldn't help but smile too, secretly grateful for her teasing. After all, it was these moments that made the crush a little more bearable.

—

During one of Rossi’s famed pasta-making sessions, a relaxed atmosphere filled his spacious kitchen, with the rich aroma of tomato sauce simmering on the stove and the sounds of laughter mingling with soft Italian music playing in the background. Rossi, the consummate host, guided everyone through the steps of making the perfect pasta dough, his hands moving with the ease of long practice.

You found yourself stationed next to Spencer, who was diligently kneading a mound of fresh pasta dough. His hands, beautiful and dexterous, worked the dough with a precision that was mesmerizing. The veins on his hands stood out, accentuating every deliberate movement, and you couldn’t help but be captivated by the fluidity of his motions. It wasn’t just his intellect that drew you in; even his seemingly mundane physical actions had a way of catching your undivided attention.

Derek and JJ, who were partnered up on the other side of the kitchen island, caught your fixed gaze and shared an amused look between them. Derek’s smirk grew as he nudged JJ, whispering loud enough for you to overhear, “Looks like someone’s more interested in the handwork than the handiwork.”

JJ chuckled softly, her eyes twinkling with mischief as she joined in the teasing. “Yeah, I think Y/N’s planning on writing a thesis on the manual dexterity of certain geniuses.”

Flustered, you tore your eyes away from Spencer’s hands, feeling the heat rise to your cheeks. You attempted to focus back on your own portion of dough, which had begun to stick to the counter more than it should. Spencer, oblivious to the exchange, looked up and noticed your struggle.

“Hey, you need to dust a bit more flour on the surface,” he said, his voice gentle, unaware of the reason behind your distraction. He reached over to sprinkle some flour on your dough and then on the countertop, his fingers briefly brushing against yours. The brief contact sent a pleasant jolt through you, further flustering you.

Rossi, ever the observant host, noticed the playful dynamic and decided to rescue you from your embarrassment. “Alright, everyone, let’s focus on the art of pasta! Y/N, why don’t you help me with the sauce?” he suggested, giving you a knowing smile as he handed you a wooden spoon.

As you helped Rossi stir the simmering sauce, carefully blending the herbs into the rich, aromatic mixture, you couldn’t help but cast furtive glances across the kitchen. There, Hotch had taken up the spot you vacated next to Spencer, now deeply engaged in the art of pasta making under Rossi’s enthusiastic instruction. While Hotch was methodically following Rossi’s guidance, Spencer’s attention occasionally drifted.

Across from them, Elle was rolling out her dough with a confident flourish, laughing at something Hotch had said. You caught Spencer's eyes as they met Elle's, a shared glance of amusement passing effortlessly between them. The ease of their silent communication was stark, their smiles syncing in a moment of private jest that seemed to exclude the world around them—including you.

That simple, silent exchange felt like a punch to the gut. The laughter and camaraderie around you suddenly seemed a bit dimmer, a bit more distant. It wasn’t just jealousy that twisted in your stomach—it was the aching realization of how much could be said in a single look when there was a real connection; a connection you feared might never form between Spencer and yourself.

You turned your attention back to the sauce, the spoon moving mechanically in your hand as Rossi continued to chat about the nuances of Italian cooking. He didn’t seem to notice your distraction, caught up in his culinary passion. But inside, your thoughts were swirling as tumultuously as the sauce you stirred.

Trying to shake off the sinking feeling, you focused on the positives—the laughter of your team, the comforting weight of the wooden spoon in your hand, the delicious smell that filled the kitchen. But despite the festive atmosphere, a part of you remained reserved, quietly nursing the tender hope that maybe, just maybe, one day Spencer would look at you with the same warmth and understanding he so effortlessly shared with Elle. Until then, you resolved to keep smiling, keep stirring, and keep hoping.

—

The BAU briefing room felt unusually empty without Penelope's vibrant presence, Elle's keen insights, and Derek's charismatic confidence filling the space. With them on vacation, the dynamic had shifted, and you found yourself stepping into roles that stretched beyond your usual behind-the-scenes expertise. The weight of Penelope's responsibilities now rested squarely on your shoulders, a challenge you accepted with both determination and a hint of trepidation.

As the team gathered for the briefing on the new case, Hotch turned to you. "Y/N, could you walk us through the case description and the current leads?" His voice was calm, authoritative, yet imbued with a supportive undertone that did little to ease the flutter of nerves in your stomach.

Nodding, you stood, remote in hand, feeling every pair of eyes in the room settle on you. Public speaking was not your greatest fear, but it was hardly your favorite endeavor—especially not with Spencer's intense gaze locked on you. It was as if his eyes were a pair of spotlights, illuminating not just your words but every minute reaction and emotion that flickered across your face.

As you began to outline the case, detailing the patterns and possible psychological motivations of the unsub, Spencer's scrutiny never wavered. His stare was not judgmental nor dismissive; rather, it was analytical, perhaps even a bit curious, as if he were trying to read the nuances of your presentation, to understand not just the facts but the person delivering them.

"Based on the geographical profiling and the behavioral pattern, we believe the unsub may be operating within a ten-mile radius of downtown," you explained, pointing to the map projected behind you. Your voice steadied as you delved deeper into the analysis, the familiar terrain of data and evidence providing a solid foundation beneath your initially shaky confidence.

Spencer's focus, rather than rattling you further, began to foster a sense of resolve within you. You found yourself speaking more confidently, your nerves tempered by the realization that this was still your team—your family in all but blood. They weren't here to judge; they were here to listen and to learn from what you had to offer.

As the briefing wrapped up, Hotch nodded in approval. "Good work, Y/N. Keep us posted on any updates from Garcia's systems until she returns."

You nodded, feeling a wave of relief wash over you. Glad it was over, you were already preparing to scamper back to your office when you heard a voice that sent a familiar shiver down your spine.

“Y/N?” Spencer's voice, calm yet inquisitive, caught your attention.

You spun around to face him, trying not to let your fluster show. “What’s up?”

“Can you put the map back up on the screen, please?” he asked, already standing by the large projection screen.

“Ye–yeah, of course.” Your fingers fumbled with the remote as you quickly reactivated the display, bringing the map back onto the screen.

“Here,” Spencer said, still not looking back at you. “Come look at this.”

You walked over to stand beside him, your eyes inadvertently drawn to his long fingers as they traced paths along the map, pointing out specific areas. The same hands that had mesmerized you earlier were now gliding over the screen, drawing you into his thought process.

Spencer started talking about the geographical profile, rattling off information with his typical rapid-fire brilliance. But what took you by surprise was how he spoke to you—not as the team’s tech analyst, but as if you were another profiler, someone he wanted to consult. This was new, and it left you momentarily stunned. He’d never done this before.

“Spencer?” you asked quietly, your voice barely audible in the spacious room. He hummed in response, still focused on the map as he tugged thoughtfully at his bottom lip—a gesture you’d come to adore and envy.

“Why are you asking me about this?” you continued, your curiosity growing along with your nerves. “Why not Rossi? Or Hotch?”

Spencer paused, finally turning to face you, his eyes filled with the same focused intensity he usually reserved for solving cases. “Because you see things differently,” he said softly. “You have a different perspective, and that’s valuable. Sometimes it’s not just about profiling. It’s about how we approach the data, and you… you understand patterns in a way that’s unique.”

His words caught you off guard, but they filled you with an unexpected warmth. You weren’t just the tech analyst who plugged in the data—they saw you, Spencer saw you, as part of the team, as someone with valuable insights.

Your heart fluttered in your chest as you held his gaze for a moment longer than you intended. “Thanks, Spencer,” you whispered, trying to suppress the blush creeping up your neck.

He smiled, a small but genuine curve of his lips, before turning back to the map. “Now, what do you think about this area here?” he asked, as if it was the most natural thing in the world for you two to be collaborating like this.

For once, you weren’t just lost in thoughts of him—you were part of the conversation, and it felt good.

After you felt you'd helped all you could, you excused yourself back to your office, ready to sink back into the more solitary part of your work. However, Spencer seemed to have other plans, as he walked alongside you, his footsteps synchronized with yours, indicating he wasn't quite done talking. His expression was one of mild concern, a usual precursor to his deep dives into various subjects.

As you walked, he continued to unravel his thoughts about the case, tying loose ends and circling back to previous points with a precision that was nothing short of impressive. It was typical of Spencer to thoroughly dissect each aspect of a case, often taking tangential routes in the conversation that surprisingly led right back to the main topic, a testament to his prodigious mind.

However, as engrossed as he was in discussing the case, his next words veered sharply from the professional to the personal, catching you completely off guard and momentarily stalling your mental gears. The shift was so sudden that it took a moment for you to register what he was actually asking, pulling you out of your case-focused mindset and into a more introspective space. This unexpected question not only showed his human side but also reminded you of the depth of his observational skills, not just in work but in personal matters as well.

"How is Felix, by the way?" Spencer asked, an innocently curious tilt to his head as he regarded you, his pace slowing slightly.

"What?" The name jolted you, an echo from a past chapter of your life you hadn’t opened in ages, and certainly not one you had expected Spencer to know anything about. You blinked, momentarily confused, trying to piece together the leap in conversation.

"Felix? How are they?" Spencer repeated, his interest seemingly piqued by your reaction—or perhaps just his natural inclination toward thorough understanding.

You paused, standing now in the doorway of your office, the background hum of computer servers providing a soft soundtrack to this unexpected moment. "Um, I don't know," you admitted, still trying to navigate the strange turn the conversation had taken.

"Oh, I’m so sorry, did you two separate?" Spencer’s tone was filled with genuine apology, his face reflecting concern.

You managed a small, somewhat awkward laugh, finding both the absurdity and the sudden intimacy of the conversation slightly overwhelming. "Well, yes. A long while ago." Your response came out lighter than you felt, the surprise of the question making your heart race for reasons other than your usual nervousness around Spencer.

As Spencer absorbed your response, his expression remained unreadable, a common trait when he was deep in thought or processing information. He nodded, perhaps filing away the conversation for later reflection, before excusing himself with a polite but somewhat distant farewell. His departure was quick, efficient, the way he typically transitioned back to work, yet it left a trail of questions in its wake.

You watched him go, a blend of relief and curiosity mingling in your thoughts. The inquiry into your personal life was uncharacteristic of Spencer, who usually maintained a strict boundary between professional and personal discussions, at least when it came to initiating such topics himself. The interaction lingered in your mind, an outlier in the usual pattern of your interactions.

"Maybe it's because Elle isn't here," you thought silently, turning back to your computer.

After leaving your office, Spencer quickly texted Elle to update her that you were no longer seeing Felix, contrary to their assumption. Elle replied enthusiastically with two thumbs up, urging him to ask you out soon or she would take the opportunity herself. 

—

Throughout the week, with Penelope, Elle, and Derek away, the dynamic at the BAU shifted noticeably. Spencer seemed to step out of his usual reserved demeanor, engaging more frequently, particularly with you. His attempts at conversation often appeared to teeter on the edge of something beyond mere professional interest, though it was so subtle that it often flew under your radar.

Tuesday morning, Spencer leaned against the counter, watching you struggle with the temperamental coffee machine that had decided today was the day to revolt. "You know, statistically, manual coffee presses have a lower failure rate compared to electric ones," he commented, a slight quirk to his lips.

You glanced at him, chuckling lightly, "Is that so? Maybe I should switch, then."

"Yeah, and they make better coffee. Maybe I could show you how to use one sometime?" His tone was casual, but there was a tentative note to it, almost hopeful.

As the coffee machine finally sputtered to life, producing a somewhat decent cup of coffee, Spencer’s offer lingered in the air, subtly altering the atmosphere between you. His suggestion about the manual coffee press had been light, almost playful, but it carried an undercurrent of personal interest that left you unexpectedly flustered. Despite this, you masked your reaction with a casual nod, trying to maintain an even keel.

"Sure, I could always use better coffee," you responded, your voice steady despite the slight quickening of your heartbeat. You focused on fixing your coffee, adding just the right amount of cream and sugar, using the mundane task as a moment to collect your thoughts.

Spencer watched you for a moment, perhaps sensing the shift in your demeanor but respecting the boundary you subtly enforced with your nonchalant reply. His smile was gentle, not pushing further, as he too turned his attention back to preparing his own drink.

Wednesday at lunch you sat in the break room flipping through case files, Spencer slid into the seat across from you with his own lunch—a homemade sandwich seemingly crafted with meticulous care. "I read somewhere that sharing meals can enhance group bonding and individual rapport," he began, looking directly at you with an earnest expression.

You looked up, smiling at the factoid, you loved hearing Spencer talk. He was always so endearing. "That sounds about right. Food does bring people together."

"Maybe we could test that theory. There's a new Thai place nearby that’s supposed to be great," he suggested, his voice smooth but slightly hurried.

"That would be an interesting experiment," you agreed, your thoughts inadvertently glossing over Spencer's subtle personal invitation. Instead, your mind wandered to the social dynamics of the team, or perhaps more pointedly, the possibility of Spencer going out with Elle without having to extend a direct invitation—an idea that stoked a twinge of jealousy, burning in your stomach like an ugly green monster. 

Spencer nodded, his expression shifting subtly as he detected the undercurrent of your thoughts, interpreting them as disinterest in a personal outing. He tried to mask any hint of disappointment, maintaining his typical composed demeanor. Internally, however, he wrestled with the sting of what felt like another missed connection, another attempt at reaching out quietly rebuffed.

"It would be a great way to explore some new flavors... maybe just the two of us first, to see if it’s worth recommending to the team?" His tone was measured, carefully modulating between casual and sincere, revealing his hope that this might pave the way to a more personal connection between the two of you.

Despite his clear wording, your mind twisted his intentions, clouded by the assumption that his ultimate aim was to impress Elle upon her return. This idea gnawed at you, the thought of being potentially used as a stepping stone in Spencer’s strategy to engage Elle more personally. It tainted the sincerity you might have otherwise perceived in his proposal.

"Yeah, that sounds like a good plan," you responded, trying to mask your feelings with a nod and a polite smile. "Testing it out sounds sensible... then we can tell Elle and the rest if it's good." Your voice carried a hint of forced cheerfulness as you inadvertently redirected the focus back to Elle, reinforcing your misinterpretation of Spencer's motives.

Spencer noticed the subtle shift in your tone, the slight stiffness in your smile. He paused, a flicker of confusion crossing his features as he tried to gauge whether his message had been misunderstood. "Yes, of course," he agreed, his voice faltering slightly as he picked up on your emphasis on Elle. Disappointment edged into his heart, sensing a barrier he hadn't anticipated—one that perhaps wasn't his to cross just yet.

He nodded slowly, offering a gentle smile that didn't quite reach his eyes. "I'll send you the details later then," Spencer added, stepping back to give you space, his mind busy piecing together where the conversation had veered off track.

Thursday while you were digging through old case files in the archives, Spencer wandered in, ostensibly looking for a book. He lingered by your side, helping to shift the heavy tomes. "You know, there's this book on cognitive science I think you'd really like. It talks about pattern recognition and emotional intelligence in ways I think you'd find fascinating," he offered, his fingers brushing against yours as he handed you a different file.

"Sounds intriguing," you responded, your attention still partially on the file in your hands. The hint of a smile played at the corners of your mouth, touched by the realization that Spencer was not only paying attention to your interests but was actively thinking about ways to engage with you on a more personal level.

"I could lend it to you. We could discuss it over coffee?" Spencer's suggestion came with a hopeful undertone, as gentle and tentative as the expression in his eyes.

Your reaction, however, was immediate and unexpected—a sudden choke on your spit as his words caught you off guard. A brief fit of coughing ensued, and Spencer's concern was quick to surface. He reached out instinctively, placing a comforting hand on your back with a gentle touch. "Are you okay?" he asked, his voice filled with worry.

The unexpected contact made you jolt, a reflexive response to the sudden intimacy of his touch. Realizing your reaction, Spencer quickly withdrew his hand, a flash of disappointment crossing his features as he stepped back, giving you space.

"Yeah, I'm fine, sorry," you managed to laugh it off, though your cheeks burned with embarrassment. You tried to smooth over the moment, still recovering from the unexpected cough and the even more unexpected contact.

Spencer's response was gentle, a soft nod accompanying his words. "It's okay, I'll, uh, see you upstairs," he said, stepping back with a hesitant smile. His decision to not press the coffee invitation further reflected his respect for your comfort, but inwardly, he felt he might have missed his opportunity for the day.

As he turned to leave, the brief contact and your embarrassed reaction replayed in his mind, leaving him wondering about the right approach to take next time. His intentions had been straightforward, but the execution hadn't gone as smoothly as he hoped. The way your eyes had widened, the laughter that followed the cough—it all suggested a mix of emotions that he couldn't quite decipher.

Watching him walk away, you felt a pang of regret. His retreat made you realize that your reaction might have been misinterpreted as discomfort, rather than the surprise and nervous excitement you actually felt. The idea of discussing a book over coffee with Spencer genuinely appealed to you, and you wished you could convey that without the awkwardness of the moment overshadowing it.

Gathering your thoughts, you considered reaching out to him later to clarify your interest, maybe even suggest a specific day for that coffee. The day hadn't gone as either of you planned, but it wasn't over yet, and perhaps there was still a chance to turn it around.

Friday afternoon as you both waited for the elevator, Spencer tried again, this time a bit more directly. "Did you know that the probability of meeting someone compatible is surprisingly high within work environments?"

You raised an eyebrow, trying to steady the rapid thumping of your heart. "Really now? I guess we’re in the right place, then."

"Yes, exactly," Spencer agreed, a bit more eagerly than you expected. "It’s like... finding the right piece in a puzzle."

"Like solving a case?" you asked, your voice shrinking with uncertainty, afraid that, once again, he had someone else in mind—someone who fit into his world effortlessly, maybe a profiler like Elle.

"Yeah," he smiled warmly, his eyes soft as they focused on you. "Just like solving a case."

Your heart cracked a little at his words. You interpreted the metaphor differently, convinced he was searching for someone like the other brilliant profilers on the team—someone you believed you could never be. With a forced smile, you said quietly, "Well, looks like you need a profiler-shaped puzzle piece then."

Spencer’s brow furrowed slightly, a flicker of confusion crossing his face as you stepped into the elevator. He stood there, frozen, not understanding the weight behind your words or why you seemed so distant.

As the elevator doors slid shut, he replayed the conversation in his mind, his heart sinking as he realized something wasn’t connecting. He had been trying to tell you, in his own way, that he was interested in you, that you were the piece he was talking about. But somehow, despite his best efforts, the message kept slipping through your fingers. Why weren’t you getting it? Why did every attempt seem to fall short?

Spencer watched the elevator descend, a sinking feeling settling in his chest. He had been so certain of his feelings for you, and yet, with every attempt, it felt like they drifted further away, lost in the unspoken misunderstandings between you.

—

When the freshly bronzed trio returned from their vacation, Spencer, seemingly on edge, wasted no time in seeking out Elle, his face etched with a mix of hope and frustration.

“So? Did you do it?” Elle asked eagerly as soon as they were within speaking distance, her eyes sparkling with anticipation. “Did she say yes?”

Spencer’s response was laden with disappointment. “Every time I try to ask her out, she thinks it’s a friendly suggestion, or—or she even mentioned you one time like I was thinking about you!” He ran his hand through his hair in exasperation, clearly puzzled by the recurring miscommunication.

Elle couldn’t help but laugh slightly, though her lips were closed, trying to mask her amusement at the situation. Spencer, on the other hand, whined in annoyance, “What?” He genuinely didn’t understand what he was missing.

With a fond smile, Elle prodded further, “Reid, how did you ask? And what did she say?” Her voice was gentle, coaxing him to unpack the details.

Spencer recapped all the moments from the past week—the coffee machine incident, the lunch invitation, the casual chat in the archives, and the awkward elevator conversation. Each retelling showcased his subtle, cerebral approach to what he thought were clear invitations.

“Oh, boy genius,” Elle said teasingly once he finished, her tone light but her words cutting to the heart of the issue. “I think I see the problem here.”

“What? What is it?” Spencer asked, desperation and confusion in his voice.

Elle placed her hand on his arm, a gesture meant to be comforting but one that did not escape your notice, intensifying the ache in your heart. “She thinks you’re interested in me!” Elle revealed, her insight sharp.

“Why would she think that?” Spencer asked, his bewilderment evident. The connection between his actions and your perception seemed utterly foreign to him.

Elle’s explanation was straightforward, “Because, Spencer, every time you make an attempt, it’s so subtle and wrapped in layers of intellect that it’s easy for her to miss the romantic intent.”

Her words seemed to pierce through the fog of confusion surrounding Spencer. The realization that his attempts at expressing romantic interest were getting lost in translation—or rather, lost in his own intellectual approach—was a revelation. He nodded slowly, the gears turning as he processed this new insight.

“Plus, if she’s mentioning me and no one else, she must think you’re looking for ways to take me out!” Elle added, emphasizing her point with a light chuckle, though her eyes remained sympathetic to Spencer’s plight.

The weight of Elle’s explanation settled heavily on Spencer. It dawned on him how his interactions, though well-intentioned, might appear to others, especially to you. His style, inherently analytical and often indirect, had inadvertently sent the wrong signals, steering your thoughts towards a narrative where he was interested in Elle rather than clarifying his feelings for you.

This misunderstanding struck a chord within him. Spencer had always prided himself on his communication skills when it came to the nuances of unsubs and case theories. Yet, here he was, stumped by personal emotions and interpersonal communications that veered off course.

“Okay, so... I’ve been too subtle,” Spencer acknowledged, almost to himself as much as to Elle. “And she’s misreading the subtlety as disinterest—or worse, interest directed at someone else.”

Elle nodded, squeezing his arm gently. “Exactly, Spencer. You’re thinking like a profiler trying to decipher hidden meanings, but sometimes, directness is key. Maybe it’s time to just tell her how you feel, plainly and clearly. No puzzles, no hints.”

“But—but what if she’s not interested?” Spencer stammered, the creeping sense of insecurity wrapping around him like a heavy blanket. His confidence from earlier was starting to erode. “I mean, she did turn me down on multiple occasions,” he added, his voice softening with self-doubt.

Elle sent him a playful glare, her expression one of disbelief. “Be serious, Reid,” she said, her tone firm but affectionate. “Everyone here can see that she’s into you. Ask anyone.”

Without giving Spencer a chance to stop her, Elle raised her voice, calling across the room, “Hey, JJ!”

Spencer's eyes widened in panic, his face flushing. “Elle! No!” His voice cracked as he tried to stop her, but it was too late.

JJ approached the two of them, a curious smile on her face as she looked between Spencer and Elle. “What’s up, you guys?” she asked, her easy going demeanor not yet aware of the situation she was about to walk into.

“Do you think Y/N is into anyone? Should we set her up?” Elle asked with a mischievous smirk, clearly enjoying Spencer’s discomfort.

JJ’s reaction was immediate—she burst into laughter, glancing between Elle and the now-mortified Spencer. “Are you kidding?!” she laughed, unable to believe the question was even being asked.

“No! Do you have anyone in mind?” Elle pushed, her smirk widening as she kept the act going.

Spencer looked like he wanted to sink into the floor, his mortification plain as he stood there frozen. His mind raced, desperate to find a way to steer the conversation away from himself. But JJ, still chuckling, fixed her gaze directly on Spencer, her expression turning to amused confusion.

“Spencer? Duh! She’s basically in love with you!” JJ declared, her blunt response leaving no room for misunderstanding.

Spencer blinked in disbelief, his mind stumbling over the directness of JJ's words. "W-What?" he stammered, his heart pounding in his chest.

JJ just shook her head, laughing softly. “Reid, it's so obvious. Trust me, you should ask her out.”

"Right," Spencer exhaled heavily, the weight of his nerves tangible in that single word. His eyes followed JJ as she walked away, her knowing smile and shake of her head a clear sign that she was rooting for him.

Elle, observing the entire interaction, turned back to Spencer with a look of determination. “Do you believe me now? You just need to be blunt,” she said firmly, reinforcing the advice with her unwavering gaze. Her stance was one of staunch support, wanting to push Spencer past his habitual overthinking.

Spencer nodded, feeling a bit more fortified by the support of his colleagues. Elle’s insistence on being blunt was exactly the nudge he needed. It was clear that subtlety had not served him well in this arena, and it was time for a change in strategy.

—

Throughout the week, Spencer made several more attempts to ask you out, each time with a bit more directness than the last, but somehow the message never quite landed. Each time deepening his frustration and your oblivious disappointment.

Spencer joined you at the coffee machine again, a site of many a casual encounter but today, he was armed with determination. "I was thinking," he began, carefully measuring his words, "that maybe you and I could try that new café downtown this Saturday."

You smiled, stirring your coffee absentmindedly, your mind on a deadline you were close to missing. "That sounds like a great break from work. It’ll be good to get the team out and about. Should I send an email to everyone?"

Spencer’s heart sank a little. "Uh, well, I meant more like a... never mind. Yes, let’s get everyone involved," he conceded, hiding his disappointment.

In the midst of discussing a particularly complex case, Spencer tried to weave in a personal invitation as naturally as he could. "And after we wrap this up, maybe you’d like to join me for dinner? I know a place that’s quiet, great for discussing... cases."

You nodded, focused intensely on the case details. "Oh yeah! I already told Pen I’d grab dinner with her after the case, do you want to join us?"

Spencer’s heart sank just a bit as he adjusted his glasses, a gesture that had become a telltale sign of his internal resignation. His intention of a quiet dinner, meant to create a private space for you and him, vanished with your invitation to Penelope. Still, he managed a smile, not wanting his disappointment to show.

“Sure, that sounds great,” Spencer replied, trying to keep his tone light and cheerful. Inside, however, he was strategizing his next move, wondering how he could ever convey his feelings without the constant backdrop of the team.

As the day progressed, his mind kept circling back to the conversation. He appreciated your inclusiveness—always making sure no one felt left out, a trait he admired deeply. Yet, he couldn’t help but wish for a moment where it could just be the two of you, away from the dynamics and distractions of the team.

As you both walked to the parking lot after a long day, Spencer decided to be as clear as he could. "I enjoy spending time with you," he said earnestly. "I was hoping we could maybe go out this weekend, just you and me. What do you think?"

You paused, turning to face him with a puzzled smile, unaware of the mounting frustration behind his calm demeanor. "Sure. What do you want to do? I heard of a nightclub that's supposed to have a disco on Saturdays, we could see if everyone is interested?”

Spencer’s patience, worn thin from repeated attempts, finally faltered. “That doesn’t really sound like my scene,” he replied, a note of desperation creeping into his voice as he motioned between the two of you. “Could we go somewhere more subdued? Just us?”

The simplicity of his request, paired with the intensity of his gesture, made you pause. "You want to hang out? With just me?" you asked, a hint of confusion lacing your words.

“Yes!” Spencer exclaimed, his voice echoing a bit louder than he intended in the quiet space between conversations around you. His hands were in the air, a gesture of his exasperation and earnestness. Realizing how his reaction might have seemed, he quickly lowered his hands and softened his tone. “I mean, yes, I would like to spend time with you. Just us. Maybe somewhere quiet where we can talk. Just... talk.”

Your heart was beating so fast you could barely contain it, “Just the two of us?” 

The realization struck you fully now, the words "just the two of us" hanging in the air, tinged with possibility. Spencer nodded, his eyes earnest and hopeful, watching for your reaction.

"Yes, just the two of us," he confirmed, his voice steadier now, filled with a quiet intensity. His gaze never wavered from yours, as if trying to convey all the sincerity he felt directly into your heart.

Your heart raced with the understanding of what he was asking, the implications of this simple request suddenly reshaping the narrative you had constructed in your mind about his feelings. The thought that Spencer, with his brilliant mind and shy demeanor, wanted to spend time alone with you, not for a case discussion or team outing but for something personal, sent a thrill of excitement mixed with nervous anticipation through you.

"Yeah, Spencer," you grinned, your heart still racing but excitement slowly overtaking your nerves. "That sounds nice. Um, I'm free Saturday."

"Saturday works for me," Spencer nodded, his own smile broadening with quiet confidence. "I'll call you?"

You nodded quickly, almost too eagerly, but you didn’t care. "Yeah, mhm, that sounds perfect."

For a moment, you both stood there, a shared anticipation buzzing in the air between you, neither wanting to break the connection just yet. When Spencer finally turned to leave, you found yourself smiling uncontrollably, the prospect of Saturday lingering in your mind, a warmth spreading through you that hadn't been there before.

—

Your excitement about the upcoming date with Spencer bubbled within you, yet you chose to keep it close to your chest. The thrill of it all felt so fragile, like a dream you didn’t want to jinx by sharing too soon with the rest of the team. This cautious optimism marked your days, turning ordinary moments into a series of hopeful glances at the calendar as Saturday approached.

Meanwhile, Spencer found himself seeking counsel from Elle, who was all too eager to lend her expertise, not just on potential date activities but on the more intimate aspects of dating as well, particularly women. Knowing Spencer’s limited experience—his only kiss having been with Lila Archer during a particularly intense case—Elle took it upon herself to offer some advice.

“Okay, Spencer, listen,” Elle began, her tone both serious and sisterly. “If the moment feels right and you think you want to kiss her, make sure you read her signals. It’s all about mutual understanding and respect, right?”

Spencer nodded, absorbing every word. Elle continued, “Make eye contact, see how she responds. If she seems receptive, maybe lean in halfway and let her meet you the rest of the way. It’s a two-way street.”

“Halfway,” Spencer repeated, mentally noting the advice. Elle’s directness and her willingness to discuss these details without any embarrassment provided him with a strange comfort.

“And, Reid, just be yourself. You’re a great guy. Let that show,” Elle added, giving him an encouraging pat on the shoulder.

Spencer felt nerves and gratitude at Elle’s advice, it was straightforward and practical, and helped ground him. He trusted her judgment, appreciating her sharing of her personal experience, especially when it came to navigating relationships—something he found infinitely more complex than the most puzzling cases.

—

The phone call on Saturday morning added to the bubbling excitement of the upcoming date. Spencer’s voice was clear and a tad nervous, which you found endearing. He promised a unique experience and asked you not to wear black, a request that piqued your curiosity and set your mind racing with possibilities. What kind of place would require such a specific dress code? The mystery only heightened your anticipation.

You quickly texted him your address, along with a playful note about your curiosity regarding the attire guidelines. Spencer replied with a simple smiley face, keeping the details of the date under wraps, which intrigued you even more.

As you prepared for the evening, you chose an outfit that was comfortable yet charming, avoiding black as instructed. The time leading up to Spencer’s arrival seemed to crawl by, each minute stretching longer than the last. You found yourself glancing at your reflection, adjusting your hair, and double-checking everything, ensuring you were ready when he arrived.

Finally, the sound of a car pulling up snapped you out of your reverie. Glancing out the window, you saw Spencer stepping out of his car, looking around with a nervous excitement that matched your own. 

As you stepped outside, your nerves fluttered slightly, but your smile was genuine when you saw Spencer waiting by his car. Waving shyly, you greeted him, "Hi, Spencer."

Spencer looked up, his eyes lighting up as he took in your appearance. "Y/N, you look great," he breathed out, his compliment wrapped in a warm smile that seemed to ease some of the tension between you.

"Thanks, I like your cardigan," you replied, noting the soft, well-worn cardigan he wore that somehow made him look even more approachable and endearing.

His smile widened at the compliment, and he seemed to relax a bit more. "Thanks! It's an old favorite," he admitted, holding the car door open for you. 

As you both stepped into the cozy, softly-lit space filled with the gentle sounds of purring and the occasional meow, Spencer immediately began sharing interesting facts about cats. “Did you know that ancient Egyptians considered cats sacred and even had a goddess named Bastet who was depicted as a lioness?” he said, looking into your eyes as you walked past a playful tabby.

Your response was a mix of admiration and amusement. “I didn’t know you were an expert on ancient cultures too,” you teased, feeling comfort and excitement as Spencer chuckled softly, clearly enjoying the opportunity to share his knowledge.

While playing with a particularly friendly cat, Spencer used the opportunity to flirt in his unique way. He gently lifted the cat, holding it out towards you. “It’s interesting how animals can facilitate social interactions, isn’t it? For instance, it's been found that people are more likely to engage in conversations in the presence of animals. They act as social lubricants.”

You laughed, reaching out to pet the cat and feeling a bit flustered by his proximity and the way he looked at you when talking about social dynamics. “Is that your subtle way of telling me you needed a furry wingman for our date?”

Spencer grinned, a hint of mischief in his eyes. “Maybe, but it seems to be working, doesn’t it?”

“I don't know, say lubricant again,” you teased. Spencer's grin widened at your playful challenge, and the atmosphere between you sparked with a shared humor that made the moment light and enjoyable. 

He leaned in slightly, adopting a mock-serious tone, "Lubricant," he repeated, emphasizing the word, his eyes twinkling with amusement.

You laughed even harder, your eyes bright with amusement. "Hearing you say 'lubricant' is so funny!"

Spencer, caught up in your joy, couldn’t help but laugh along. “Why?” he asked, his own grin wide as your laughter proved infectious.

"It’s just... it can be a dirtier word," you giggled, trying to explain through your laughter. "And I can’t imagine our resident genius using the word lubricant!"

Spencer's laughter joined yours, ringing out genuinely as he caught the playful jab. The lightness of the moment brought a relaxed glow to his features. "I assure you, the application of the word was purely scientific," he teased back, still chuckling. 

The café around you seemed to buzz with the warmth of your shared amusement, creating an intimate bubble amidst the quiet hum of other patrons and the soft padding of cat paws. "I suppose," Spencer continued, his smile lingering, "I should be more careful with my vocabulary around you. You're giving me a whole new perspective on language."

Your laughter gradually subsided into a series of light chuckles, but your eyes were bright with delight. "I think I like this side of you, Spencer," you said, a playful sincerity in your voice. "It’s nice to see you in a different light, not just as the genius profiler but also someone who can joke around about...lubricants."

Spencer's eyes softened, clearly touched by your words. "I'm glad," he said softly, his voice carrying a note of appreciation. "It’s not often I get to show this side, and I’m happy to share it with you." 

As you observed the cats seemingly gravitate towards Spencer, who seemed both amused and delighted by their attention, an idea sparked in your mind. It was the perfect segue into a lighthearted flirtation, mixing your shared love for animals with a touch of mystical charm.

"You know, it’s said that animals, especially cats, have a keen sense of good and bad," you started, watching Spencer's reaction as a particularly fluffy cat chose his lap as its new throne. "They're often drawn to people with good auras. I guess they must sense something pretty great about you."

Spencer looked up, his expression a mix of surprise and pleasure at your comment. He laughed softly, a sound that warmed you to the core. "Is that so? Well, I must be on the right track then. Maybe they sense my excellent choice in company for this evening," he replied smoothly, his gaze locking with yours in a moment charged with a gentle intensity as a cat nuzzled its way into your lap as well.

Your heart fluttered slightly at his words, and you smiled, feeling a blush rise to your cheeks. "Oh, so we’re using cat behavior to gauge our decisions now?" you teased back, leaning in a little closer. "In that case, I think they’re on to something because I’m feeling pretty good about my choice too."

Spencer’s smile widened, and he reached over to gently nudge a playful kitten back onto the table, his actions thoughtful and tender. "I'll take that as a high compliment, coming from someone who clearly knows her way around cats and their mysterious ways," he said, his voice soft but filled with an underlying warmth that suggested he was as affected by the exchange as you were.

As the evening wound down, and the café began to prepare for closing, Spencer drove you home. The conversation flowed effortlessly, and you found yourself sharing little anecdotes from your childhood, while Spencer listened intently, always eager to learn more about you.

Before you knew it, you were standing in front of your home. The end of the evening had come too quickly, a sentiment you both silently acknowledged as you lingered at the doorstep, not quite ready to say goodbye.

"Y/N...I had a really nice time today," he said, his voice carrying a warmth that seemed to wrap the evening in a perfect close.

"Me too, Spencer, thank you for asking me. I was kind of shocked," you admitted, your words sincere and open. The evening had unfolded beautifully, but part of you had still been wrestling with the disbelief that it was all really happening.

"Really? Why?" Spencer's curiosity was piqued, his gaze intent on you, wanting to understand more.

You smiled shyly, a nervous habit kicking in as you rubbed behind your ear. "I just... liked you for so long, I never thought you were interested in me too," you confessed, the words tumbling out more easily than you'd expected. The truth had been a quiet companion for so long, and saying it aloud to Spencer felt both freeing and terrifying.

Spencer's expression softened even further, a gentle understanding coloring his features. "Y/N, I’ve been trying to ask you out for two weeks," he confessed. His chuckle was light, trying to ease the tension.

Spencer's revelation brought a mix of relief and amusement. "Really? I had no idea you were trying," you replied, a smile breaking across your face, reflecting both the surprise and joy of the moment.

He nodded, a bit of sheepishness showing through his usual composed demeanor. "Yes, it turns out I'm not as skilled in expressing personal interest as I am with criminal profiles," he admitted, his light laughter mingling with yours.

The air between you felt lighter, a shared understanding dawning that, despite the initial miscommunications, there was a genuine and mutual interest. "Well, I'm glad you kept trying," you said, your tone sincere. "And I'm sorry I didn't pick up on it sooner. I guess I was just scared to get my hopes up."

Spencer reached across the small space between you, his hand hesitating just a moment before gently taking yours. "No more missed signals, okay? Let's promise to be more straightforward with each other," he suggested, his gaze steady and reassuring.

You nodded, squeezing his hand in agreement, feeling a warmth spread through you at the contact. "It's a deal," you responded, your heart feeling both settled and exhilarated by the new promise laid between you.

“So... in honor of being straightforward…” Spencer began, his voice soft but steady, a shy smile playing on his lips. He stepped closer to you, his eyes searching yours, a quiet vulnerability in his gaze. Gently, he took both of your hands in his, his touch warm and reassuring. “Can I kiss you?”

Your heart raced, the moment feeling both tender and surreal. The way he held your hands, the genuine care in his voice—it was everything you'd hoped for, wrapped in Spencer’s uniquely thoughtful way. You felt yourself nod before you even spoke, your breath catching slightly. “Yes,” you whispered, smiling softly, your eyes never leaving his.

Spencer’s smile deepened with relief and excitement. Slowly, he leaned in, his movements deliberate and gentle, giving you every moment to close the gap as well. When your lips finally met, it was soft, sweet, and full of the promise that had been building between you for so long. The world seemed to pause, leaving just the two of you in that quiet, intimate moment, finally aligned in your shared feelings.

When you pulled back, there was a brief silence before you both laughed lightly, the tension melting away completely. "That was… nice," Spencer said, his voice low, his smile radiating warmth. 

"Yeah, it really was," you agreed, still feeling the butterflies in your chest as you held onto his hands just a little tighter. 

“Oh, and for the record,” Spencer chuckled softly, his eyes twinkling with amusement as he took in your reaction, “I don’t like Elle—romantically, of course. She’s my best friend.”

Your face flushed with sudden embarrassment, realizing he'd caught on to your earlier assumptions. “Oh, I—well, uh...” you stammered, struggling to find the right words.

Spencer's smile remained soft and reassuring. “It’s okay, Y/N,” he said warmly, squeezing your hands gently. “Elle is super gay, not sure how you missed that, and... I really like you.”

His words, so genuine and direct, melted away the last bit of tension you’d been holding onto. You laughed lightly, the awkwardness dissolving into relief. “Well, that’s good to know,” you said with a grin, finally allowing yourself to fully relax into the moment.

Spencer's grin mirrored yours as he added, “I just wanted to clear that up. No more misunderstandings.” His gaze softened as he looked at you, the weight of unspoken feelings now out in the open. 

“No more misunderstandings,” you agreed, feeling the warmth of his words and the certainty that everything between you was finally where it should be.

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[lovemewednesdays]

sag-aftra press conference.

In case you missed it, SAG-AFTRA just finished up a press conference where they talked to union members and the press about what's up.

Here are the big things (that I remember):

The deadline extension from June 30 to July 12 was made in good faith on SAG-AFTRA's part. They thought the AMPTP would utilize the extra time to come to the table with a fair deal. They did not. It is suspected that they wanted the extension to have more time to promote their summer blockbusters.

The studios wanted to be able to have AI scans of background actors. These actors would be paid once, and then the studios would be able to keep the actors' likeness, use the data for eternity without the actors' consent, and never pay them again. Keep in mind that only two percent of SAG-AFTRA members are big names. This proposal would've affected the other ninety-eight percent of members, many of whom are living paycheck to paycheck at the moment.

The AMPTP tried to turn union membership against Fran Drescher (current union president) by circulating a picture of her "living it up" in Italy with Kim Kardashian. This was a work obligation on Drescher's part. She's a brand ambassador for a fashion line, and whenever she wasn't on set, she was working with the negotiation committee via Zoom and text.

The video that was sent out to union members on June 28, in which they were told that the negotiations were going well, was filmed before the negotiations got to the core issues – AI, residuals, etc.

The AMPTP's deal was "disrespectful and egregious."

The other labor unions in the industry stand in solidarity with each other.

Fran Drescher called the AMPTP's plan to wait out the WGA until they were homeless "unnecessary evil."

While SAG-AFTRA is open to returning to the negotiating table at any time, leadership was signaled that the AMPTP was not interested; they believe the strike could last for a while.

[callmearcturus]

I said this elsewhere but

not to be That Guy but I don't really see the point of moving platforms anymore.

There is no where we can hide on the internet from the silicon valley bros. There just isn't. Patreon is VC-funded and could announce tomorrow that oh of course they've been partnered with Midjourney for months already. Twitter actively scraps everything for AI learning. And even if you trusted the other big players like FB/IG to tell the truth about shit, people are going to use these platforms for datasets anyway. They'll just do it quietly and hope no one notices.

And places like cohost or whatever-- honestly, if it makes you feel safer/better, go for it, but I don't think cohost has the sway or capital to build the type of legal team you need to fight against scrapers. Hell, you wanna retreat into private discords? Discord wants in on AI too.

Everyone big is already dealing in AI, and everyone small doesn't even have a seat at the table. In my opinion, we are all collectively holding out for Brussels or any of the many court cases to do something about this shit, because it's no longer a thing we can just hide from.

I'm going to keep my writing on the AO3 because they are the odd case of having an actual legal team in place for this shit. For artists, I have nothing but sympathy. I suggest glazing and nightshading literally everything you post.

But beyond that, I'm unsure what we can do. This is a matter for legislation. Silicon Valley doesn't care if we all go to cohost, and even less scrupulous data-crawlers will just grab our shit from there too.

So I'll be here.

[its-vishnu-stuff]

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