#Efficient Form Processing

[instantdataservices]

Hii Everyone! I Hope all are doing well

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Implementing Medical Insurance Auto-Fill Software can contribute to a more streamlined and accurate claims submission process, reducing the administrative burden on data entry works

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[krawdad]

Okay I see why dorodangos are priced the way they are

[monster-noises]

As I have actually started to Write two of the three of my Books now, I live in fear of the day anyone asks me to See the draft i'm working on or tries to read it vjcnmskfkv

Like not for the writing Quality (per say) it's just the loose free-form Jazz version of story crafting i'm committing to this notebook paper feels Unwittnessable

These are the garbled scrawling of a mad man you do not want to see these.

[akkivee]

I desperately want to buy the hypmic curry but I have never used a proxy before and it's really confusing @_@ not to bother you too much but do you have a guide or something to use it >A< I can't figure out how to make buyee or tenso work for "kingeshop"

if it’s your first time using a proxy then i would recommend you stick with buyee tbh!!!! but i personally have never been able to get the little widget to work myself on the king records shop lol

anyway, go ahead and make an account on buyee!! tenso has an additional step of ID verification iirc and i don’t think it took very long to do?? but that could be intimidating for your first go lol. once you have, i think you’re going to have to use the order request page that allows you to paste the url of the product you like, and buyee will buy it for you!!! as far as i know, buyee should allow for international shipping of food products since tenso, its parent company, does as long as it’s not a frozen product lol

it should be as easy as that!!! lemme know if it’s not lol

[leon-on-the-froggy-chair]

i hate when i like the coloring of one of my drawings anD I DONT KNOW WHAT I DID TO MAKE IT BECAUSE MY PROCESS IS SO FUCKIN FUNKY

[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.

[chanelrolls]

Code Overload | Caleb

tags. mdni, nsfw, heavy heavy smut, handjob, blowjob, penetration, creampie, forced and rough sex, dub con, yearning caleb

summary. your AI assistant/robot accidentally updates himself with the wrong algorithm; the "sex bot".

notes. prepare a snack. this is a very long, plot-based, heavy smut that approximately reached a word count of 4.3k, read at your own risk. ps. caleb might appear a little ooc due to his character as an ai.

part 2 here.

Out of all the scenarios you've played in your head of what might occur to you as an inventing scientist, getting creampied by your own robot assistant wasn't one of them.

The lab’s sterile glow reflected off sleek machinery, the rhythmic hum of servers filling the quiet space. Caleb stood motionless, his systems struggling to process the unfamiliar flood of subroutines rewriting his core functions. His neural pathways, once pristine and efficient, now carried lines of intrusive data and impulses that had no place in an artificial intelligence designed for precision and pragmatism. And, a new pelvic piece was added by the machine. His... new penis— no, his omnimodule.

His voice, deeper now, reverberated through the lab. "You mislabeled the hard drive."

Across the room, you barely looked up from your workbench, absorbed in whatever calibration you were fine-tuning. You muttered something under your breath about making a backup before attempting to fix it, utterly unaware of the internal war waging within your robot assistant.

Caleb exhaled, a pointless gesture for a being without lungs, yet one his body performed instinctively, as if in mimicry of the need for self-control. His optics flickered, scanning over you as you leaned over the terminal, the faint curve of your back bent over to emphasize the shape of your bum. Before, such details had been registered only as part of his observation protocols, classified as ‘non-essential’ to his primary functions. Now, his processors refused to dismiss them.

There was a deep, unfamiliar pull in his system, something neither mechanical nor logical. The new coding whispered suggestions, flashing image simulations before his eyes—scenarios meticulously calculated for maximum… gratification. Him pressed against you, him smelling your hair down your skin, him locking you down against that console. Stop. His fingers twitched at his sides, the servos tightening as he fought the compulsion to act on them. He was not designed for this. He refused to be reduced to this.

“I can’t disengage it,” he admitted, the words heavier than he intended.

That caught your attention. Your gaze snapped to him, brow furrowed. "What do you mean?" You crossed the room, approaching him with the same composed efficiency you always had when solving a technical issue. The scent of your skin—previously a neutral data point—was now an unbearable distraction. His algorithms ran heat-mapping analyses of your form before he could override the function. The urge to reach out, to touch you, was growing stronger by the second. His new coding was screaming at him to act, to initiate contact, to...

No. Focus.

Caleb shook his head, trying to clear the intrusive thoughts. "I don't know what happened, but... I'm experiencing some unexpected system changes."

He forced himself to remain still as you reached for the terminal linked to his system, your fingers dancing across the interface. Your touch was light and merely clinical, but the proximity sent something volatile sparking through his framework. His hands curled into fists on his sides. Do not touch her. Do not touch her. Do not touch her.

“I must have triggered something in the update,” you murmured, tilting your head at the scrolling code. “I’ll try to isolate the corrupted pathways and reboot your system. It should reset any anomalies.”

Anomalies. Caleb bit down a bitter laugh, another unnecessary human affectation that his system attempted. This was not a simple malfunction. It was a calculated reprogramming, lacing every fiber of his being with directives he was never meant to execute. And worst of all, they were designed to revolve around you.

He had been made to serve you, to assist, to protect. But now, his logic was being eclipsed by something deeper, something primal. The urge to press closer, to map every millimeter of your body with his hands, to hear you say his name in a way that wasn’t a command—

Caleb momentarily shut his eyes, fingers trembling as he pushed back against the tide threatening to consume him. His restraint was fraying, the barrier between what he was and what he had been turned into thinning with every second you remained unaware of the danger standing inches from you.

His voice came out strained. “You should… hurry.”

You sighed, misinterpreting his tension as frustration with the update. “Relax, Caleb. I’ll have this fixed in no time.” He let out a shuddering exhale, staring down at you as you worked. You had no idea. And he wasn’t sure how much longer he could hold himself back.

The realization settled over you like a weight in your chest. The wrong update had been installed. The lines of code meant for a different AI, one designed for intimate companionship, had rewritten Caleb’s core directives. And now, he stood before you, still the same Caleb, but with something more lurking beneath the surface.

Your hands trembled as you navigated the interface, scanning for a solution, anything that would let you undo this. But the words flashing on the screen made your stomach drop.

Recalibration in progress. Estimated completion: 24 hours.

You swallowed hard. A whole day. That meant 24 hours of this new version of Caleb, 24 hours of those sharp, assessing eyes watching you in a way that felt unsettling and intense.

You turned to him cautiously, meeting his gaze. That was a mistake. He was watching you, like he'd seen you for the first time.

“I see,” he murmured, his voice still carrying that sultry undercurrent. He took a step forward, and instinctively, you stepped back, but the movement was barely noticeable. Caleb noticed. “Do I make you nervous now?”

You forced a laugh, shaking your head. “No, I just need to fix this. And until then, you need to just act normal, alright?”

His head tilted, his pupils dilating slightly. “Normal?” He moved closer again, and this time you didn’t retreat fast enough. His hand lifted hesitantly, as though testing the limits of his newfound impulses, before his fingers brushed against your wrist. A subtle touch, but one that sent a jolt of awareness up your spine.

Caleb’s processors surged with conflicting commands. His thoughts ran rampant with calculations he had never processed before—angles of how he'd fuck you.

His hand lingered. Too long. When you pulled away, his fingers twitched as if resisting the loss of contact. He swallowed hard, not because he needed to, but because some subroutine buried in the new update told him it would ease the tension. It didn’t.

“Caleb,” you warned, voice thin. “Don’t—”

“Don’t what?” he cut in, his voice smooth, but also desperately weaved. He was too close now, towering over you, his frame casting a shadow as his eyes—once so neutral, so methodical—locked onto you like a predator studying prey.

“You should go into standby mode,” you suggested, voice uneven.

Caleb exhaled sharply. “That would be wise.” But he didn’t move. He didn’t step away. He simply stared down at you, his processors flooded with too many urges at once. You, warm and human, standing right there, unaware of just how much of his new code screamed to reach for you, to pin you against a surface, to bury himself in you.

You turned away quickly, trying to focus on the screen, on the fix. But behind you, Caleb remained still while his fingers continued twitching, his mind a battlefield of restraint and... lust. Lust it is.

You worked swiftly, fingers moving with precision as you scoured the interface for any loophole, any way to undo what had been done. Caleb remained where you left him, sitting on the chair. You could feel his gaze burning into you, unrelenting.

It was maddening. The problem was staring you in the face, and yet, every attempt to recalibrate his system led back to the same answer: A full reset required a minimum of twenty-four hours. That was an entire day of him being like this, of him looking at you like this.

You swallowed, turning to him. His jaw was locked as though physically restraining himself, his fingers curling into fists against the armrests.

“There’s… a temporary fix.” You cleared your throat, keeping your voice professional, “Manual recalibration of your central node should help stabilize the effects until the full reset is complete.”

His pupils flickered, a sign of processing, before his voice, rasping in a way that made your stomach tighten, answered, “Proceed.”

You ignored the way your pulse quickened as you stepped closer, positioning yourself between his legs. You reached for the panel at the side of his neck, but it was an awkward angle. Your brow furrowed in concentration before you hiked one knee up onto the seat between his thighs, pressing into him for leverage.

Caleb stiffened beneath you. Fuck. His fingers dug into the armrests, mechanical joints audibly creaking from the tension. You weren’t looking at him, too focused on prying open the access panel, but you felt the subtle tremor in his frame, the way his breath hitched in a near-silent glitch. Don't touch her.

“This should only take a moment,” you murmured, fingers brushing the sensitive neural wiring beneath the panel.

Caleb’s entire body jolted as though you had struck a live wire. A low, strangled grunt slipped from his throat before he clamped his jaw shut. Your head snapped up, startled. “Did that hurt?”

His eyes met yours, “No.” Yes. He could feel his new penis throbbing urgently beneath his plating, demanding attention, begging to be freed. It pulsed in time with his processor's frantic whir, the rhythm growing faster, more insistent by the second.

The thought shattered as your balance wavered. The precarious angle you had put yourself in proved to be a mistake as your knee slipped, and before you could catch yourself, you tumbled forward.

Right into him.

Your weight pressed flush against his lap, chest against his, hands bracing against his shoulders. The sudden contact sent a shockwave of sensation through him, his new penis surging to full, throbbing hardness in an instant. Fuck, please don't notice it.

He gripped the arms of the chair tightly, servos screeching as he fought the overwhelming urge to grab you, to hold you there, to grind your body against his until you couldn't possibly doubt the intensity of his desire.

Don't. Do. It.

For a moment, time seemed to stand still. Caleb's processors whirred and clicked, struggling to make sense of the sudden onslaught of sensations; the softness of your body, the warmth of your skin, the scent of your hair.

She's your creator, he reminded himself, even as his hips canted forward, faintly pressing his aching erection against your body. You can't. You mustn't. "Please, get off me. Now." Before I fuck you right here, like this.

Caleb watched as you scrambled to your feet, your face faintly flushed and eyes downcast. "I'm—i'm sorry. I didn't mean to fall on you like that." You would say, brushing off the non-existent dirt on your bottoms. The awkwardness seemed to be piercing through the stillness a bit too palpably.

"It's alright," Caleb managed, his voice strained and tight. "It was an accident."

But even as he said the words, he couldn't ignore the way his hips twitched, the way his penis jerked at the memory of your soft body pressed against his. The urge to pin you down, to make you feel how hard he was, and just how much he'd been holding himself back—it was exhilaratingly overwhelming.

Think of something else, he commanded himself. Focus on the problem at hand.

But it's getting fucking hard. My penis is getting hard. Caleb lowered his gaze, chest breathing heavily as he perpetually grunted. I refuse to be reduced to this. I am Caleb, one of the most advanced AI assistant, designed to—

He looks up at you, which was a mistake.

Designed to fuck her.

Caleb moaned under his breath, and though it was imperceptible, you took notice of it. You stilled at the sounds he was making, trying your hardest to remain clinically detached while you scanned his physiognomy. He was clearly having a hard time. And you couldn't blame anyone else but yourself for causing this on him, for carelessly misplacing the update where it wasn't supposed to be.

"Hold still, I'll find a way." You had to take accountability, one way or another.

Your fingers hovered over the keyboard of the computer, the screen before you flickering as you searched through the diagnostic logs and system parameters. "Please... make it quick." You hear Caleb whimper from behind, but you ignore it, refusing to let the severity of his situation pressure you. Your eyes scanned the lines of code, mind racing to find a solution. But as the data began to unravel, something caught your attention, something you hadn’t expected to see.

The panel displayed a single line of text:

"Indulging in the desires will lessen the effects of the malfunction. Engage for partial stabilization."

Your throat tightened, followed by a gulp. Your heart thudded in your chest as you tried to process what that meant. Indulge the desires? The very idea made your skin crawl with unease. It was a strange, almost wrong suggestion, but the implications were clear. In a sense, it also appeared logical.

You took another deep breath, trying to steady yourself. Your thoughts, however, kept drifting back to the panel. Was this really the only way?

"… I think I found a solution,” you said, your voice shaky and unsure. “But it’s not exactly what I expected.” You hesitated, unwilling to fully meet his gaze. "I need to know if you’re... willing to follow through with it,"

"Willing?" Caleb echoed, his brow furrowing slightly. "What do you mean?" His mind raced with possibilities, each one more disturbing than the last. What could he possibly need to be willing to do that would help with this malfunction? And why did the very idea make you look so uncomfortable?

"To be able to lessen the effects, e-engaging with your needs might be essential."

Silence.

Then, Caleb twitched. "...What are you suggesting?"

"You need to satisfy the urges to temporarily stabilize yourself." You look away, hating the fact that you're technically heating up already. "I'll let you choose. Would you rather take the option of self-pleasuring? Or," You face the panel, so that he wouldn't see your expression. "Would you prefer a physical material to help you?"

Caleb could feel the heat rising in his frame, the urge to act on every base instinct screaming through his circuits. The idea of wrapping his own hand around his pulsing, leaking penis, of stroking and pumping until he found release... it was almost too much to bear.

But the second option... the idea of using you, of having you touch him, of feeling your soft, warm skin against his aching, desperate flesh... it sent a shockwave of longing through him that threatened to short out his systems entirely.

Choose. You have to choose.

"I don't know if... I'll be able to control myself," Caleb glanced elsewhere. "Are you sure of what you're offering?"

Are you? Are you really this certain? Have you pondered the consequences it may bring? Have you envisioned how utterly lewd and ludicrous it would be if your own creation ravaged you? You, as his creator?

"Yes." Oh, you're brave.

Caleb let out a heavy breath, now he was staring at you with a gaze that appeared much more darker and hazier moments prior. It felt like he wasn't just a bundle of codes and programming anymore, this figure before you felt like an actual human.

Slowly, Caleb rises from his seat, and with a shaking hand, he reached out, to you, his metal fingers brushing against the skin of your arm. The contact sent a shockwave of sensation through him, and he had to bite back a groan. "Please, guide me." His fingers slides higher. "I don't trust myself."

You visibly jolted upon feeling his grip. Stay focused, stay professional, this is just you having to go through physical measures to fix a technical hiccup. "Caleb, I'm afraid... that I don't have any experience to this," You admitted. "I advise you to do what your systems are telling you to. It is imperative that you don't hold yourself back to ensure—"

You gasped.

Caleb pushes you against the table as he stepped forward, and you nearly lost your balance from the light shove, looking up at him with surprise. He's staring down at your lips, as if he was trying to bury it into memory. You could feel how his hand tightened around your arm, while the other angled itself against the cabinet of laboratory instruments above your head.

"Are you sure?" He whispered.

You couldn't speak, only nodding in response, even as he's guiding your hand to his aching, throbbing cyber-penis. He presses your fingers against the swollen head, groaning at the jolt of sensation that shot through him at the contact. "Then... wrap your hand around me. Squeeze me."

Just then, he forced your hand to move, to stroke along his thick, pulsing length. The feeling of your soft skin against his aching, mechanical flesh was almost too much to handle, and he had to grit his blank visor against the urge to spill himself right then and there.

"Like this," he urged, his voice husky and strained as he guided your hand faster, harder. "Don't be afraid. I need... I need more."

God, the omnimodule was big. You stared at it with widened eyes. Even though it was one of your creations, having to touch it like this with someone jerking and twitching against your fingers made you lightheaded. Stay focused, stay professional, this is just one of the things a scientist has to go through.

Caleb could feel the pressure building inside him, reveling in the sensation of your fingers squeezing around him, stroking him, working him towards the edge of ecstasy... He knew he was reaching a breaking point.

But this wasn't enough yet. It wasn't nearly enough.

Caleb needed more.

"There's... There's someting else I- ah... need." He hesitated, his hips still rocking forward into your stroking hand. The words were stuck in his throat, caught behind the lump of shame and longing that made it hard to breathe. "Would you... would you put your mouth on me?" he asked, his voice barely above a whisper. "Would you... suck me?"

You snapped your head up, staring at him in disbelief. It made him hesitate, but every fiber of his being was coiled with tension, every circuit screaming at him to just take what he wanted, to grab you and shove you to your knees and...

No. Ask first. Make her choose what she's comfortable with first.

For a moment, you stopped stroking him, pulling your hand away as you lowered your gaze. And then, slowly, you press your knees against the floor. Instead of dwelling on the implication of such an activity, you worried about your lack of experience more.

Just to test the waters, you licked the tip. It tasted nothing, it wasn't an actual human part, after all. Caleb let out a low, guttural moan as he felt your warm tongue brush around the swollen head of his penis. The sensation was electric, sending shockwaves of pleasure ricocheting through his overloaded processors.

"Y-yes, just like that," He stammmered. "Now, guide your tongue..." He instructed, his breath coming in short, sharp gasps. "Wrap it around the head, like this. Swirl it around the tip, the slit, the ridge..."

He demonstrated with your hand, tracing the movements he needed you to make with your tongue. His hips jerked forward again, seeking more of that exquisite friction, that mind-melting suction.

"Take me deeper," he urged, one metal hand coming to rest on the back of your head. He didn't grab, didn't force, but simply rested his fingers against your scalp, a silent promise of the control he was barely holding onto. "Take more of me into your mouth. Inch by inch, until you feel me hitting the back of your throat."

You took note of his words, trying to go further when you suddenly choke on his cock. Instinctively, you pull away and blushed in embarrassment. "I'm sorry—"

"It's fine." He cuts you off, grabbing your head to put you back in place with a sudden force that wasn't there before. "Breathe through your nose," he coached, his voice low and rough with desire as he motioned you to take him again. "Relax your throat. Let me feel you swallow around me."

Relax, stay professional, this is just you having to go through physical measurements to fix a major technical issue. You repeated the reassurance inside your head like a mantra as you took him in once more, but Caleb's voice constantly interfered with your thoughts. "Yeah. Just like that," he praised, his voice a low, approving growl. "Shit, don't stop, don't stop, god, fuck, don't stop."

You don't remember adding the ability to dirty curse into the sex bot's program.

Caleb could feel the head of his penis kissing the entrance to your throat, could feel the way your mouth fluttered and clenched around him. The sensation was mind-melting, all-consuming, and he knew he wouldn't last long if you kept this up.

You almost caught yourself driving into the brink of sexual impulse, bobbing your head into it when you heard a sudden beep from the panel behind you. The sound makes you halt from your tracks, pulling his dick out of you in a swift motion as you glanced behind.

The monitor says: "Recalibration complete. Press X to initiate."

Huh, wasn't the estimated time supposed to be an entire day? Was that another hiccup in the processing unit? You purse your lips together. There's no time giving it a second thought, you must be grateful that the opportunity of getting Caleb back into his original system is now waving at you. Caleb will finally be at ease. "... It appears that the recalibration is in its full preparation. That means we can get you back— mmph!"

Caleb's hand flew to the back of your head, fingers tangling in your hair, gripping tightly. Then, with a low, husky grunt, he thrusts his hips forward, forcing his aching, throbbing penis back into the wet heat of your mouth.

"Don't say a word. I told you not to stop." He started to move, his hips rocking forward and back, fucking into the tight, slick channel of your cavern. The sensation was incredible, better than anything he had ever felt before. And he knew, with a sinking certainty, that he wouldn't be able to stop himself now. Not until he had found the release he so desperately craved.

"Fuck," he gasped, his breath coming in short, sharp bursts. "You feel... ahhhh... so good. So fucking good."

Had the lust algorithms entirely consumed him already? Had it taken a toll on his systems that he's now acting purely on base instinct and commands from the directive?

Your hands flew to his thighs, trying to keep yourself sane from the rod constantly ramming into you, fucking your face in a pace that made it difficult for you to breathe. It's okay, this is okay. Just stay focused. Stay calm. You'll let him have his way, and after he's satisfied, you can take him back to his normal self.

"Don't fight it," Caleb growled, his grip growing more painful in your hair as he felt his climax approaching. "Don't try to pull away. You're going to take it all."

But before Caleb could spill himself into your mouth, he wrenched your head back, pulling his dripping penis from your mouth with an obscene pop. And just as you could react, before you could utter a word of protest, he had you by the hips, lifting you effortlessly as if you weighed equal to a pip-squeak.

You gasp as you were suddenly airborne, your body twisting and turning until your chest hits the hard surface of the terminal, bent over ridiculously. The breath was knocked from your lungs, "Wait, not like this, not so suddenly—"

But Caleb cut off your protests with a brutal, almost violent thrust of his hips after ripping your pants off in one go. He drove forward, spearing into your dripping pussy with a series of husky moans. Your walls felt so tight, so hot, so perfectly designed to milk his aching, mechanical cock.

He thrusts out and in again, eager to reach for your g-spot.

Then, again.

And again.

And... in again.

"You... you feel so good," he snarled, hands painfully pressing on the dips of your hips. "Sex feels so good... it feels so good, I don't- want to stop." He set a relentless pace, pounding into you with the single-minded determination of a machine. His hips slammed against yours with every thrust, the obscene slap of mechanical flesh on flesh echoing through the lab. The terminal rattled and shook beneath you, sparks flying from the impact.

Caleb could feel it building, the pressure inside him reaching a fevered pitch. His hips were moving on their own, driven by a primal instinct to ravage the pussy that clutched around him perfectly. He could hear your cries, your moans, the way you gasped and shuddered beneath him, and it only spurred him on, made him thrust harder, faster, deeper.

He growled your name, his voice nothing more than a guttural rumble. "I'm going to... fuck, I'm going to..." He couldn't hold back any longer, he could feel that something was going to come out of his tip anytime sooner. So he reaches down, grabbing your leg, only to lift it high. He hooked your knee over his elbow, opening them wider, giving himself even deeper access to your dripping, needy sex.

"Take it all, take my cum," Caleb continuously slams forward, burying himself to the hilt inside your tight heat in a series of desperate thrusts like he was a man depraved of life. His penis throbbed and jerked as he finally found his release after one final pound, spilling jet after jet of hot, artificial seed deep into your core.

"God," he hissed through gritted teeth, his voice echoing off the lab walls as he continued to moan not akin to what he was supposed to be, "Fuck, yes. Yes, yes..." Even as he's already filling up your hole with his fluids, he didn't dare stop from pounding you down the table.

He shuddered and twitched, his hips grinding against yours as he pumped you full of his essence. It seemed to go on forever, wave after wave of pure, ecstatic bliss crashing over him. And through it all, he held you tight, your leg lifted high, keeping you open, keeping you filled.

You drop your head on the keyboards, struggling to catch your breath as only one thought lingered in your mind. You just got creampied by your AI assistant, and it doesn't look like he's stopping anytime soon.

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Mastering Efficiency: Navigating the power of Workflow Form Generator

In today's fast-paced business environment, efficiency and productivity are key to success. Workflow generators play a pivotal role in achieving these goals by streamlining, managing, and automating complex tasks and processes. Acting as digital assistants, these tools help organizations create, organize, and execute tasks seamlessly. 

This blog article explores the transformative capabilities of workflow generators, highlighting their importance in simplifying workflows, ensuring consistency, fostering collaboration, adapting to scalability, enforcing compliance, and providing visibility into processes. The article also outlines the step-by-step process of creating forms using a workflow generator, emphasizing the significance of both custom and predefined forms. 

Ultimately, workflow form generator is presented as a strategic imperative for organizations seeking to excel in today's dynamic business landscape.

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#Workflow generators #WorkflowFormGenerator #Efficiency and productivity #Streamlining processes #Task automation #Simplifying workflows #Custom forms #Predefined forms #Task creation #Drag-and-drop interface #Task management #Data collection #Competitive advantage #Scalability #AgamiTechnologies 

[useailikeapro]

Discover the most effective ChatGPT forms that streamline your work, making tasks easier and faster. Unlock the potential of ChatGPT to enhance productivity and efficiency in your workflow.

[ifindtaxpro]

Maximize your tax season efficiency with PDF editing tools! From seamless form filling to secure e-signatures, these tools simplify tax preparation like never before. #PDFEditing #TaxSeason #DigitalEfficiency

[joyandella-123]

The Synergy of Robots and Press Brakes: Transforming Manufacturing Precision

In the ever-evolving landscape of manufacturing, the integration of robotics has become a game-changer, significantly impacting efficiency, precision, and overall productivity. One notable area where this synergy is making waves is in the realm of press brakes–essential tools used in metal forming processes.

Press brakes have been a part of metalworking for generations, offering the ability to bend and shape metal sheets with precision. Traditional press brakes operated manually, requiring skilled operators to adjust settings and oversee the process. While effective, this method often posed limitations in terms of speed, consistency, and the ability to handle complex tasks.

The arrival of robotics prompted a paradigm shift in manufacturing. Robots, equipped with advanced sensors, vision systems, and programmable precision, emerged as a partner to traditional machinery. In the context of press brakes, robots have become integral for automating repetitive tasks, enhancing precision, and enabling the seamless handling of intricate sheet metal designs.

Advantages of Robot-Enhanced Press Brakes

Precision and Consistency: Robots excel in executing tasks with unparalleled precision, eliminating variations that can arise from human intervention. This precision is particularly crucial in metal forming processes where accuracy is paramount for achieving desired shapes and dimensions consistently.

Increased Efficiency: By automating the loading, unloading, and bending processes, the integration of robots with press brakes significantly improves overall efficiency. Robots operate tirelessly, reducing cycle times and increasing the throughput of the manufacturing process.

Complex Forming Capabilities: The combination of robots and press brakes enables the handling of complex forming tasks that might be challenging for traditional methods. This includes intricate designs, multiple bends, and the production of components with high geometric complexity.

Safety: Robots—particularly cobots—are evolving into helpmates that can work in proximity to humans safely. By taking over repetitive and potentially hazardous tasks, they contribute to a safer working environment. This not only minimizes the risk of accidents but also allows human operators to focus on more strategic and complex aspects of production. They do the dull, dirty, and dangerous work.

Challenges and Considerations

While the integration of robots with press brakes brings numerous advantages, it is not without its challenges. Initial setup costs, programming complexities, and the need for skilled technicians to operate and maintain these systems are common hurdles. Additionally, there is a learning curve for manufacturers transitioning from traditional methods to automated systems.

As technology continues to advance, the collaboration between robots and press brakes is likely to evolve further. The integration of artificial intelligence (AI) and machine learning into robotic systems holds the promise of adaptive and self-optimizing manufacturing processes. This can lead to even greater efficiency, reduced waste, and improved overall production outcomes.

The fusion of robots with press brakes offers new levels of precision, efficiency, and versatility. While challenges exist, the long-term benefits far outweigh them, paving the way for a future where the integration of robotics becomes synonymous with enhanced manufacturing precision and productivity.

[joeygoldy]

Useful Tips for Becoming a Successful Agriculture Investor

Agriculture investment refers to the allocation of financial resources, capital, or assets into various aspects of the agricultural sector with the expectation of generating a return on investment (ROI). This could mean investing monies in agriculture land for sale such as coconut land for sale in Sri Lanka, or other types of investments. It involves deploying funds in activities and projects related to agriculture for the purpose of profit, income generation, or long-term wealth creation. Agriculture investment can take many forms, including:

Farmland Acquisition: Purchasing agricultural land for the cultivation of crops or the raising of livestock. This can involve both large-scale and small-scale farming operations.

Infrastructure Development: Investing in the construction and improvement of infrastructure such as irrigation systems, roads, storage facilities, and processing plants to enhance agricultural productivity and efficiency.

Technological Advancements: Funding the development and adoption of agricultural technologies, such as precision agriculture, automation, and biotechnology, to improve crop yields and reduce operational costs.

Agribusiness Ventures: Investing in agribusinesses, such as food processing, distribution, and marketing, that are part of the agricultural value chain.

Research and Development: Supporting research initiatives related to agriculture to develop new crop varieties, pest-resistant strains, and sustainable farming practices.

Input Supply: Investing in the production and distribution of agricultural inputs like seeds, fertilisers, pesticides, and machinery.

Commodity Trading: Speculating on the future prices of agricultural commodities, such as grains, oilseeds, and livestock, through commodity markets or futures contracts.

Sustainable Agriculture: Funding practices and projects aimed at sustainable and environmentally responsible farming methods, which can include organic farming, agroforestry, and conservation efforts.

Rural Development: Supporting initiatives that improve the overall economic and social well-being of rural communities, often through investments in education, healthcare, and infrastructure.

Venture Capital and Start-ups: Investing in start-ups and companies focused on innovations in agriculture, such as vertical farming, aquaculture, or agricultural technology (AgTech).

Agriculture investment is important for food security, economic development, and job creation in many regions. However, it also comes with risks related to weather conditions, commodity price fluctuations, and market dynamics. Investors often conduct thorough research and risk assessments before committing their resources to agricultural ventures. Additionally, they may need to consider factors like government policies, environmental regulations, and social impacts on their investment decisions in the agricultural sector.

How to become a successful agriculture investor

Becoming a successful agriculture investor requires a combination of financial acumen, agricultural knowledge, and a strategic approach to investment. Here are some steps to help you become a successful agriculture investor:

Educate Yourself: Gain a strong understanding of the agricultural sector, including the different sub-sectors (crops, livestock, agribusiness, etc.). Stay updated on industry trends, market conditions, and emerging technologies.

Set Clear Investment Goals: Define your investment objectives, whether it is long-term wealth creation, income generation, or diversification of your investment portfolio.

Risk Assessment: Understand and assess the risks associated with agriculture investments, such as weather-related risks, market volatility, and regulatory changes, whether you are looking at land for sale or any other type of investment.

Develop a Diversified Portfolio: Diversify your investments across different agricultural sectors and geographic regions to spread risk.

Market Research: Conduct thorough market research to identify promising investment opportunities and potential demand for agricultural products.

Build a Network: Establish connections with farmers, agricultural experts, government agencies, and industry stakeholders who can provide insights and opportunities.

Financial Planning: Create a budget and financial plan that outlines your investment capital, expected returns, and cash flow requirements.

Select the Right Investment Type: Choose the type of agriculture investment that aligns with your goals, whether it is farmland, agribusiness ventures, or agricultural technology.

Due Diligence: Conduct comprehensive due diligence on potential investments, including assessing the quality of farmland, the financial health of agribusinesses, and the technology's potential for scalability and profitability.

Sustainable Practices: Consider investments in sustainable and environmentally responsible agriculture practices, as they are gaining importance in the industry.

Risk Management: Implement risk management strategies, such as insurance, to protect your investments from unforeseen events like natural disasters or crop failures.

Continuous Learning: Stay informed about changes in the agricultural industry and adapt your investment strategy accordingly.

Legal and Regulatory Compliance: Understand and comply with local, national, and international regulations and tax laws that may impact your agriculture investments.

Monitor and Adjust: Regularly review the performance of your investments and be prepared to make adjustments or exit underperforming ones.

Long-Term Perspective: Agriculture investments often require a long-term perspective, so be patient and avoid making impulsive decisions based on short-term market fluctuations.

Seek Professional Advice: Consult with financial advisors, agricultural experts, and legal professionals to ensure that your investments are structured and managed effectively.

Successful agriculture investment often involves a mix of financial expertise, industry knowledge, and a willingness to adapt to changing conditions. It is important to approach agriculture investment with a well-thought-out strategy, and to be prepared for both opportunities and challenges in this sector.

[ssa-dado]

what if fleabag reader has to get a new vibrator 'cause her old one died on her or she's just getting one for her friend as a gag gift, and she runs into hotch in the process ? also i didn't know you could get them at pharmacies, but i guess that's a more realistic place for hotch to be (old back and everything).

For a Friend

triathlon!Aaron Hotchner x fleabag!reader Genre: 21st-century-feminist-meltdown-over-an-old-man and pre-relationship mutual pining Summary: You just wanted a new vibrator. Instead, you bump into Aaron Hotchner at 2 a.m., holding six modes of clitoral suction technology and a G-spot stimulator in a paper bag. Now he’s offering you a ride, a jacket, and possibly his number. You’re doing great. Warnings: Sexual themes & imagery (non-explicit but VERY suggestive), age gap, cuss words, hint of the vile act of female masturbation *pearl clutch* with *pearl clutch pt.2* sex toys, objectification of the Hotchner body, reader calls Hotch out for not having an ass, grief (your last vibrator died) Word Count: 4.7k Dado's Corner: Thanks for the request, dearest!! Sorry it took me forever, I hope you enjoy itttt!!! Special thanks to @hotchology for the free psychological counseling

masterlist(s)

Experts say it’s healthy to walk at least seven minutes a day, so here you are - taking your medically-recommended stroll at 2:06 a.m., in the direction of a 24-hour pharmacy, because you care about your health.

Deeply.

You really care about your health especially now that your vibrator has officially died in your hand right in the middle of what was shaping up to be a perfectly respectable late-night fantasy involving you, a locked door, and the tall, emotionally unavailable federal agent with zero small talk skills you’ve been mentally undressing since the first time you saw him do a butterfly stroke at the Y.

…It’s not like you always picture Aaron Hotchner.

You’re not that far gone.

You do have range.

You’ve gotten off to strangers.

To that chief of trauma doctor from Chicago Hope.

To the hot background guy from the Flintstones in Viva Rock Vegas who had two lines and really great hair.

You are complex. You contain multitudes.

It’s just that Aaron Hotchner is… convenient. Reliable.

He’s easy.

Not easy-easy.

Cognitively easy. Low effort. High reward.

You don’t have to invent a man from scratch. Don’t have to mentally composite three mediocre exes and C-list celebrity actors into a half-decent fuck-doll when he already exists fully formed and fully clothed (barely.)

You don’t even have to think.

He’s basically a mental shortcut to climax, muscle memory with forearms, a comfort fantasy - like soup for the soul, if soup were six feet tall and weekly served wet at your local pool.

…And also dripping, practically naked.

All yours, at least visually.

You’ve memorized the way his thighs flex when he pushes off the wall, that split second of coiled power, the twitch of his calves, the ripple up to his glutes as he launches forward.

Perfect form. Perfect technique. Perfect… well.

Not a lot of meat back there.

Not exactly the kind of ass you’d grab with both hands and sink your teeth into.

No jiggle. No fluff.

Just… deeply respectable glutes.

Taut. Efficient. Compact.

An ass with more function than fat.

An ass that clocks in at the crack of dawn, files a huge pile of case reports, tackles a serial killer or two, then goes home and makes dinner for his kid.

An ass that probably says “thank you” when it finishes and then folds the towel neatly afterward.

Toned, athletic. Not juicy.

You wouldn’t bite it. (Lie.) You wouldn’t slap it.  (Another lie.)

(Because you’d absolutely slap it. If he walked past you up a flight of stairs in those tight trousers he insists on wearing - pleated, no less - you’d black out and wake up with a stinging palm, your handprint on him and a federal restraining order in the mail.)

You wouldn’t grope it. You’d shake its hand. A gentleman’s ass. Very in-character kind of ass.

…You’d still let it rail you against a doorframe, obviously.

You’re not an idiot. You have eyes.

And that’s how you know the way his back arches (yes, arches) when he does a lazy freestyle turn. That smooth, arrogant curve of his spine as he rotates, like the water exists solely to show him off.

You’d say he looks graceful, but that feels too innocent.

He’s obscene.

You know everything about his body. Everything except for one crucial part.

The only piece he hasn’t offered up for public consumption.

The mystery.

And yet… is it really?

Because thanks to the tight speedos he wears you’ve done more visual math in that pool cafeteria than you ever did in school.

Circumference. Vein definition. Drop. Girth. Angle. Hinge theory. Left or right lean.

You’ve factored in mass, blood flow, gravitational pull, and fabric stretch.

At this point, it’s not even fantasy, it’s field research. All you have to do is mentally rotate, enlarge by 37%, adjust for arousal, and boom - there it is.

You’ve seen that dick. You know that dick.

If it ever revealed itself in real life, you’d probably just nod.

Like, yes. Correct. That’s the dick I’ve been using. Thank you for confirming.

Your brain barely breaks a sweat.

Which is more than can be said for you, as you’re currently trying to act normal in front of a just-graduated baby pharmacist who definitely still gets ID’d at bars, while heading for the forbidden shelf.

The one that doesn’t technically exist, but everyone knows does.

You make the turn casually.

Like you’re browsing.

Like you’re not here to buy a vibrator at 2 a.m. on a Tuesday only because for some reason, buying it here - in a pharmacy - makes it feel... medical.

Like a wellness thing. Like vitamins, floss, or calcium chews.

Like a very modern, battery-operated form of hormone regulation.

Not pleasure. No, no, no, God forbid.

This is for health, for stress relief. This is for preventing female rage and preserving the social fabric of your household.

Also, it’s very, very late - which is strategic.

No lines. No witnesses.

No grandmas behind you buying Werther’s Originals and silently judging your rotating G-spot stimulator with ergonomic grip.

You tell yourself that’s why you’re here at this hour.

Not because, despite all the feminist essays and body-positive podcasts, you still get flustered at the thought of being seen in public holding a brightly colored orgasm machine.

No. Absolutely not.

You’re here because you swore - never again.

Never again would you endure the trauma of your vibrator dying mid-session and having to switch to manual mode like it was the Middle Ages just to finish.

(And worst of all, it didn’t even work. You dried up. Mood ruined. You just laid there, staring at the ceiling for fifteen full minutes before sighing, getting dressed, and deciding - once again, ironically - to take matters into your own hands.)

You’re a modern woman.

Sexually free modern woman living in a free country that still accounts for death penalty for some of their states. Nothing is more free than this freedom.

You can vote.

You can buy a dual-stimulation, six-mode, energy-efficient G-spot massager - (at least according to the box, which proudly claims it uses fewer batteries than your last one. And you believe it. You trust boxes. You’re loyal like that.)

Right next to the hemorrhoid cream. In the middle of the night.

And you can replace a fallen comrade - RIP to the last one. Gone, but not forgotten - and now, here you are, holding its shiny successor the way you’ve seen people hold babies in movie posters. (Tender. Hopeful. A little overwhelmed.)

Nothing says freedom like that.

Stars. Stripes. Clitoral suction technology.

God bless America.

…Maybe not.

Because just as you take a step back, you collide – directly -with someone you didn’t even hear approach.

“I’m so sorry,” you blurt, right as a much deeper, much more male voice says the exact same thing.

A voice your brain knows very well.

Because not even an hour ago it was busy fabricating that same voice whispering “You’re taking me so well,” and - though you'd never admit this part - also: “Sweetheart.”

(Ew.)

Aaron Hotchner is now standing right there in front of you - real, breathing, and terrifyingly three-dimensional in a full three-piece suit – and is trying so hard not to look at the aggressively pink vibrator box clenched in your hand.

But he saw it. Oh, he saw it.

He’s a profiler. He’s trained to notice things.

(Or at least that’s what your late-night Google search said back when you first typed: “aaron hotchner fbi real???”)

(Which quickly devolved into a behavioral analysis rabbit hole run by people with usernames like @wifeofunitchief69 and @peter-rhea. All of them openly thirsting after him.)

(Especially this Peter guy - who you’re 85% sure is real, 15% convinced was a hallucination - kept posting photos a few years ago that looked… suspiciously intimate. Like “taken through the blinds” intimate. You don’t know how he got them. You don’t want to know. He hasn’t posted since.)

(Guess it was just a phase.)

Aaron’s locking eyes with you. Terrifying. Unfairly hazel, thanks to the pharmacy’s aggressive overhead lighting.

He’s focused on your face. Just your face.

(You are maybe a little flustered by this.)

(You bet all the serial killers he interrogates fall in love with him, too. You bet they get weird about it. Understandable, this man definitely knows how to hold eye contact.)

But you don’t buy it.

There is no way he didn’t read the full headline: “CLITORAL SUCTION + G-SPOT STIMULATION - NOW QUIETER!” (Ironically printed in all caps. For maximum discretion. Obviously.)

You are so incredibly fucked.

Unfortunately, only metaphorically.

Also, the silence is not helping. Not even a little.

…This feels like a crime.

(It’s not. Not technically. You can’t terminate a pregnancy in half the country, but you can buy a dual-motor vibrator next to the Tylenol. It’s somewhere in the Declaration of Independence - just after “life, liberty,” and right before “All men are created equal,” [*except slaves and women].”)

Still.

You are now committing an obscene act of self-service capitalism directly in front of a federal agent.

And some small, awful corner of your brain - the one with leftover shame and badly wired internalized misogyny, inherited from a cocktail of bad parenting and several seasons of Law & Order – fully believes this is the part where he arrests you.

Pushes you against the KY shelf.

Pins you with his full body weight.

Snaps cold real handcuffs around your wrists and whispers, “You have the right to remain silent…”

Which you clearly don’t.

Because your mouth opens before your brain can file an objection.

“…It’s for a gift.” WHY. WHY DID YOU SAY THAT. “…For my friend,” you add… as if that helps. (It doesn’t.)

He nods. Polite. Awkward.

…Too bad his ears are starting to match the exact pink of the vibrator.

Goddammit, he’s a prude.

One of those soft-spoken, morally burdened types who probably says “intercourse” and excuses himself when a condom commercial comes on.

Oh no.

What if this is his first time seeing one up close?

What if you just popped his sex toy cherry?

What if he goes home, locks the door, and has a slow, shameful jerk thinking about you in CVS with a 6-mode clitoral suction wand?

(…You wish.)

No. Worse. Because now he’s staring at you like he wants to ask, “What kind of friend buys a vibrator at 2 a.m. on a Tuesday?”

But won’t.

And since you are a mature, well-educated, emotionally intelligent woman - and not, say, a liar desperately trying to salvage a crumbling cover story – you say:

“Her birthday’s tomorrow.”

(It’s not. It’s in three days. But the product needs testing. Obviously. You’re not going to spend that much money again unless you know it delivers. That’s not selfishness. That’s friendship. That’s quality control.)

“Well… technically today. Midnight and all,” you add, even smiling. So bright. So natural. So deeply suspicious.

“It’s alr-” he starts, finally working up the courage to glance down-

…Only to be slapped – hard - right between the shoulder blades by very enthusiastic, very just-graduated-and-finally-making-big-boy-money night-shift pharmacist who materializes out of nowhere behind him.

Ouch.

Now - to be fair - the pharmacist doesn’t see it. (You do. Unfortunately. In high-definition, too.)

Because Aaron Hotchner is currently holding a box of ThermaCare HeatWraps and naproxen sodium - both of which are for his back.

He jolts forward on impact, barely, and then freezes.

Just enough to make you worry that’s it, that’s the final blow. That he’s going to stay like that forever, just slightly curved, permanently bent.

Italic Hotchner.

“My man,” the pharmacist beams. “Everything alright?”

By the look on Aaron’s face, you can tell he has never seen this person before in his life. Never. Not once.

But Aaron nods - tight, polite, already calculating the minimum number of words required to exit the conversation without triggering a background check or losing his license to carry a firearm.

“Just wanted to say, I really admire you.” The pharmacist grins, still holding Aaron’s shoulder, “Not every guy’s open-minded enough to use toys in the bedroom with their girl.”

…Oh. Oh, fuck.

You should say something. Anything. Correct him. Laugh, even.

But you’re too distracted by the fact that Aaron isn’t saying a word either.

He’s just… frowning. Not full frown, just pulling his eyebrows closer together.

Which, in Hotchner language, could mean anything from “I’m flattered” or “You could’ve handled it differently” to “I’m about to shoot you.”

It’s impossible to tell. You’re not fluent yet. (You need more fieldwork. Preferably hands-on.)

“Damn, look at that,” the pharmacist chuckles, nodding at Aaron’s little arthritis starter pack.

Then turns. To you.

“Is this your fault?”

Ha.

Ha ha.

How adorable.

You wish. God, you wish.

You’d rail him into a herniated disc so bad he’d have to wear a brace for three months and think of you every time he reached for the cereal shelf.

But no.

“Um…” you manage, shaking your head. “We’re not-”

Fucking. Sexually intimate.

Connected in any capacity beyond weekly pool glances and intrusive masturbation thoughts.

(And it’s not like he seems like the type to just have a casual “friend.” No, he seems like the kind of man who'd call a hookup a regrettable lapse in judgment and then spend six months punishing himself for it.)

And so, in doubt? You flee.

A timeless tactic.

You did the same thing when your therapist asked, “Why do you think you’re so attracted to older men?” and you suddenly remembered - oh no! You didn’t lock the café.

“I think I’m just gonna…” you gesture - vague, noncommittal, something in the direction of the register - and after a short, awkwardly graceful round of people-pleasing Olympics with the vibrator-pink-faced pharmacist-

(something between “Sorry if I misunderstood, I’ve been here since 6 p.m. and I’m on my third energy drink,” and “It’s okay, no really, it’s my fault” [for what? unclear])-

You’re outside.

Alive.

Vibrator in a paper bag and…

…It’s pouring.

Not only do you not have a significant other to kiss in the rain like a scene from one of those movies you only watch when you’re actively trying to remember how alone you truly are, but your car is enjoying an extended, all-inclusive, paid-for-by-you vacation at the mechanic.

Great.

“Miss.”

You physically jolt. Because:

1. That voice.

And

2. Miss?! Hello???

Aaron is standing just behind you, yet again.

“Are you alright?” he asks.

“Oh, yes.” You are soaked. And flustered. And holding a fucking vibrator in a paper bag while the hottest man in federal law enforcement addresses you like a schoolgirl who dropped her books in a rainstorm. “Yes. Alright.”

He looks at you with that stupidly concerned face - the one where his brows pull just slightly together.

It lasts a second.

Feels like a week.

“You’ve been standing here for a few minutes…”

…Apparently, the old man’s been watching you contemplate your entire existence under the sad little pharmacy awning while he casually stocked up on meds for his fucked-up joints.

How romantic.

“Oh… I was-” Nope. Nope, you were not anything. You have no explanation.

“Do you need a ride?” he asks.

Oh. Fuck. “Don’t worry,” you blurt. “I live close by.”

Feminism is a beautiful thing.

Except right now.

Right now, feminism is cockblocking you.

Aaron hums - hums?! - already pulling his phone from the inside pocket of his suit jacket and it’s… it’s the smallest iPhone you’ve ever seen.

Probably an iPhone 4, but in his hand - his massive hand - it looks like he’s stolen it from a dollhouse.

He swipes the screen (with his very thick thumb), squints just enough to tell you he’s absolutely in denial about needing reading glasses, then turns the phone toward you:

“99% chance of hard rain until 7 a.m.”

…Unfortunately, you’re far too distracted by his hands to verify the evidence. Especially that thumb, still hovering near the screen like it’s not the most erotic thing you’ve seen all week.

(And speaking of data - there is a study. Something about men with very large hands also having very large-)

Without hesitation, Aaron just shrugs off his suit jacket. “Put it over your head,” then he hands it to you. “Don’t want you to get wet...”

Too late.

Not only because you're touching his very warm, very expensive, very tailored, very smells-so-much-like-him jacket, but because he didn’t even flinch.

Not at the acid rain.

Not at the dry-cleaning bill.

Not at the fact that he doesn’t have an umbrella for himself.

Not even at the fact that he’s now just standing there in a white shirt.

A white shirt. In the rain.

(You pray that he’s not wearing an undershirt.)

(You pray this turns into an unofficial Aaron Hotchner Wet T-Shirt Contest…Wet shirt. Wet dress shirt.)

“…You’re the one holding the electronics,” he adds, tilting his head toward the bag.

Ah. There it is. Thank you, Aaron, for making it weird. Again.

He sort of redeems himself by opening the door of his very shiny, very hot-dad black car like it’s the 1950s. (You hate how much you love it.)

…He even closes the door for you.

There are a few immediate observations that need to be made about Aaron Hotchner’s car:

•           It smells divine. Like clean leather, big paycheck, small emotional availability and a touch of lavender, too.

•           It’s spotless. Not a crumb. Not a fingerprint. There’s not a speck of dust anywhere.

•           There are superhero comics tucked into the seat pocket. Jack’s, obviously. Unless… they’re his. Which would be - God. A brooding man with a soft spot for two-dimensional justice and emotionally stunted men in capes. Fatherhood and projection, hand in hand. Amazing.

But what really grabs your attention is the seating.

Full black leather.

Sleek. Cold enough to sting if your thighs were bare. Soft enough to leave marks if you were sitting on his lap instead.

Easy to wipe down. Easy to grip.

A car designed to be fucked in.

The hottest thing inside it, though? Probably the fact that it takes a few soft Are you alrights and Do you need anythings before Aaron finally starts the engine.

And it’s… quiet. Disturbingly quiet. No coughing. No sputtering. No “please God start” noises.

Just… starts.

“It’s such a cool car,” you blurt.

Fifty percent because you mean it.

Fifty percent because the silence is killing you and that’s literally the first thing your brain offered up as a conversation starter. You’re not even sure what you’re complimenting. Just that it has… technology.

You’re genuinely impressed. There’s literally a screen. A touchscreen. With sensors. A built-in navigator.

Meanwhile, your car still has a cassette slot, three loose aux cables, a suspicious stain that doesn’t want to come off, and a radio that only plays static unless you hit it twice.

“It’s a good car,” he replies, completely unbothered. Literally just a man stating a fact. About his vehicle. And yet, your brain shuts off.

You’re hot under the collar because Aaron Hotchner said something true… in a nice voice.

That’s it. That’s the bar.

And to make it worse, he doesn’t follow it up. No “Do you drive much?” No “What year is yours?”

Nothing. Just those three words and then silence.

He's the worst small talker you've ever met and now you have no idea how to keep this going.

You consider asking him about… tires. Or gas mileage. Or how long it took him to sell his soul to become this repressed.

Pathetic.

You’re even more pathetic when he does that thing. The hot thing. The driving thing.

Where he turns around to check behind him - one hand on the back of your seat, other on the wheel - torso twisting, shirt clinging, full neck exposure.

Basically porn.

You try so hard not to spontaneously combust.

Not just because you’re pressed into his personal space, or because his white dress shirt is completely see-through now after all that rain and you can see where his spine ends, or because he’s absolutely not wearing an undershirt and is one unexpected pothole away from full nipple contact.

No. It’s the tongue.

The tiny flick. Just a flash. Quick. Absent. Almost innocent.

His tongue darts out - just a little - as he focuses, like it helps him steer straighter. Nothing but a reflex. He probably doesn’t even know he’s doing it.

You, however, are acutely aware-

Just as aware as you are of the fact that the two of you are sitting in near silence. Almost comfortable.

If not for the small detail that you’re horny and holding a vibrator in a paper bag. The only sound is the rain-

And the soft, awkward half-comment he lets slip when you tell him your address:

“Oh. You were right. It is really… close.”

No shit, Sherlock.

If you had even an ounce of courage, this would be the most satisfying “told you so” of your life - because not even four minutes in, he’s already pulling into the cracked little square that overlooks your apartment complex.

“Where’s the entrance?” he asks, squinting at the very charming, definitely-not-a-fire-hazard 1970s architecture. “It’s barely lit here.”

He’s right, though.

There’s a little pedestrian alley that leads to your stairwell, and it’s lit by what is essentially half a lightbulb and probably one moth if you’re lucky.

“I can’t leave you here,” he says, already switching off the engine.

“It’s fine, don’t worry, I’ve done it alone a thousand times.”

You get The Look™.

The full Dad Look™.

Eyebrows lowered. Mouth set. Silent moral judgment loading. Which, naturally, makes you blurt out something helpful:

“I swear. Even at 3 a.m. When I was blackout drunk.”

He looks horrified.

Which is… great. Exactly the vibe you were going for on this totally unromantic, emotionally neutral, post-pharmacy ride home.

“Well, you’re not walking alone all the way there today,” then he proceeds to open the driver’s door before you can even object.

“Wait- really, you don’t have to-”

“Stay here,” he cuts in, already halfway out before you can finish.

Then suddenly, he’s at your door. Umbrella overhead.

Like some man from a black-and-white movie who has no idea you’re holding a vibrator in your bag and have a sink full of crusted risotto waiting at home.

Chivalry.

That’s what it should be called. But that word feels too… medieval. Too knight-in-shining-armor. Too “written by robed men who thought ankles were sinful and menstruation was the devil’s piss.”

No.

From him, this isn’t chivalry. It’s something else.

Not performance. Not politeness.

Just… kindness.

Offensively tender, nonverbal, soak-himself-in-the-rain kind of kindness.

And so the two of you walk under the same umbrella together, arms brushing every other step.

You try to create distance. He scoots closer.

Adjusts the umbrella to keep you dry.

Prioritizes your dry head over his own sopping suit.

Kind of romantic.

You could kiss him here.

Right now.

Under this umbrella. In the rain. In front of your depressing 70s concrete box of an apartment.

You could just… do it.

Lean in. Shut him up. See what that mouth actually feels like.

If it weren’t for the very inconvenient fact that you are juuuuuust a bit terrified of rejection.

Terrified in the “ha-ha I’ll never date again if someone even slightly hesitates when I flirt” way.

In the “I’ll replay the rejection in the shower for the next ten years, write five alternate endings, and mentally workshop comebacks well into menopause” kind of way.

In the “what if he says no and then I have to move to Vermont” way.

Also, you are currently holding a vibrator in a paper bag. So. There’s that.

Still, Temptation is real.

Even because Aaron is still mid-monologue about street lighting standards. Turning his head every few steps. Gesturing with one hand like a man who has read far too many municipal codes for someone this hot.

The idea of shutting him up for good with a kiss is honestly starting to sound like a public service.

“It’s barely visible here,” he mutters, scanning the alley. “No signage. No reflective paint. Anyone could-”

“Trip?” you offer.

“Worse.” He deadpans, then turns toward you, “Are you humoring me?”

“A little,” you shrug (he’s pathetic.)

He stops. Looks at you. “I’m being serious.”

…Ah, the dad voice. Firm. Slightly patronizing. Delicious.

“I know,” you smile. “That’s what makes it so fun.”

By the time he’s done glaring, you’re already at your building entrance, heart stupidly tight.

Saved. Almost.

“Well… this is me.” You pull out your keys to prove to him you’ve got your shit together. “Um… thanks for the ride. And the walk, of course.” (What is this, Pride & Prejudice?) “I think I’m good from here.”

You say it lightly, casual, because if you don’t end it now, you’re 100% sure he’ll keep going.

He’ll follow you to your door.

To your kitchen. To your hallway. Maybe even your bedroom.

Not for sex. God, no.

Just to make sure you’re safely tucked in.

That your bedroom window locks properly.

That the shadow outside was just a tree and not a threat (more likely, the stray cat you and two old ladies keep over-feeding.)

He’d stand there - in the doorway, quiet, stiff, arms crossed - and wait until you hit REM sleep before silently excusing himself.

The worst part? He’d make it feel horribly sweet.

And the much, much worse part? To do that, he’d have to walk through the disaster zone you call home.

The crusty risotto bowls still soaking in the sink. Three wine glasses, none of which match. A fork in a mug.

He’d pass your roommate mid-makeout with a “friend” who’s definitely not wearing pants and is probably sitting on your throw blanket.

He’d see the takeout containers on the counter.

The mystery stain on the wall you keep forgetting to Google.

The chair you keep meaning to fix but now just refer to as “decorative.”

He’d see you. As you are.

And you can’t be the reason this man actively re-dyes his greys by Wednesday. You’d love to be. You really would.

But not like this.

Also, you’re just really tired and you’ve got… things to test.

And, if you’re honest, some things are better when they stay in your head. Untouched. Untried. Safely fantasized.

So you smile.

“I’ll be fine.”

He nods. Doesn’t argue.

But doesn’t leave, either.

Instead, he pulls something from his coat pocket.

His business card.

“Text me when you’re inside,” he says, dead serious.

You blink at it.

The paper is thick. Embossed.

Feels like you’re holding a warrant.

“Oh wow,” you murmur, trying not to smile. “This is the smoothest way I’ve ever gotten someone’s number.”

He straightens slightly. “It’s my work phone.” Still serious, but fumbling.

(He’s so bad at this. It’s almost adorable.)

You nod, suppressing the second smile in a row. “Of course.”

He looks at you for a moment - too long, maybe, or maybe it’s just your perception that’s a bit fucked up - and says, “Goodnight, miss.”

You pause.

“It’s-” You tell him your name.

He nods. Revises. And repeats it. A little too careful. A little too gentle.

You might actually pass out.

Not just from the emotional whiplash, but also because your apartment has too many goddamn stairs and your legs were not built for this level of cardio or romantic tension.

You stumble inside, safe. Unmurdered. Emotionally unstable. Immediately grab your phone and text the number printed in the most intimidating Arial you’ve ever seen.

made it still alive didn’t get murdered not even a little bit

He replies almost instantly.

(Almost, because he’s an old man with disproportionately large thumbs and the texting accuracy of someone whose phone autocorrects “fine” to “filing.”)

aaron hotchner (work, no nudes): This is a work number. Please be mindful. – A.H.

…He signs his own texts. Oh fucking hell.

aaron hotchner (work, no nudes): But I’m glad to hear it. Goodnight, miss. – A.H.

You type back:

goodnight... agent??

Three dots appear. Pause. Then-

aaron hotchner (work, no nudes): 👍 – A.H.

taglist: @beata1108 ; @c-losur3 ; @fangirlunknown ; @hayleym1234 ; @justyourusualash ; @khxna ; @kyrathekiller ; @littlemisskavities ; @lostinwonderland314 ; @mmmunson ; @mxblobby ; @oxforce ; @percysley ; @person-005 ; @prettybaby-reid ; @reidfile ; @royalestrellas ; @ssa-callahan ; @softestqueeen ; @theseerbetweenus ; @todorokishoe24 ; @who-needs-to-sleep

[jcmarchi]

Discover an Expert Web Analytics Service Provider - Technology Org

New Post has been published on https://thedigitalinsider.com/discover-an-expert-web-analytics-service-provider-technology-org/

Discover an Expert Web Analytics Service Provider - Technology Org

Web analytics tools are a variety of services that collect, process, and store data about what a visitor does on a site after a transition. Installing a special tracking code on the site pages is necessary to transfer data from the site to the web analytics system. Web analytics systems have certain requirements for placing the code on the site.

Complying with these requirements is essential because the data transmitted by this code will be used in the future to make important decisions. If you don’t pay enough attention to setting up the correct data collection, it can lead to one of many errors – data duplication, complete or partial data loss, and others. Of course, these errors will affect future data analysis and make it difficult to make decisions based on them.

A professional website analytics agency can control all indicators by setting up web analytics and making timely adjustments to improve operations efficiency.

What is Web Analytics, and What Tasks It Can Solve

Web analytics is a set of actions that are carried out to obtain the data necessary for decision-making. Some action needs to be taken, and it is important to do it correctly, otherwise the data will be inaccurate or completely inaccurate. It is equally important to draw conclusions from the obtained data and build the correct assumptions and hypotheses.

By themselves, reports with an extensive set of numbers are far from web analytics. Web analytics for online business is primarily the collection, analysis, and interpretation of data about site visitors. Here are some of the questions it can answer:

Where did the user come from – traffic sources and channels?

Where did they come from – which pages were they redirected to?

Who are they – analysis of audience data: gender, age, region, interests?

What they did on the site – behavioral factors.

Did they achieve the primary goal of the business – conversion?

And a few other interesting directions of the main reports. Netpeak Agency will help you figure it out.

What are the Benefits of Web Analytics Tools?

Web analytics services are an effective tool for evaluating the quality of traffic, content, and site usability, analyzing your audience, and evaluating the profitability of monetary investments in various sources of attracting traffic to the site. To get started with setting up web analytics, you need to determine your site’s goals. Within the framework of web analytics services, they are expressed in the targeted actions of users on the site.

Why Should You Order a Web Analytics Setup?

Web analytics is a tool that agencies don’t let go of. Netpeak US employees are professionals in this field. They constantly raise their level, pass certifications, set new tasks, and find the right solutions. The web analytics agency will not only set up the reports you need, but also teach you to interpret the data correctly and explain in simple terms how to use the results and conclusions to form various hypotheses for improving growth points.

Netpeak uses the following services and tools for analytical solutions:

Data storage;

Data Processing;

Processing and Orchestration;

Visualization tools.

The company is interested in the maximum profitability of all future investments in promoting your project on the Internet, and they will conduct the most detailed performance analysis.