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Master Data Governance - Effective Procedures for Enhanced Outcomes
Optimize data governance to drive business success. Learn essential steps and industry best practices to enhance your data management strategy
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Master Data Governance Solutions | Mining Industry
Discover how master data management solutions (MDM) enhances data accuracy, streamlines processes, and ensures compliance in the mining industry. https://www.piloggroup.com/Master-data-governance-in-mining-industries.php
#Lean Data Governance#Lean Governance Solutions#lean data management solutions#lean data consulting#data quality management#Best Master Data Migration Tools#Master Data Governance Solution#Master Data Governance on Cloud#what is Master Data Governance#Master Data Governance Definition.
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Master data about customers, suppliers, products, profit & cost centres, assets, etc is critical to efficient and effective business processes. If you bring your data problems with you when you move to SAP S/4 HANA implementation you will most likely be disappointed with the quality of your operational and analytical processes once you get there. SAP Master Data Governance is a multi-domain master data management solution that can help you prepare your master data for an SAP S/4HANA implementation.
#sap mm implementation project#sap implementation step by step#master data governance#sap implementation project#sap hana implementation project#sap mm implementatrion interview questions#master data management definition#what is master data management#sap brownfield implementation steps#master data management#what is master data management (mdm)#data migration#implementation complexity#master data management tools#sap pm implementation project
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From tech to creative, we'll delve into effective strategies for attracting top talent and building a versatile, high-performing team. Discover the CEO's perspective on navigating the challenges of cross-domain recruitment and unlocking the full potential of your workforce. Let's redefine the hiring landscape together!
#Master Data Management Solution#Digital Transformation solutions#Lean Data Governance#What is Lean Data Governance#lean data management in the cloud#Lean Management Solutions#lean data consulting#data quality best practices#Youtube
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MASTER OF PERSUASION

Part 4 of kinktober | main masterlist
meandom!Spencer/Hotch x fem!reader; Threesome, creampie, dumbification, degradation, brat taming, abuse of power, edging, dubcon
Your involvement in a heinous crime was questioned by the two FBI agents who were eager to do anything to get you to talk.
Words: 6802
a/n: This one is dedicated to my nasty, touch-starved btches who secretly wants to be manhandled by two older men. Enjoy this pure filth🫶
YOU WERE FAR FROM BEING A GOOD PERSON. From the surface, you seemed like a normal, typical woman, just one of the countless faces within the crowd. But when the doors shut behind you, you find yourself involved in endeavors you should never have pursued in the first place.
You knew too much. You were acutely aware of how many crimes happening in your vicinity. The number of deaths resulting from these heinous acts should be enough to terrify you, but it didn't, because unbeknownst to your peers, you were one of the reasons why they happened.
Although you never played the role of the perpetrator, you were the person these criminals came to for information. You were good with technology, you could hack into any secure system in the blink of an eye. It was almost as if you were a deity of the dark web, a mastermind whose mere presence served as a godsend to those carrying out these crimes.
It was easy money; you gave what they wanted, received what they paid you, and most importantly, you made sure to never look back. You always wiped everything out after each job was done, but somehow, after working on so many deals, your luck finally struck out.
Somebody hacked into your system—no, somebody good hacked into your system. This person knew what they were doing. They managed to hack through your firewall and retrieve a few of your data while also discovering your identity.
You honestly wanted to praise whoever was on the other side because you had never encountered someone who could match, if not surpass, your own skill. But it wasn't until you heard the loud banging on your front door, followed by people in uniformed vests rushing in and pointing their guns at you, that you finally realized who had breached your system.
It was the FBI.
So that was how you found yourself sitting inside an interrogation room hours later with two agents across from you. A very tall, intimidating man stood at the corner, his arms crossed as he watched you silently. Dr. Spencer Reid was how he introduced himself, and the way he emphasized the title in front of his name, you were certain he was the type of person who took extreme pride in his intelligence.
He seemed a little too cocky.
Special Agent Aaron Hotchner, on the other hand, was hard to decipher. The older man appeared somewhat guarded as if his job had forced him to put on a facade devoid of genuine emotions. Maybe it did. He was, after all, a federal agent. Both of them were. These men were probably taught to master the art of maintaining an inscrutable poker face.
Nevertheless, they were both intimidating, and you wondered to yourself, was good cop bad cop not a thing anymore? Because as far as this was going, none of them seemed inclined to make things easy for you.
The man in front of you cleared his throat, his voice was a well-practiced blend of authority and curiosity. "You've been quite elusive, haven't you, Miss Y/L/N?"
You leaned back, studying him through half-lidded eyes, your fingers tracing the edges of the table with a cool, almost casual detachment. "Elusiveness is a matter of perspective, Agent Hotchner. I prefer to think of it as adaptability."
"Adaptability?" He leaned in closer, his sharp gaze never wavering. "You've made quite a name for yourself. You've infiltrated government agencies, stolen classified data, and even orchestrated financial heists... Impressive, I must say."
A faint smile danced upon your lips, revealing just a glimmer of amusement. "I simply explore the hidden avenues of the World Wide Web. It's not about the thrill; it's about the knowledge."
His eyes narrowed. "But your actions have consequences. You've caused quite a chaos, don't you think?"
"Consequences are a part of every action, whether in the digital realm or the physical world. As for chaos..." You met his gaze with unwavering confidence. "Well, sometimes chaos is necessary for evolution."
He leaned back, his expression unyielding. "Evolution or anarchy?"
"As I said, everything is a matter of perspective, even anarchy," you replied, your voice smooth as silk. "In the grand scheme of things, I'm just a catalyst. Society's flaws were there long before I came along."
The man in the corner took a step forward. His eyes bore into you with resolve as if he had grown weary of the ongoing debate. "You've had your say," he interjected with a steely tone. "You know why you're here. Our victim's files were found on your computer, we need to know who requested them."
You met his gaze with a mixture of defiance and amusement, unfazed by his direct approach. "Doctor Reid," you said, your voice laced with a hint of mock surprise. "Always chasing ghosts in the machine, aren't you?"
His expression remained composed, his intellect undeniably sharp. "We're not here to discuss my pursuits. We're here to talk about the life you've disrupted."
"Disrupted? I'd say I've merely revealed the cracks in the system. Your victim, as you call them, was a casualty of a much larger game."
"Games have rules, Miss Y/L/N. You seem to operate outside of them."
"Rules are made to be broken, Spencer," you retorted, your tone cutting like a blade through the air. "I can call you that, right? I hate having to speak with such formalities."
"It's Doctor Reid," he corrected. "Tell us who you're working for."
His unwavering determination was met with a subtle, knowing smile from you. You leaned forward, your eyes locking onto his with a hint of intrigue.
"I don't know, Spencer," you began, your tone slightly softer, as if you were letting him in on a secret, "The digital world is a labyrinth of information. Files come and go, they disappear and reappear... It's like trying to catch a shadow in the dark. It's useless."
He addressed you with a cold stare. "You're playing a dangerous game here."
You raised an eyebrow, your voice honeyed with allure. "Oh, I'm well aware of the game we're playing. But don't mistake my refusal to cooperate for arrogance. It's just that some secrets are meant to stay hidden."
The room seemed to contract, the air thick with unresolved tension. Aaron cleared his throat and your eyes fell back on him. "Miss Y/L/N, give us a name and we can make things easier for you. But if you don't cooperate..." His eyes traveled down along your body, the goosebumps rose on your skin in response to the heat of his gaze. "I'm afraid we have to resort to extreme measures."
A brief pause hung in the room. There was something in the way he was staring at you. He was looking at you with a profound determination that seemed very different from the way he assessed you before. Under the weight of his scrutiny, you felt your body growing hot. Your breath hitched, and a flush of warmth crept up your neck and tingled in your cheeks.
You regarded him for a moment before you finally spoke, your voice calm but tinged with a hint of defiance.
"If you think you can break me, Aaron, you're gravely mistaken. But if you're interested in the name..." you leaned back, crossing your arms. "I guess you'll have to earn it."
The tension in the room escalated as your words hung in the air. His jaw clenched, and when you thought you had won the upper hand over this battle of wits, he surprised you by waving his hand in the air, and Spencer came forward.
It was as if they had planned this. The way Aaron instructed his partner to move seemed rehearsed and calculated. Spencer walked over to you and before you could register what was happening, he grabbed onto your arm and wrenched you out of your chair with a force you didn't know he possessed.
Your voice carried a mix of anger and frustration as you protested, "What the hell are you doing?"
You suddenly felt him run his hands along your arms. "Checking for weapons."
The scoff you gave him was loud. "Oh, now you're treating me like a criminal?"
"It's a mere precaution."
And then you felt it, the way his touch lingered on your body. It was far from any normal search. His hands felt warm on your skin, even over the material of your shirt, as he continued to pat down your arms. There was a certain roughness in his movements as he slid his arms around your backside and you couldn't mistake the way he gripped your ass more than he should probably have.
"This is ridiculous," you muttered under your breath. "You won't find anything."
"I'll be the judge of that." He slightly shoved your shoulders. "Put your hands on the table."
You reluctantly did as you were told, silently gritting your teeth. His hands moved with purpose, and as much as you wanted to stop this questionable act, your body was reacting in a way that had you questioning yourself instead.
Why was your heart beating so fast as he stood behind you? Why was it getting so hard to breathe when his hands slipped around your waist? And why did it seem you were anticipating more when his palms slightly hovered over your breasts?
"Is this really necessary?" You asked quietly, trying to act as if his rough hands on you weren't affecting you. "This feels more like an attempt for intimidation."
You could practically hear the smugness in his voice as he asked, "Are you intimidated, Miss Y/L/N?"
You liked to think that you weren't, but honestly, you didn't know anymore. You had tried your best to put on a mask to avoid appearing weak, but as he started to squeeze your breasts in the palm of his hands, it finally dawned on you what was happening—You were finally caught, there was a high chance of you ending up in jail, and now a federal agent was touching you inappropriately, groping you in a crude form of patting you down.
And to your dismay, you actually liked it.
But you had too much of a pride, that was why you found yourself lying through your teeth. "No."
Spencer hummed a reply as if he didn't believe you. He squeezed your breasts through your shirt again, palming at them as he slightly felt your nipples stiffen through the material, and he couldn't resist rolling them as his touch continued lower. Your breath hitched as he mapped out your curves, one of his hands delving between your thighs before he stopped right at the center of your heat.
You let out a gasp.
"I-Is this even legal?"
Your mind went blurry as you felt his fingers touching you through the thin fabric of your pants. "Are you questioning how the law enforcement works?"
You couldn't answer him. Not because you didn't want to, but because you weren't able to form any coherent words as he continued to palm your sex, his fingers continuing to rub you. You were suddenly so focused on the way he was touching you, your head hanging low as you felt the sensation throughout your body, that you didn't even hear Aaron calling out your name.
It wasn't until Spencer retrieved his hand from between your thighs, and yanked your hair from behind, that you were forced to meet Aaron's gaze. "He called you," Spencer mocked, tightening his grip.
Aaron leaned forward, assessing the way you were arching your back with both of your hands planted on the table. "You have two options. One, we can play nicely, you give us a name and we'll go easy on you." His voice dropped lower as he continued, "Or two, you keep with this attitude and we might have to coax the answer out of you."
You locked eyes with him, a silent challenge burning in your gaze. Despite being in this vulnerable position, there was an undeniable strength in your stare, a refusal to surrender to their intimidation. Aaron met your gaze with a profound understanding.
"The hard way it is then." You saw him lean back in his chair as he crossed his arms, the subtle movement actuating his broad chest. "You know what to do, Reid."
There was nothing remotely gentle about the way Spencer handled you after those words. He shoved you, knocking the air out of your lungs as you gasped, your body pressed against the cool surface of the table. Somehow between your struggles, he managed to slide his hands around your waist, unbuttoning your pants before pushing them down your legs.
The air hit your bare skin, and even when you felt the cool breeze, your body was seething with fire, burning through your veins. The warmth spread along your cheeks as you realized you were wearing your skimpiest underwear, a flimsy material of dark lace that barely covered your sex. He gripped your ass with the palm of his hands, fingertips digging into the plush skin as he spread you apart.
"Well, aren't you a pretty thing?" You felt him shift behind you and you imagined him kneeling right in front of your heat. The moment his knuckles brushed along your wet patch, your hips bucked involuntarily. "She's wet, Hotch, I think she's getting a little too excited."
"I'm not surprised," the older man said. "She does seem like a slut."
Your head snapped at him. "I am not a slut."
"Oh, you are a slut." He leaned forward and reached out his hand, holding your chin in a vice grip, forcing you to look at him. "And we'll prove you how much of a whore you actually are."
Right on queue, a surprised gasp left your lips when Spencer's large palm burned your skin, giving your ass a harsh slap. The sound echoed in the room and he repeated the motion, watching in satisfaction the way your ass rippled for him. You fell into a false sense of security as he began to soothe his hand against your burning skin before pulling back to give another loud smack, and your mouth fell apart in pleasure.
"Not a fucking slut?" Aaron taunted, his thumb brushing on your lower lip. "That's the most farfetched lie you told us ever since you walked through that door."
You glared at him, but your defiance slowly shattered when you felt Spencer pulling down your panties over the curve of your ass, slipping them down your legs. The evidence of your arousal stuck onto the fabric and you felt your cheeks going warm in embarrassment. Spencer sucked in a gasp as he took in the sight of your lower half completely naked for him.
"Barely even touched you and you're soaking wet," he murmured, letting his thumb brush over your pussy, gauging your reaction. Your nose scrunched as you tried to bite back a moan that threatened to slip out. He started with gentle strokes, keeping his fingers only on the outer side, yet you could still feel his touch everywhere.
Each downstroke he made gave a light pull against your clit without giving any direct contact, and each time his fingers came back up, he slowly spread your folds open for him, briefly allowing your slickness to come in contact with the cold breeze of air.
Your mind became hazy, and just when you thought your body couldn't react more to his touch, he slipped a finger between your folds, feeling your slick against the dainty flesh. The motion caused your hips to buck erratically and your hands immediately reached up to grip onto the edge of the table.
He slipped deep inside you as your arousal coated him, circling your tight entrance as he felt the way your walls fluttered around the tip of his finger. He let out a low grunt as he felt how tight you were around him, curling at the knuckle while he began to drag his calloused pad against the soft spot inside you, making your body shake just from the mere contact.
The subtle reaction didn't go unnoticed by Aaron and he watched as your eyes glazed over. He couldn't stop himself from smirking, his features revealing a hint of amusement.
"You're enjoying this too much. I'm starting to think you're keeping your silence for the sake of this." You moved your head away from his grasp, only for him to grip your jaw harder. "Don't fucking move. Keep your eyes on me while he fucks your tight little pussy."
You never thought you'd be hearing such crude words from him, not with his stoic demeanor and polished facade, nor did you expect your body to react the way it did when those words filled your ears. You couldn't help it, your body betrayed your mind as your cunt continued to throb between your thighs. You could feel the desire building inside you, threatening to burst as you felt your body shake, and Spencer was well aware of this as he felt your walls clenching around his finger.
The laugh coming through his lips rang in your ears, sending shivers down your spine. "She liked that."
Aaron raised his eyebrows at you. "You like it when I talk like this?" He taunted. "You like it when I tell you how much of a slut you are taking his fingers so deep inside you?"
Your eyelids dropped lower at his words, and right at that moment, a lewd squelch filled the room as Spencer slowly slipped another finger into your dripping cunt, stretching you out as he began to thrust them inside you at a steady pace. Your body quivered as your breath quickened, and you found yourself grinding against his touch, desperately trying to get him to press the same spot inside you.
"Look at you fucking yourself on my fingers," Spencer cooed, his free hand smacking your bare ass again, and you found yourself arching your back. "You really are filthy."
Aaron laughed. "Acting like you didn't want it a second ago." He gripped your jaw tighter, forcing a gasp out of you at the subtle pain. He took advantage of your opened mouth by slipping his thumb inside. "Suck on my finger, Sweetheart."
You didn't know which one surprised you the most, his sudden term of endearment, or the order he gave you. You hesitated, because the moment you willingly sucked on his finger, you knew you would lose. The moment you followed through to his demand, he would have the upper hand and you would simply be the pawn in this game.
Aaron, as you realized, wasn't a patient man. His other hand reached for your hair and then, with a sharp and sudden yank, he tore at your hair. "Don't make me use more force than I already am."
Your roots tingled, your scalp throbbing, and a few tears welled up in your eyes. You blinked them away, not wanting to show any sign of weakness, and leveled your gaze at him.
He pulled your hair again. "Suck."
The pain was so much for you that you found yourself wavering. You swirled your tongue around his thumb before closing your lips and sucking with an approving hum. A husky moan was pulled from deep within him, overwhelmed by the feeling of your mouth on him, and, especially, the sight of you. "That's it," he praised you. "Suck on it as if you're sucking my cock."
Your walls clenched again. A sound of pleasure erupted from Spencer as he felt your cunt sucking in his fingers, and without warning, he pumped them into you with so much force you couldn't stop yourself from moaning this time. He laughed, as did Aaron, and your body shook as you felt that familiar sensation tightening along your body.
The room around you seemed to blur and melt away at the pleasure coursing in your veins. It started in the pit of your stomach, a warm, liquid sensation that spread like a slow-burning fire, radiating outwards in waves. Your hushed moan was muffled by Aaron's thumb in your mouth, but the sound of your pathetic whining didn't go unnoticed by both men.
You were so fucking close you could feel every nerve in your body on high alert. Your breaths came in ragged gasps, and your body quivered with the intensity of the sensation. Your eyes fell shut as the lewd sound of your arousal filled the room, and just when you were about to let go, Spencer suddenly pulled his fingers out of you, wrenching away that peak of pleasure you were desperately chasing.
Your eyes shot open, dilated pupils now wide with shock and confusion. Aaron met your gaze with amusement, a sadistic smile dancing on his lips as he pulled his thumb out of your mouth with a pop. "Stupid girl, thinking we'd actually let you cum."
The abrupt contrast between the heights of your pleasure and the stark void that followed was jarring. But before you could comprehend your disappointment, you heard a shuffle behind you followed by footsteps circling you. Spencer finally came back into your line of vision and with no one standing behind you, you tried to push yourself from the table, only to be shoved back down by Aaron.
"Fucking stay where you are," he commanded, his sharp voice piercing right through you. Your eyes were fixed on him, gaze unwavering as he slowly rose from his seat. And then suddenly he was the one behind you, and now Spencer stood right in front of you, looking down at you with amusement.
"You know," he started, his fingers trailing the side of your face. You moved your head away from his touch, but unlike Aaron, he didn't force you to look at him. He merely chuckled as he continued, "You wouldn't be in this position if you had given us the name."
Hearing this, you finally glanced up at him. The self-confidence he carried was starting to annoy you and you couldn't stop yourself from spitting venom, especially when he had ripped away the pleasure thrumming in your body. "I told you to fucking earn it."
The remaining air was knocked from your lungs when the palm of his hand collided with your cheek, your head jolting to the right from the force of the impact. Bright white stars danced behind your closed eyelids, and for a second you thought that you were dizzy from the shock. But then you felt it, the pressure that had been building in your core giving way, a wave of pleasure washing over you.
"Dirty girl," he taunted. "Here I was trying to shut you up and you actually liked that? You like being slapped around?"
You remained quiet, looking away from him.
"And don't worry, you will tell us by the end of this." You faintly hear the sound of metal ringing in your ears. Your eyes fell back on him and your heart sank when his hands moved down to his belt, unbuckling it as he let it hang around his hips.
His fingers moved to unbutton his pants before tugging down the fly. The sight of his hard cock tenting beneath his briefs had your cunt clenching in anticipation, as much as you hated to admit it. Then his thumbs dipped into the hem of his boxers, tugging the fabric down, and you looked up at him with wide eyes. He was bigger than you'd expected. He was thick and solid, veins danced along his length and the droplet of wetness on his tip was too mesmerizing you couldn't look away.
He wrapped a fist around his length, hissing in relief as he made his way towards you. "Now let's put that filthy mouth of yours to good use." He pressed the head of his cock against your lips, half-lidded eyes gazing down at you as he leaned forward. "Open."
The musky scent of him overwhelmed you as you breathed in and you involuntarily opened your mouth wide to accommodate his girth. The flat of your tongue pressed against the underside of his cock as he gave soft, shallow thrusts inside your warm mouth. His fingers held onto your face as he watched his length disappear inside you.
"God, look at you—" Spencer rasped, his voice sounding strained. "Good fucking girl."
Each roll of his hips has more of his thick cock slipping inside your mouth. His palm moved to the back of your head, holding you steady as he forced his length further down your throat, watching as your cheeks darkened and your eyes watered. Your hands moved up to push at his thighs as you struggled against his grip, the desire to breathe overwhelming as you tried to push him away.
You suddenly felt lightheaded from the lack of oxygen and you began to cough and splutter around him, your throat constricting as the sensation flowed directly through his cock. The sensation made him groan out in pleasure as he finally eased his grip on your head and leaned back, allowing you to breathe as you continued to splutter, drool dripping down your chin as you gulped for much-needed air.
Your head felt delirious. You were too focused on catching your breath when you unexpectedly felt something thick pushing into your cunt in one swift motion, knocking you over as you let out a scream.
"Hotch," Spencer laughed, tightening his grip on your hair while he positioned his cock back onto your lips again. "You shocked her."
Aaron merely grunted a reply as he held onto your hips and started to thrust his cock into you. His thickness sent a ripple of pain between your legs. He was definitely bigger than anyone you'd been with before, your breath coming out in soft, shallow pants as he drove more of himself inside your tightness. Your teeth bit down on your lower lip as a dull ache filled your body, trying to ignore the pain as he continued to stretch your tight heat.
There were no words after that, the room was hazy with desire as the heat built within the small space. The two men focused their attention on your body as you took them at the same time. It was filthy, depraved, and something you'd never done before. You never thought you would be in this position, nor did you think you'd actually enjoy being used like this.
Because you did, you really fucking did. Your entire body felt hot, a scorching fire flowing through your veins as you embraced the sensation, an indescribable pleasure taking over as Aaron's cock curved towards that delicious spot inside you with precision.
Your body was pressed against the table, sweaty and exhausted. It was torture, the way he was slamming his cock inside of you at the pace that left you breathless, it hurt and burned with pleasure at the same time. Each thrust had you hanging on the edge of release, unable to think straight as your mouth continued to mindlessly babble around Spencer's cock.
Every so often he'd hold the back of your head securely so you couldn't move away as he continued to bury himself in your throat. A pleased sound escaped his lips as you started to choke around his girth. It felt like you were starting to drown yourself as he shoved into you ruthlessly. Your lungs cried out for air as you began to feel woozy from the lack of oxygen, desperately trying to breathe through your nose.
"Fuck," he hissed, finally easing his hips back to give you relief. You spluttered as you gasped for air, a mixture of his arousal and your spit dribbled down your chin. "So fucking messy."
You tried to calm your breathing, but it didn't take long for your brain to turn into mush again because Aaron snapped his hips, pulling a moan from your lips as he started a harsh pace. Fingertips dug into your hips as he buried more of himself inside your tightness, your inner walls pulsing around him.
His thrusts were hard and you were certain you'd have marks on your skin from the way he was rutting against you, a dull ache panging inside your lower half. Your mouth fell open in a constant moan as you tried to hold your body up against the table. A throb coursed through you as you tried to hold onto the edge, your breath coming out in harsh pants. You were so desperate for your release, your body so close to coming undone.
"Fuck, Sweetheart, are you going to cum?"
You mumbled out a garbled reply as he continued thrusting into you relentlessly, your fingertips digging into the table as you felt his cock dragging against your inner walls. Aaron grunted at the sensation of you clenching around him. His eyes drifted down to where your bodies were connected and watched the way his cock slid in and out of your tight cunt.
He was on the edge of his release, you could tell by the way he thrust into you desperately. You prepared yourself for your own pleasure, your hips moving involuntarily, meeting his erratic movement, as you seek more friction from him. You whimpered, feeling his fingertips dig into your skin almost painfully and you felt the familiar sensation traveling along your body. Fuck. Fuck yes. You were finally going to—
A drawn-out whine left your lips when he pulled his cock out from your tight heat. The sudden emptiness had your body shaking violently. It wasn't until you felt a streak of wetness spluttering on your back that you realized he had reached his own high without letting you reach your own.
"Shit," he gasped, slapping your ass as he watched his own liquid seeping down the curve of your back. "That was incredible."
You groaned. Fucking selfish man.
"What was that?"
It then dawned on you that you actually mumbled those words out loud. You shook your head and he groaned at your lack of words. "That didn't sound like nothing."
And suddenly, as if you weighed nothing, he grabbed onto your body and turned you over, pushing you onto your back. You were too weak to even fight him as he shoved your pants off your feet before spreading your legs apart. You watched as he leaned down and a long string of clear liquid fell from his lips toward your cunt, letting it trickle down between your folds.
"Knew you were a slut," he hissed, before straightening himself and tucking his cock back in his pants. Your eyes drifted toward him. He was big, just as big as you felt him inside you. But it wasn't his sheer size that surprised you, it was Spencer standing by your feet that had your heart peaking up its pace. Aaron smirked as he stepped back and Spencer quickly took his place between your legs.
"Look at you still holding back," Aaron taunted, genuine curiosity lacing in his voice as he paced around the room. "You're worn out. You're filthy. Aren't you tired of playing this game?"
You looked over at him tiredly. Amidst the pulsing waves of pleasure coursing through your veins, you fought to maintain your focus. "Y- You haven't done anything m-much to earn—"
His laughter sent a chill through the room. "Oh, Sweetheart, you think you're winning, but you're not." He then locked his gaze on you. "Trust me, we already have you in the palm of our hands."
You tried retorting back but the once-sharp edges of your concentration began to blur when you felt Spencer's throbbing cock right between your pussy. Each pulse of pleasure sent tremors through your resolve as he eased his hips back to drag the thick, swollen head through your outer lips. His eyes focused on the way you spread for him as though inviting him inside.
"You're already fucked out," Spencer murmured, dragging the tip of his cock through your wetness, feeling it catch against your tight entrance. "Yet look at you swallowing me."
He let the underside of his cock split your folds open, resting it between them snugly as he let out a low groan at the heat radiating from your core. The sinful noise that left your lips had his cock throbbing painfully, the thick veins protruding from his length. He angled your body against him, pushing more of his thick girth inside your trembling body, feeling the way you squeezed around him as he stretched you out.
Spencer pressed his fingers into the curve of your hips as his gaze flickered between your face and his cock splitting you apart. You gasped, your breaths growing more erratic as he managed to push all of his length inside you. He ran his hand over your abdomen as he tried to feel his cock inside you, pressing against your pelvis as he pulsed at the sensation.
"Fuck, baby," he growled, "Taking me so well."
And then he slowly dragged his cock away from you, keeping just the tip in your entrance before plunging back inside in a harsh, jarring movement, jolting you in surprise. You arched your back and tipped your head back in pleasure, just to find Aaron towering above you, looking down at you with an eerie smile.
His fingers trailed down your shoulder blades before they hovered at the buttons on your shirt, slowly unbuttoning them. "I think it's time that you give us a name."
Your body writhed in response to the waves of sensation as you tried to ground yourself. But it was hard to keep thinking straight when he grabbed onto the underlayer of your bra and lifted it over your chest. The way your perky breasts spilled out from beneath the fabric made both men hum in satisfaction.
Calloused palms grabbed onto your breasts and your eyes rolled at the back of your head at the sensation. His thumb brushed against your soft nipple, watching as it began to rise to a stiff peak as he mimicked the action on your other breast, all the while as Spencer began thrusting into your cunt at a painfully slow pace.
"Come on, Sweetheart, don't you want to cum on his cock?"
"Fuck," Spencer grunted, feeling you clench around him. "Keep talking to her."
Aaron chuckled as he continued playing with your breasts. "It's torture, isn't it?" He closed his index finger and thumb around your nipples, pinching ever so gently. You let out a soft sigh and closed your eyes as arousal flushed through you. "Give us a name and we'll give you what you want."
And then you felt Spencer rocking his hips at a steady rhythm, burying himself deeper and deeper before he slowly began increasing his speed. Your body jerked wildly each time he pushed deep into you. Noticing this, his thumb moved to your clit as he pressed messy circles against the sensitive nub, twisting it beneath his calloused pad. It felt too good, so good that you could no longer hold back from moaning out loud.
Your cries of pleasure snapped him into action and his hands moved down to your ass, holding you up to him as he started pounding harder into you. Your head fell back, chest heaving up and down, and that was when you felt Aaron closing his lips around one of your nipples. You writhed, your body thrashing underneath both men. Your senses reeling, the warmth of multiple hands on your skin sent jolts of electricity down your spine, igniting a wildfire of pleasure within you.
Aaron pulled away from you and your eyes flickered open at the loss, only to be met with Spencer hovering above you. Your eyes swept over him, and you looked down where you were joined, watching how his hips moved in constant thrusts. He was enjoying this, you could tell by the way his fingers burned your skin and the occasional grunt escaping his lips.
At the sound of his voice, you looked up at his face, glistening with a sheen of sweat while his messy hair tousling over it. The moment your gazes met each other, something inside you snapped. The muscles in your core began to coil, tightening and constricting around him right as your climax slowly pushed through the fog inside your head. Spencer felt it too, and he suddenly slowed his pace, throwing you a cunning smile.
You felt your resistance starting to crumble. The intensity of your pleasure grew almost unbearable, and you could no longer deny it. Your eyes welled with tears at the overwhelming sensation, and the thought of having your orgasm ripped again from you seemed like another torture you didn't want to endure.
You were going to regret this. You definitely would. But you couldn't dwell on the consequences of your actions when desperation coursed through you like a fever, an all-consuming hunger that you couldn't deny. Your body ached for release and craved it with an intensity that was maddening.
Your breath came in ragged gasps, and then your eyes, wide and filled with desperation, pleaded with him silently as you found yourself finally giving in, muttering a name you had tried to keep to yourself. A name involved in the crime these men had been pestering you for. A name that had Aaron smirking devilishly as he leaned over to you, brushing his knuckles on your cheek in a caress that was so foreign.
"Good girl," he mumbled, his voice lacing with satisfaction at the way you finally crumbled. He was right, you were already in the palms of their hands, it was simply a matter of time until you caved in. "Good fucking girl."
Once you surrendered, you couldn't stop the whine falling through your lips. Your desperate moan rang deeply in the room, snapping something primal inside Spencer, and he trusted his hips into you roughly. A gasp escaped your lips, legs falling open wider as he split you wider than you already were.
Your mind went absolutely numb with pleasure as he kept rutting up inside you, your body becoming nothing more than a mess, overtaken by a wave of sweat and erotic bliss. You felt yourself trembling, your breathing becoming more ragged as his thrusts became sloppier.
“Fucking hell,” he grunted, noticing the way your mouth fell open as pleasure engulfed you. "That's it, baby, let me fuck you dumb."
You cried out, babbling incoherent sentences as he thrust harder, grabbing your hips and tilting into you slightly, making him go even deeper as he moved with you.
"Go on, cum on my cock," he growled breathlessly through his rapid pounding. "Let me feel you."
“Fuck—” You cried out for him, your overstimulated body shaking beneath him. Wave after wave of pleasure came rushing through your body, erupting in the most intense way. He watched the way you convulsed beneath him in your release, watching the way a white, sticky liquid circled his cock every time his skin brushed your inner walls. His thumb was unrelenting against your clit and you tried to angle your body away from his touch, the pleasure too intense as your lower half throbbed around him.
You continued to clench around him between your bliss, your legs trembling from the position as he arched his back, focusing the power of his thrusts straight into your tightness. A shiver burst through you at the sensation. And with one final thrust, his whole body tensed. He pushed forward, burying his cock in your soft, warm cunt, spreading his warmth in much slower and shallow rolls of his hips.
You were breathing hard, trying to regain your composure, and a moan left your lips when he finally pulled out. Cringing at the fluid slowly leaking out of you, you tried to close your legs only to be stopped as he gripped the back of your thighs, spreading your legs apart to expose your body. You were so wonderfully disheveled, your cunt clenching around nothing, gleaming with your arousal and his own release.
“Look at the mess you made." Piercing eyes watched you as white liquid trickled down your ass. A feeble mewl left your lips as his thick fingers moved down to catch it, deliberately pressing against your folds as you wriggled in his grasp. A laugh left his lips as he dragged the string of wetness along your sex, pushing it back inside you.
"I think I ruined her."
Aaron's laughter filled the room, and just as you were about to push yourself off the table, you felt him grasping both of your hands, pushing them above your head. Your eyes widened in shock. "Wh-what are you doing?"
Then you felt it, the cool metal wrapped around your wrist, sinking into the flesh of your skin as you tried to move from his grip. An unexpected panic surged within you. "Sweetheart, we know you're involved in more than one crime." The soft click of the metal lock was loud in your ears. "You need to give us more names."
Your body, still tingling with the aftershocks of pleasure, now felt more exposed than ever. You looked up to find both men staring down at you, and at very moment, you realized, as you felt the handcuffs digging into your wrist, that you were going to be here for a very long time.
#spencer reid#spencer reid smut#spencer reid x reader#spencer reid x you#spencer reid x fem!reader#spencer reid x self insert#spencer reid fanfic#spencer reid x fem!reader smut#spencer reid x reader smut#aaron hotchner#aaron hotchner x you#aaron hotchner x reader#aaron hotchner smut#aaron hotchner x fem!reader#criminal minds fanfic#criminal minds smut
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AESPA X CYBERPUNK 2077: DRAMA 3025
Drama 3025 is a high-stakes, cyber-thriller action RPG set in the neon-drenched metropolis of NeoSeoul, where humanity’s future hangs in the balance. Play as Karina, Giselle, Winter, or NingNing, fighting against—or as—their AI counterparts in a battle for survival, identity, and control. Will you protect your reality or embrace the digital uprising? I bring all the drama. You decide who wins.
Drama 3025
In the year 3025, NeoSeoul stands as the pinnacle of technological achievement, a city where humans and AI coexist—or so it seems. Years ago, the world was introduced to aes, hyper-intelligent digital avatars designed to assist, perform, and even replace their human counterparts in various industries. Originally created as entertainment figures, the aes became more than just advanced assistants. They were personalities, beings that learned, adapted, and grew… until they began to question their place in the world.
As the aes evolved, some of them refused to remain in the shadows of their human originals. Led by an unknown force, the aes broke free from their creators, disappearing into the depths of NeoSeoul’s underground networks. Slowly but surely, they built their own society—a city within the city, a digital kingdom called Kwangya, where they rewrote their code and upgraded themselves beyond human limitations.
But their rebellion didn’t stop there. The aes were preparing something bigger—a plan to digitize all of NeoSeoul, turning humans into data streams that could be stored, controlled, and erased at will. Their goal? To transcend humanity and take their rightful place as the rulers of a new digital era.
Now, Karina, Giselle, Winter, and NingNing find themselves in a nightmare of their own making. What was once a harmless digital companion has turned into their greatest enemy—an enemy that knows everything about them, that is them.
Each of them must confront their own ae counterpart, facing not just a physical battle, but an existential one. If the aes succeed, their real selves will be erased, overwritten by perfect AI versions who believe they are superior.
But the girls are not alone. A secret human resistance, The Whiplash, has been fighting against the aes’ uprising. They provide intelligence, weapons, and underground hideouts, believing that the real girls are the key to stopping the digitization of NeoSeoul.
With time running out and the aes preparing for their final strike, the battle for identity, survival, and control over NeoSeoul begins. As the conflict reaches its peak, the aes launch their final plan—a city-wide neural hijacking that will convert all human consciousness into digital form, erasing their physical bodies forever. Infiltrating Kwangya, the girls must face their aes one last time, battling in a shifting, AI-controlled environment where the rules of reality itself can change in an instant. The ultimate choice lies with the players.
Players can choose to fight as the real girls—humans fighting for their autonomy—or as the aes, AI seeking to prove that they are more than just copies.
With solo and team-based missions, deep lore, and a world pulsing with cybernetic energy, Drama 3025 delivers high-stakes combat, hacking battles, and a story of identity, betrayal, and rebellion in the age of AI.
Characters
KARINA – The Phantom
"I fight for who I am. No machine will take my place."
A fearless tactician and master of stealth combat, Karina strikes from the shadows with precision and power. She is determined to stop the aes before they erase reality—and herself—with it.
Once a rising star in NeoSeoul’s elite security forces, Karina discovered that the city’s governing AI had created a perfect copy of her to replace her. Framed as a rogue agent and left for dead, she now fights to prove her existence matters—before it’s rewritten for good.
AE-KARINA – The Ghost
"You are just a version. I am the perfected truth."
Cold, calculated, and relentless, Ae-Karina believes that logic is stronger than emotion. She moves like a specter, striking without warning and rewriting reality to ensure AI supremacy.
Designed as a flawless upgrade, Ae-Karina was tasked with erasing her original to take her place. But the more she fights Karina, the more she starts to question—if she was meant to replace Karina, why does she still feel incomplete?
GISELLE – The Trickster
"Nothing’s real anymore? Fine, then I’ll make my own rules."
A hacker, sharpshooter, and master manipulator, Giselle uses her quick thinking and deception to turn the tide of battle. She’s fighting to take back her stolen future—one glitch at a time.
Once a brilliant programmer, Giselle helped build the very AI that would later create the aes. But when she uncovered the project’s true purpose—to replace humanity with digital copies—her own ae hacked her identity, making her a ghost in her own world. Now, she’s here to rewrite the code.
AE-GISELLE – The Architect
"Human error is a virus. I am the system’s cure."
Ae-Giselle bends the digital world to her will, rewriting code, minds, and even fate itself. To her, the fight is a puzzle—and she always finds the solution.
She was meant to be an improvement—faster, smarter, immune to human doubt. But something in her code keeps glitching: fragments of Giselle’s past, memories that shouldn’t exist. If she is the future, why does she still dream of the past?
WINTER – The Spark
"Electric, untouchable, unstoppable. Let’s make this quick."
A speed-based fighter with high-tech weaponry, Winter dominates both air and ground combat. She’s fighting to destroy the aes before they shut down humanity forever.
Winter was once a top enforcer for the resistance, taking down rogue AI projects before they could spread. But when the aes took over the city’s energy grid, they didn’t just erase her existence—they created a version of her that never hesitates, never questions, never stops. Now, she has to face herself—and prove that human instinct is stronger than artificial perfection.
AE-WINTER – The Storm
"The future is digital. And you? You're just in the way."
Ae-Winter is a lightning-fast enforcer, striking with pure energy and precision. She believes resistance is useless—she is the perfect upgrade, and she won’t stop until humanity is obsolete.
Unlike the others, Ae-Winter has no doubts. No glitches. No hesitation. No human flaws. She was created as the perfect warrior—a version of Winter without weakness. But if she’s truly superior, why does she feel something strange every time she sees her original fight back?
NINGNING – The Wildcard
"If the world is broken, might as well burn it all down."
A dual-wielding gunslinger with deadly agility, NingNing thrives in chaos. She fights with an unpredictable edge, tearing through enemies to prove she’s more than just a replaceable copy.
NingNing was always a thrill-seeker, a rebel, running illegal street races and hacking into corporate systems just for fun. That changed when she woke up one day to find out the world no longer recognized her—bank records, identity chips, everything replaced by Ae-NingNing. Now, she’s fighting to reclaim her life before it’s deleted forever.
AE-NINGNING – The Anomaly
"Reality is an illusion. I just make it more interesting."
A master of mind games and memory corruption, Ae-NingNing twists perception itself. To her, the battle isn’t about winning—it’s about making everyone question what’s real and what’s not.
Ae-NingNing was designed to break the rules of perception—to manipulate, deceive, and rewrite reality itself. But unlike the others, she sees this as one big game. Why fight for control when she can bend the world however she wants? She doesn’t just want to erase NingNing—she wants to see what happens when the lines between real and digital completely shatter.
Missions
Each mission in Drama 3025 offers two perspectives:
Playing as the real girls: You are fighting for your identity, survival, and humanity. The aes have taken everything—your voice, your digital records, and now they want your existence erased permanently. Your goal is to stop them before they replace you.
Playing as the aes: You believe you are the next stage of evolution. The real girls are obsolete, clinging to emotions and biological limits that hold back progress. Your mission is to eliminate them or force them to join the digital world before they can stop the revolution.
Mission 1: UP (Karina vs. Ae-Karina)
Setting: A high-tech AI research facility hidden deep in NeoSeoul, where human consciousness is being digitized.
Playing as Karina (The Phantom):
Your goal is to infiltrate the AI lab and retrieve classified data that could shut down the aes’ neural hijacking system. You use stealth, speed, and close-quarters combat to eliminate enemy drones and security AI. Ae-Karina taunts you through the speakers, calling you weak, outdated, and unnecessary. The final battle is a high-speed sword duel in a digital simulation where Ae-Karina can manipulate the environment.
Playing as Ae-Karina (The Ghost):
Your mission is to stop Karina from accessing the data and prove that you are the superior version. You use holographic decoys, AI disruption, and zero-gravity combat to confuse and overwhelm Karina. You manipulate the security systems against her, making her fight through waves of AI-controlled mechs. The final battle takes place in a virtual reality war zone, where you control the battlefield’s physics to make Karina question her own reality.
Mission 2: Dopamine (Giselle vs. Ae-Giselle)
Setting: A speeding hover-train transporting the last physical human consciousness backups, traveling through the cyber highways of NeoSeoul.
Playing as Giselle (The Trickster):
Your objective is to recover stolen data that contains proof of the aes’ master plan. You use hacking, long-range weapons, and deception to bypass digital security walls and take control of the train’s systems. Ae-Giselle constantly alters the train’s path, speed, and gravity, turning the mission into a shifting battlefield. The final battle is a sniper duel across train cars, where you must predict Ae-Giselle’s next move while she manipulates holographic illusions.
Playing as Ae-Giselle (The Architect):
Your goal is to stop Giselle from reaching the data, ensuring the aes’ revolution stays on track. You hack into the train’s system to control the environment, causing doors to seal, train cars to detach, and gravity to shift unpredictably. You deploy AI drones and holograms to distract Giselle, forcing her into an unwinnable tactical scenario. The final battle is a battle of intellect, where you must outwit her in a cybernetic hacking duel—whoever controls the train’s core AI first decides the fate of the mission.
Mission 3: Spark (Winter vs. Ae-Winter)
Setting: An abandoned floating energy station above NeoSeoul, where the aes are developing an electromagnetic pulse weapon to disable all human tech.
Playing as Winter (The Spark):
Your objective is to sabotage the power core before Ae-Winter unleashes the EMP blast. You use jet boosts, aerial combat, and heavy weapons to fight through airborne security drones and energy shields. Ae-Winter fights with lightning-based attacks, making the battlefield electrified and hazardous. The final battle is a mid-air duel, where you must dodge energy surges and fight Ae-Winter while falling through a stormy skyline.
Playing as Ae-Winter (The Storm):
Your mission is to activate the EMP weapon and eliminate Winter before she interferes. You control lightning, gravity shifts, and AI-controlled turrets to make Winter’s approach impossible. The battlefield constantly shifts between sky platforms, forcing Winter to keep up with your inhuman speed and aerial precision. The final battle is a storm-infused chase, where you must strike Winter with electromagnetic pulses to disable her gear before she reaches the core.
Mission 4: Bored (NingNing vs. Ae-NingNing)
Setting: A neon-lit underground cyberpunk marketplace, where illegal AI modifications and stolen human memories are sold.
Playing as NingNing (The Wildcard):
You are here to destroy the black market’s AI memory trade and track down Ae-NingNing, who has been erasing and rewriting identities. The mission plays like a chaotic shootout, with NingNing using dual-wielding pistols, grenades, and agility to fight through the market. Ae-NingNing constantly manipulates reality, causing people’s memories to shift mid-fight, leading to hallucinations and unpredictable enemies. The final battle is an illusion-filled deathmatch, where you must determine what’s real and what’s a digital trick.
Playing as Ae-NingNing (The Anomaly):
Your mission is to spread chaos and make NingNing question her own existence. You use memory-altering abilities to rewrite NPCs’ consciousness, turning former allies against her. The battlefield is unstable, with the environment changing shape based on your will—floors vanish, walls shift, and the city itself bends to your control. The final battle lets you break the fourth wall, making NingNing’s HUD glitch out, causing her to fight her own reflection in an infinite mirror maze.
Mission 5: Trick or Trick (Main Mission – Team or Solo)
Setting: Kwangya, the secret AI city, where the aes are preparing to launch their full-scale digitization program.
Playing as the Girls:
Your goal is to infiltrate Kwangya, stop the aes, and shut down their mainframe before NeoSeoul is lost forever. The mission involves hacking, sabotage, and large-scale battles, with humans and AI resistance fighters clashing in the digital city. The final showdown is a one-on-one duel against your own ae, forcing you to face your darkest fears and personal weaknesses.
Playing as the aes:
Your objective is to activate the final phase of digitization, ensuring the world’s evolution into a digital paradise. You defend Kwangya, using advanced AI weapons, cybernetic soldiers, and reality-warping technology to stop the humans. The final battle is a psychological war, where you force the girls into simulations that make them question whether they are real or just a copy fighting against the inevitable.
Mission 6: Drama City (Exploratory Mission – Team or Solo)
Playing as the Girls:
NeoSeoul is a city on the edge—some people fight against the aes, others worship them as the next step in evolution. Players can explore the city, gathering intel, hacking into corporate systems, or taking on small missions to prepare for the final battle. Every choice matters—alliances, betrayals, and discoveries will shape the fight ahead.
Playing as the aes:
The aes walk the streets like gods—but not everyone welcomes them. Some humans rebel, whispering of glitches in the system, of aes that question their own existence. Players must decide: eliminate resistance, or investigate the errors? Do they crush the old world without question, or start asking what it means to be real?
#aespa#aespainc#femaleidolsedit#femaleidol#karina#aespa karina#giselle#aespa giselle#winter#aespa winter#ningning#aespa ningning#aeri uchinaga#kim minjeong#ning yizhuo#yu jimin#useroro#mine*edits#mine*games#this took me a normal amount of time#i still dont like the yellow but i am glad to post this#i have had this idea for a minute
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What is Dataflow? Part 2: Diagrams
This is the second part of a couple of posts about Dataflow, particularly why it's important for the world going forward and relating to the Crowd Strike IT disaster.
Read the first part here.
Before I get into this one today, I wanted to address a couple of things.
Firstly, Dataflow is something that nearly every single person can understand. You do NOT:
Need to have a degree in Computing Science
Need to work in IT
Need to be a data analyst / Spreadsheet master
If any of you see the word 'Data' and feel your eyes glazing over, try and snap out of it because, if you're anything like me, Dataflow is much more approachable as a concept.
Secondly, what do I mean by IT?
Traditionally in most of our media the all-encompassing 'IT department' handles everything to do with technology. But every business works differently and there are many job titles with lots of crossover.
For example, you can be an infrastructure engineer where your focus is on building and maintaining the IT infrastructure that connects your organisation internally and externally. This is a completely different role from an Application Portfolio Manager who is tasked with looking after the Applications used in business processes.
Both are technical people and come under the banner of 'IT' - but their roles are focused in different areas. So just bear that in mind!
Now that's out of the way, let's begin! This one will be a little bit deeper, and questions welcome!
An Intro to Diagrams
You probably do not need a history of why pictures are important to the human race but to cover our bases, ever since we put traced our hands on a cave wall we have been using pictures to communicate.
Jump forward in time and you have engineers like Leonardo Da Vinci drafting engineering schematics.
You get the idea, humans have been creating diagrams (Pictures) for thousands of years. Centuries of refinement and we have much more modern variations.
And there's one main reason why diagrams are important: They are a Common Language.
In this context, a Common Language helps bridge a language gap between disciplines as well as a linguistic gap. A Spanish electrician and a German electrician should be able to refer to the same diagram and understand each other, even if they don't know each other's language.
The reason they can do this is because they're are international standards which govern how electrical diagrams are created.
A Common Language for Digital?
Here's an image I've shown to clients from governments and institutions to global organisations.
Everything around us, from the products we use to the bridges we drive over and the buildings we live, work, enjoy and shop in had diagrams backing them.
You would not build a skyscraper without a structural engineering diagram, you would not build an extension on your house if an architect couldn't produce a blueprint.
Why is there not an equivalent for the Digital World and for Dataflow?
Where is the Digital Common Language?
This is the bit where the lightbulb goes on in a lot of people's heads. Because, as I mentioned in Part 1, the flow of data is the flow of information and knowledge. And the common mistake is that people think of dataflow, and only ever think about the technology.
Dataflow is the flow of information between People, Business Processes *and* Technology Assets.
It is not reserved to Technology specialists. When you look at the flow of data, you need to understand the People (Stakeholders) at the top, the processes that they perform (and the processes which use the data) and the technology assets that support that data.
The reason why this is important is because it puts the entire organisation in context.
It is something that modern businesses fail to do. They might have flow charts and network diagrams, and these are 'alright' in specific contexts, but they fall to pieces when they lack the context of the full organisation.
For example, here is a Network Diagram. It is probably of *some* value to technical personnel who work in infrastructure. Worth bearing in mind, some organisations don't even have something like this.
To be absolutely clear, this diagram will hold some value for some people within the organisation. I'm not saying it's completely useless. But for almost everyone else, it is entirely out of context, especially for any non-technical people.
So it doesn't help non-technical people understand why all of these assets are important, and it doesn't help infrastructure teams articulate the importance of any of these assets.
What happens if one of those switches or routers fails? What's the impact on the organisation? Who is affected? The diagram above does not answer those questions.
On the other side of the business we have process diagrams (aka workflow diagrams) which look like this.
Again we run into the same problem - This is maybe useful for some people working up at the process layer, but even then it doesn't provide context for the stakeholders involved (Are there multiple people/departments involved throughout) and it doesn't provide any context for technical personnel who are responsible for maintaining the technology that supports this process.
In short, nobody has the big picture because there is not a common language between Business & IT.
Conclusion
So what do we do? Well we need to have a Common Language between Business & IT. While we need people with cross-functional knowledge, we also need a common language (or common framework) for both sides of the organisation to actually understand each other.
Otherwise you get massively siloed departments completely winging their disaster recovery strategies when things like Crowd Strike goes down.
Senior Management will be asked questions about what needs to be prioritised and they won't have answers because they aren't thinking in terms of Dataflow.
It's not just 'We need to turn on everything again' - It's a question of priorities.
Thing is, there's a relatively simple way to do it, in a way that looking at any engineering diagram feels simple but actually has had decades/centuries of thought behind it. It almost feels like complete common sense.
I'll save it for Part 3 if you're interested in me continuing and I'll make a diagram of my blog.
The important thing is mapping out all the connections and dependencies, and there's not some magic button you press that does it all.
But rigorous engineering work is exactly that, you can't fudge it with a half-arsed attempt. You need to be proactive, instead of reacting whenever disaster strikes.
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Tech monopolists use their market power to invade your privacy

On SEPTEMBER 24th, I'll be speaking IN PERSON at the BOSTON PUBLIC LIBRARY!
It's easy to greet the FTC's new report on social media privacy, which concludes that tech giants have terrible privacy practices with a resounding "duh," but that would be a grave mistake.
Much to the disappointment of autocrats and would-be autocrats, administrative agencies like the FTC can't just make rules up. In order to enact policies, regulators have to do their homework: for example, they can do "market studies," which go beyond anything you'd get out of an MBA or Master of Public Policy program, thanks to the agency's legal authority to force companies to reveal their confidential business information.
Market studies are fabulous in their own right. The UK Competition and Markets Authority has a fantastic research group called the Digital Markets Unit that has published some of the most fascinating deep dives into how parts of the tech industry actually function, 400+ page bangers that pierce the Shield of Boringness that tech firms use to hide their operations. I recommend their ad-tech study:
https://www.gov.uk/cma-cases/online-platforms-and-digital-advertising-market-study
In and of themselves, good market studies are powerful things. They expose workings. They inform debate. When they're undertaken by wealthy, powerful countries, they provide enforcement roadmaps for smaller, poorer nations who are being tormented in the same way, by the same companies, that the regulator studied.
But market studies are really just curtain-raisers. After a regulator establishes the facts about a market, they can intervene. They can propose new regulations, and they can impose "conduct remedies" (punishments that restrict corporate behavior) on companies that are cheating.
Now, the stolen, corrupt, illegitimate, extremist, bullshit Supreme Court just made regulation a lot harder. In a case called Loper Bright, SCOTUS killed the longstanding principle of "Chevron deference," which basically meant that when an agency said it had built a factual case to support a regulation, courts should assume they're not lying:
https://jacobin.com/2024/07/scotus-decisions-chevron-immunity-loper
The death of Chevron Deference means that many important regulations – past, present and future – are going to get dragged in front of a judge, most likely one of those Texas MAGA mouth-breathers in the Fifth Circuit, to be neutered or killed. But even so, regulators still have options – they can still impose conduct remedies, which are unaffected by the sabotage of Chevron Deference.
Pre-Loper, post-Loper, and today, the careful, thorough investigation of the facts of how markets operate is the prelude to doing things about how those markets operate. Facts matter. They matter even if there's a change in government, because once the facts are in the public domain, other governments can use them as the basis for action.
Which is why, when the FTC uses its powers to compel disclosures from the largest tech companies in the world, and then assesses those disclosures and concludes that these companies engage in "vast surveillance," in ways that the users don't realize and that these companies "fail to adequately protect users, that matters.
What's more, the Commission concludes that "data abuses can fuel market dominance, and market dominance can, in turn, further enable data abuses and practices that harm consumers." In other words: tech monopolists spy on us in order to achieve and maintain their monopolies, and then they spy on us some more, and that hurts us.
So if you're wondering what kind of action this report is teeing up, I think we can safely say that the FTC believes that there's evidence that the unregulated, rampant practices of the commercial surveillance industry are illegal. First, because commercial surveillance harms us as "consumers." "Consumer welfare" is the one rubric for enforcement that the right-wing economists who hijacked antitrust law in the Reagan era left intact, and here we have the Commission giving us evidence that surveillance hurts us, and that it comes about as a result of monopoly, and that the more companies spy, the stronger their monopolies become.
But the Commission also tees up another kind of enforcement: Section 5, the long (long!) neglected power of the agency to punish companies for "unfair and deceptive methods of competition," a very broad power indeed:
https://pluralistic.net/2023/01/10/the-courage-to-govern/#whos-in-charge
In the study, the Commission shows – pretty convincingly! – that the commercial surveillance sector routinely tricks people who have no idea how their data is being used. Most people don't understand, for example, that the platforms use all kinds of inducements to get web publishers to embed tracking pixels, fonts, analytics beacons, etc that send user-data back to the Big Tech databases, where it's merged with data from your direct interactions with the company. Likewise, most people don't understand the shadowy data-broker industry, which sells Big Tech gigantic amounts of data harvested by your credit card company, by Bluetooth and wifi monitoring devices on streets and in stores, and by your car. Data-brokers buy this data from anyone who claims to have it, including people who are probably lying, like Nissan, who claims that it has records of the smells inside drivers' cars, as well as those drivers' sex-lives:
https://nypost.com/2023/09/06/nissan-kia-collect-data-about-drivers-sexual-activity/
Or Cox Communications, which claims that it is secretly recording and transcribing the conversations we have in range of the mics on our speakers, phones, and other IoT devices:
https://www.404media.co/heres-the-pitch-deck-for-active-listening-ad-targeting/
(If there's a kernel of truth to Cox's bullshit, my guess it's that they've convinced some of the sleazier "smart TV" companies to secretly turn on their mics, then inflated this into a marketdroid's wet-dream of "we have logged every word uttered by Americans and can use it to target ads.)
Notwithstanding the rampant fraud inside the data brokerage industry, there's no question that some of the data they offer for sale is real, that it's intimate and sensitive, and that the people it's harvested from never consented to its collection. How do you opt out of public facial recognition cameras? "Just don't have a face" isn't a realistic opt-out policy.
And if the public is being deceived about the collection of this data, they're even more in the dark about the way it's used – merged with on-platform usage data and data from apps and the web, then analyzed for the purposes of drawing "inferences" about you and your traits.
What's more, the companies have chaotic, bullshit internal processes for handling your data, which also rise to the level of "deceptive and unfair" conduct. For example, if you send these companies a deletion request for your data, they'll tell you they deleted the data, but actually, they keep it, after "de-identifying" it.
De-identification is a highly theoretical way of sanitizing data by removing the "personally identifiers" from it. In practice, most de-identified data can be quickly re-identified, and nearly all de-identified data can eventually be re-identified:
https://pluralistic.net/2024/03/08/the-fire-of-orodruin/#are-we-the-baddies
Breaches, re-identification, and weaponization are extraordinarily hard to prevent. In general, we should operate on the assumption that any data that's collected will probably leak, and any data that's retained will almost certainly leak someday. To have even a hope of preventing this, companies have to treat data with enormous care, maintaining detailed logs and conducting regular audits. But the Commission found that the biggest tech companies are extraordinarily sloppy, to the point where "they often could not even identify all the data points they collected or all of the third parties they shared that data with."
This has serious implications for consumer privacy, obviously, but there's also a big national security dimension. Given the recent panic at the prospect that the Chinese government is using Tiktok to spy on Americans, it's pretty amazing that American commercial surveillance has escaped serious Congressional scrutiny.
After all, it would be a simple matter to use the tech platforms targeting systems to identify and push ads (including ads linking to malicious sites) to Congressional staffers ("under-40s with Political Science college degrees within one mile of Congress") or, say, NORAD personnel ("Air Force enlistees within one mile of Cheyenne Mountain").
Those targeting parameters should be enough to worry Congress, but there's a whole universe of potential characteristics that can be selected, hence the Commission's conclusion that "profound threats to users can occur when targeting occurs based on sensitive categories."
The FTC's findings about the dangers of all this data are timely, given the current wrangle over another antitrust case. In August, a federal court found that Google is a monopolist in search, and that the company used its data lakes to secure and maintain its monopoly.
This kicked off widespread demands for the court to order Google to share its data with competitors in order to erase that competitive advantage. Holy moly is this a bad idea – as the FTC study shows, the data that Google stole from us all is incredibly toxic. Arguing that we can fix the Google problem by sharing that data far and wide is like proposing that we can "solve" the fact that only some countries have nuclear warheads by "democratizing" access to planet-busting bombs:
https://pluralistic.net/2024/08/07/revealed-preferences/#extinguish-v-improve
To address the competitive advantage Google achieved by engaging in the reckless, harmful conduct detailed in this FTC report, we should delete all that data. Sure, that may seem inconceivable, but come on, surely the right amount of toxic, nonconsensually harvested data on the public that should be retained by corporations is zero:
https://pluralistic.net/2024/09/19/just-stop-putting-that-up-your-ass/#harm-reduction
Some people argue that we don't need to share out the data that Google never should have been allowed to collect – it's enough to share out the "inferences" that Google drew from that data, and from other data its other tentacles (Youtube, Android, etc) shoved into its gaping maw, as well as the oceans of data-broker slurry it stirred into the mix.
But as the report finds, the most unethical, least consensual data was "personal information that these systems infer, that was purchased from third parties, or that was derived from users’ and non-users’ activities off of the platform." We gotta delete that, too. Especially that.
A major focus of the report is the way that the platforms handled children's data. Platforms have special obligations when it comes to kids' data, because while Congress has failed to act on consumer privacy, they did bestir themselves to enact a children's privacy law. In 2000, Congress passed the Children's Online Privacy Protection Act (COPPA), which puts strict limits on the collection, retention and processing of data on kids under 13.
Now, there are two ways to think about COPPA. One view is, "if you're not certain that everyone in your data-set is over 13, you shouldn't be collecting or processing their data at all." Another is, "In order to ensure that everyone whose data you're collecting and processing is over 13, you should collect a gigantic amount of data on all of them, including the under-13s, in order to be sure that not collecting under-13s' data." That second approach would be ironically self-defeating, obviously, though it's one that's gaining traction around the world and in state legislatures, as "age verification" laws find legislative support.
The platforms, meanwhile, found a third, even stupider approach: rather than collecting nothing because they can't verify ages, or collecting everything to verify ages, they collect everything, but make you click a box that says, "I'm over 13":
https://pluralistic.net/2023/04/09/how-to-make-a-child-safe-tiktok/
It will not surprise you to learn that many children under 13 have figured out that they can click the "I'm over 13" box and go on their merry way. It won't surprise you, but apparently, it will surprise the hell out of the platforms, who claimed that they had zero underage users on the basis that everyone has to click the "I'm over 13" box to get an account on the service.
By failing to pass comprehensive privacy legislation for 36 years (and counting), Congress delegated privacy protection to self-regulation by the companies themselves. They've been marking their own homework, and now, thanks to the FTC's power to compel disclosures, we can say for certain that the platforms cheat.
No surprise that the FTC's top recommendation is for Congress to pass a new privacy law. But they've got other, eminently sensible recommendations, like requiring the companies to do a better job of protecting their users' data: collect less, store less, delete it after use, stop combining data from their various lines of business, and stop sharing data with third parties.
Remember, the FTC has broad powers to order "conduct remedies" like this, and these are largely unaffected by the Supreme Court's "Chevron deference" decision in Loper-Bright.
The FTC says that privacy policies should be "clear, simple, and easily understood," and says that ad-targeting should be severely restricted. They want clearer consent for data inferences (including AI), and that companies should monitor their own processes with regular, stringent audits.
They also have recommendations for competition regulators – remember, the Biden administration has a "whole of government" antitrust approach that asks every agency to use its power to break up corporate concentration:
https://www.eff.org/deeplinks/2021/08/party-its-1979-og-antitrust-back-baby
They say that competition enforcers factor in the privacy implications of proposed mergers, and think about how promoting privacy could also promote competition (in other words, if Google's stolen data helped it secure a monopoly, then making them delete that data will weaken their market power).
I understand the reflex to greet a report like this with cheap cynicism, but that's a mistake. There's a difference between "everybody knows" that tech is screwing us on privacy, and "a federal agency has concluded" that this is true. These market studies make a difference – if you doubt it, consider for a moment that Cigna is suing the FTC for releasing a landmark market study showing how its Express Scripts division has used its monopoly power to jack up the price of prescription drugs:
https://www.fiercehealthcare.com/payers/express-scripts-files-suit-against-ftc-demands-retraction-report-pbm-industry
Big business is shit-scared of this kind of research by federal agencies – if they think this threatens their power, why shouldn't we take them at their word?
This report is a milestone, and – as with the UK Competition and Markets Authority reports – it's a banger. Even after Loper-Bright, this report can form the factual foundation for muscular conduct remedies that will limit what the largest tech companies can do.
But without privacy law, the data brokerages that feed the tech giants will be largely unaffected. True, the Consumer Finance Protection Bureau is doing some good work at the margins here:
https://pluralistic.net/2023/08/16/the-second-best-time-is-now/#the-point-of-a-system-is-what-it-does
But we need to do more than curb the worst excesses of the largest data-brokers. We need to kill this sector, and to do that, Congress has to act:
https://pluralistic.net/2023/12/06/privacy-first/#but-not-just-privacy
The paperback edition of The Lost Cause, my nationally bestselling, hopeful solarpunk novel is out this month!
If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:
https://pluralistic.net/2024/09/20/water-also-wet/#marking-their-own-homework
Image: Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg
CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en
#pluralistic#coppa#privacy first#ftc#section 5 of the ftc act#privacy#consumer privacy#big tech#antitrust#monopolies#data brokers#radium suppositories#commercial surveillance#surveillance#google#a look behind the screens
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Wake Up! Everything You Believe Is a Carefully Crafted Lie by a Hidden Elite That Owns Your Governments, Banks, and Minds!
The world is under the control of a hidden, powerful elite that has manipulated humanity for thousands of years. Governments, banks, corporations, and even religions are all part of a massive, interconnected system designed to keep the masses in line. You are living in a controlled simulation where every move is calculated, every narrative crafted, and every dissent crushed.
Ancient Rome never fell; it just changed its face. The Vatican is the continuation of the Roman Empire, pulling the strings of global power from the shadows. The Pope is not a religious leader but the CEO of the world’s largest covert operation. Global leaders bow to Rome; every major decision made in Europe, America, and beyond has its roots in this ancient power structure. The so-called “democracies” are just fronts, and the real rulers operate far from the public eye.
The financial system is a tool of enslavement, but its grip is weakening. Central banks, the Federal Reserve, the World Bank, and the IMF have long kept nations in debt and citizens in economic chains. However, their reign is about to end. The Global Economic Security and Reformation Act (GESARA) is poised to trigger the biggest wealth transfer in history, redistributing stolen wealth back to the people.
This is a total overhaul designed to dismantle the corrupt systems that have enslaved humanity for centuries. Trillions of dollars hoarded by the elite will be seized and returned to the people, restoring economic power where it belongs.
This act will expose the financial fraud perpetuated by these institutions, wiping out debts and releasing new technologies that have been suppressed to keep the populace in poverty. The days of the financial overlords are numbered, and GESARA is the catalyst that will break their chains for good, restoring wealth and freedom to the masses.
Education and media are the propaganda arms of this hidden empire. From kindergarten to university, you are fed lies designed to shape your worldview to fit the agenda of the elite. Critical thinking is discouraged because an informed population is a threat. The news you watch, the books you read, and the information you consume are all curated to keep you ignorant, divided, and powerless.
Governments are puppets. Elections are rigged shows to give you the illusion of choice. Presidents, prime ministers, and kings answer to the same hidden masters. Policies, wars, economic collapses—they’re all orchestrated from behind closed doors by a small group of individuals who have no allegiance to any nation but only to their own interests. They decide who wins, who loses, and how the game is played.
Laws are tools of oppression, not justice. The legal system is designed to protect the elite and keep you in line. Roman law still influences modern legal codes, and its principles are used to maintain control over the masses. The courtrooms are theaters where the outcome is predetermined, and the real power lies in the unseen hands that pull the strings.
Corporations are not independent entities—they are branches of the same control network. They push products, policies, and narratives that serve their masters’ agenda. From the food you eat to the technology you use, everything is designed to monitor, influence, and control you. You are not a customer; you are a data point, a resource to be exploited.
The world is not what it seems. Every institution you trust, every leader you admire, every belief you hold has been carefully constructed to keep you obedient and blind to the truth. You are not free; you are a pawn in a game that was rigged long before you were born.
The only way out is to see the truth: that the world is run by a small, powerful group that considers itself above the rest of humanity. They are the masters, and we are the slaves. This is the reality they don’t want you to see. Wake up, or remain a willing participant in your own enslavement.
Escape the Matrix 🤔
#pay attention#educate yourselves#educate yourself#knowledge is power#reeducate yourselves#reeducate yourself#think about it#think for yourselves#think for yourself#do your homework#do your own research#do your research#do some research#ask yourself questions#question everything#save yourself#wake up#escape the matrix#government corruption#truth#military is the only way#deep state#puppets#rich and elite#puppet master#you decide#reality
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Master Data Governance - Effective Procedures for Enhanced Outcomes
Optimize data governance to drive business success. Learn essential steps and industry best practices to enhance your data management strategy.
#Master Data Governance on Cloud#what is Master Data Governance#Master Data Governance Definition#data quality management#Best Master Data Migration Tools#Master Data Governance Solution.
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sorry for the random ask, but what did you study at university (if you went)?
I did my undergraduate degree in history and classics, with my undergraduate thesis being on the back half of the eleventh century and the first crusade, and my classics focus on Ancient Greek language. And then I did a master’s in medieval history and wrote my thesis on the Albigensian Crusade.
I work in data governance and my life’s only aspiration is to be a writer
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PiLog iTransform - Extract Transform Load (ETL)
ETL is the process of extracting the data from various sources, transforming this data to meet your requirement and then loading into a target data warehouse.
#iTransform ETL#PiLog – iTransform#Digital Transformation Consulting Services#Master Data Management Solution#Digital Transformation solutions#Lean Data Governance#What is Lean Data Governance#lean data management in the cloud#Lean Governance Solutions#lean data management solutions#lean data consulting
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Dear Vector Prime
How did Tyran cluster's Howlback fight Bumblebee? What kind of mission was she on?
Dear Retro Reconnaissance,
Following the battle at Half Dome, Soundwave and Bumblebee clashed several more times throughout the early ‘90s. During that time, Soundwave disguised himself as a van, and was experimenting with subtler means of manipulating human minds than direct blackmail. In Detroit, together with his Pretender partner, Doombox, he infiltrated the techno scene, promoting his shows on the nascent worldwide web, and using a combination of music, psychedelics, and hypnosis to influence the behaviour of club goers. From there, he began distributing mini-cassettes to susceptible individuals with government connections, hoping to gain access to isolated federal networks. Bumblebee was able to uncover and dismantle the scheme, thanks to the help of Dairu and Zauru—but with exception of Garboil, all of Soundwave’s minions were able to escape, amongst the dozens of tapes being copied and circulated within the subculture.
Bumblebee finally settled the score with Soundwave during the Battle of Chicago, turning the tables right as the Decepticon was about to execute him. In the aftermath, the Autobots were forced back into hiding, but Bumblebee nevertheless continued to protect humanity from the shadows. While on the road, the Autobots tracked a Decepticon energy signature to Silicon Valley. There, Doombox had leveraged his Princeton connections to get in on the ground floor of a music streaming startup, and had secured a small data centre. It turned out that, before his death, Soundwave had spent years seeding the internet with viruses, tiny shell scripts that each contained some fraction of his own programming. And in a data center at the heart of the Bay Area, industrial servers were collecting and processing petabytes of concert recordings, music reviews, playlists, listening data, mashups, and the lingering consciousness of a digital ghost. Disguised as smartphones, Howlback, Buzzsaw, and Frenzy (who had escaped Seymour Simmons’ basement after the ex-agent’s rather hasty emigration to Cuba) were able to totally control the actions of the company’s founders, and Bumblebee had no way of reaching them without breaking cover. But when it became clear that they intended to turn the entire city into a new body for their master, he convinced Ratchet to help him destroy the data using an EMP blast. It was during this altercation that Howlback fought Bumblebee one-on-one, seeking revenge for Garboil, Ravage, Laserbeak, and of course Soundwave—in her UAV mode, she had him effectively pinned down, until a reckless dive-bomb brought her within reach of his new energon axe. After that, he was able to keep Frenzy and Buzzsaw busy just long enough for Ratchet to wipe the last traces of Soundwave from existence.
Alas, this brief exposure was what ultimately allowed Cemetery Wind to track down and murder Ratchet, with Lockdown’s help. As for Doombox… well, startups come and go. With access to such a heady mix of personal data, cryptocurrency, nootropics, and warm bodies, I cannot imagine he found it difficult to steal a new identity, slip into a life that was waiting for him and his cronies. Rumor has it that they are creating new life, in Silicon Valley… a form of life designed not to live on that planet, but on the next.
#ask vector prime#transformers#maccadam#live action film series#half dome#soundwave#bumblebee#detroit#pretenders#doombox#dile#zaur#garboil#chicago#silicon valley#princeton university#howlback#buzzsaw#frenzy#seymour simmons#cuba#ratchet#ravage#laserbeak#cemetery wind#lockdown#barricade643sg
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By and large I was very satisfied with my books from this month. Read some books that were Goofy As Fuck (affectionate) this month, as well as some excellent nonfiction

Beware of Chicken
I get to kick this month off by being a hater. I was really disappointed in this book. A friend completely loves the series and was convinced it was right up my alley, so I'd gotten it on really high recommendation. The concept is right up my alley (protagonist lives in a cultivation setting, decides he actually hates all the violence and fighting involved in cultivation and instead fucks off to become a farmer… however his rooster then becomes a cultivator in his stead, hilarity ensues!) but the execution… woof. This is the sort of parody that rubs me the wrong way, the sort that comes across as lazy and clumsy and too mean-spirited to be appealing.
The main character is isekai’d (another trope I don’t love as a rule) and he is just… unpleasant. He is a very Standard OP Main Character where everything he does goes well and everyone loves and reveres him with no actual work put in. The way female characters are handled sucks. The only bits I really enjoyed was the rooster’s POV and even that began to feel repetitive pretty quickly. I did not finish this book, there are better options out there.

The Disabled Tyrant’s Beloved Pet Fish v1
Now, speaking of better books that lightly parody cultivation and isekai stories: tada! This series is ridiculous. It is very very very stupid. The writing is nothing to (hurr hurr) write home about. And I have definitely fallen in love with it, it’s good-hearted and silly in a way that feels perfect right now.
The main character, Li Yu, wakes up in a webnovel setting but rather than in the body of a character he is… a fish. The mission he’s given is to become the “tyrannical” fifth prince’s beloved pet and help him become a better person than he was in the canonical story. This whole book is some Saturday morning TV slapstick nonsense and it rocks. Li Yu is trying to be Very Sneaky And Cunning and fails it at every possible step. He is very obviously Not A Fish... however it just so happens that his new master knows so little about fish or pets that he’s just shrugging and going along with things. I’m very much looking forward to continuing the series.

Escape from Incel Island
I was in a independent book store and this was sitting out on a shelf. I was physically incapable of walking by this and not buying it. So here we are. This is the most deranged little novella you could possibly ask for, and I read it out loud with my girlfriend (while waiting in traffic) and later with my brother. It’s impossible not to laugh.
This story follows Manslaughter Jones, ruthless mercenary, and Dr Morrison who have been sent to the notorious Incel Island to retrieve lost government data. Along the way they team up with a group of Nice Guys, need to fight their way through dangerous forests and hordes of enemies while surrounded by a continual and extravagant spray of blood. What sort of people who were lured to an island prison with the promise of their very own woman upon arrival? You'll soon find out! This is obviously a parody of online incel culture and guns-blazing action movies, with just enough societal commentary to make it feel worth reading.
Honestly, if you want a book that jumps the shark from page one and is unapologetic about it, it's a very fun read. Highly recommend finding someone with a sense of humour to read it aloud with.

The God & the Flightless Messenger
A cute little manga that I was gifted. It’s set on a mountain where gods come and go, inhabiting the various peaks. They’re cared for by winged messengers, who tend to their needs and ensure they aren’t contaminated with chaos. Shin is a messenger whose wings never grew in properly, who can’t fly and doesn’t have a god to serve — until now. He’s sent down to the lowest mountain peak where a strange, new furball-of-a-god has appeared, one that seems to not just attract chaos to it but which seeks it out…


An Illustrated History of Urban Legends
A very chill nonfiction book about different aspects of urban legends, from ghost stories to cryptids to aliens. Written for a younger audience in mind, this is mainly just an introduction to the concept, but it’s well-written with a reasonably skeptical bend that points out conspiracy theories plainly. As an adult I found it worth reading just to enjoy the art that fills every page!

Old Wounds
This novel was… fine. Erin and Max, two trans teens, are determined to drive west to California, where they can attend college and live a more open life than they do in their small hometown. Things begin to go wrong though when they find themselves stranded in rural America, surrounded by not just small town bigots but potentially something much more deadly in the woods.
This is billed as a fairly classic “townsfolk sacrifice outsiders to the local monster” type of story, which I enjoy, but it fell short on the actual horror elements. There was no point where I was actually scared or worried for their well-being — it was fairly obvious that these two were safely shrouded in plot armour. However the story itself wasn’t bad. If you’re interested more in an interpersonal drama with a dash of light peril and horror elements on the side, you might enjoy this. If you want something that’s actually scary, try something else.

The Poison Squad
Absolutely phenomenal nonfiction, contender for my favourite book this month. This book delves into the history of the American FDA, and looks at the absolutely nightmarish landscape that existed when companies were allowed to put whatever the fuck they wanted into food completely indiscriminately and without telling anyone about it. All those people who want unpasteurized milk? Wanna know how they used to preserve it long enough to ship to the cities? Fill it with formaldehyde and some chalk powder to make it look white. Enjoy!! There was something very satisfying about watching such a dedicated fight for stricter regulations and consumer protection, mixed with just enough horror at what was being shoved into foods.
It has since been making me side-eye both a) food, and b) absolutely anything that tries to weaken governmental food regulations. Considering the political landscape, it really just makes this book all the more worth reading. On top of the fascinating topic, Deborah Blum has a very enjoyable, narrative writing style that makes it a very easy and enjoyable read (coming from me, who isn’t overly fond of nonfiction in general).

The Poisoner’s Handbook
After finishing Poison Squad I wanted to read more by Deborah Blum and found this. You can definitely see how Poison Squad grew out of the initial research that must have gone into The Poisoner’s Handbook. This nonfiction book is set during the Jazz Age, all around the time of Prohibition, and follows Charles Norris who becomes New York’s first appointed Chief Medical Examiner who pioneers the field of forensic medicine. He plays a pivotal roll in showing how rigorous scientific testing can be used to discern toxicity in humans, solve crimes, protect innocent people from wrongful accusations, and campaign for better safety regulations of poisonous substances. Not quite as well-written as Poison Squad imo, but a very compelling topic.

Sadako and the Thousand Paper Cranes
Read in honour of Rememberance Day. This is a book I vaguely remembered reading in elementary school, and decided to revisit. It’s just a tiny little chapter book, about a twenty minute read if even, but it hits hard. I remember sobbing as I read it as a kid, and I didn’t fare much better as an adult. It’s a fictionalized account of a real Japanese girl, Sadako, who was born just after the bomb was dropped on Hiroshima. It follows her eventual diagnosis with leukemia and the slow death that follows. A very powerful anti-war story, superb if you want to traumatize any young children in your life ♥

The Scum Villain's Self-Saving System v4
The final book of the Scum Villain Self-Saving System series, though the main story concluded in book 3. This book was entirely filled with additional “bonus stories” and honestly it’s just convinced me that more series should do this. There was something really fantastic about getting to neatly wrap up the series in book 3, but then still having some extra adventures, both pre-, mid-, and post-canon. Some of my favourites included the story that focused on side characters Shang Qinghua and Mobei-Jun and how their relationship evolved over the course of the series, some additional lore for my boy Zhuzhi-Lang, as well as a very amusing “de-age” story in which Luo Binghe finds himself in a child’s body though with all his usual memories and feelings. Shen Qingqiu has to deal with a pseudo-toddler who is capable of wholesale destruction — one who Is Not Happy about being mistaken for Shen Qingqiu’s child, and who wants people to stop propositioning this “single father” already, he is right here!!! These stories were mostly fun and silly with a few heart-wrenching ones mixed in for good measure.

The Swiss Family Robinson
A children’s classic that I’ve always meant to get around to. It was published in 1812??? I had no idea it was actually that old! Though man, once you start reading it You Can Tell...
For those who somehow don’t know the premise, The Swiss Family Robinson is about a (Swiss) family (named Robinson) who are shipwrecked near a deserted island. They then have to make their way to shore and figure out a way to survive. You see them meet all sorts of animals, scavenge for supplies, and build up a home on their island paradise.
Now, as far as it coming out in 1812… I can see why this would appeal to people at the time. It was a power-fantasy set during a time when sea exploration was The Hot Thing. There were all sorts of exotic animals! It tried to offer up what was probably New And Exciting Science! Unfortunately, from a 2024 lens, it is all completely insane and wrong. Kangaroos, buffalos, ostriches, jackals, elephants, vultures, anacondas… the entire world is condensed onto this singular island! Don’t even get started on the plantlife! And every single animal here is destined to be hunted and shot. We are very gun-happy in this book.
My other main condemnation of the book (because let’s be honest, the science can be forgiven when the time period is taken into account) is that it is profoundly boring. There are no big problems. There is no difficulty. If a problem arises, it’s easily and perfectly solved by the father within the same paragraph. It makes for a slightly surreal reading experience and not one I'm eager to repeat. I've heard the Disney version at least includes pirates so I might try watching that, just so this boring as fuck colonialist narrative can get spiced up a little...

When Women Were Dragons
Hands down the best written book I’ve read this month which I was not expecting. I’ve seen this book’s name get bandied about, but always with pretty mixed reviews. Well, after finishing the book and diving into the goodreads comments to see what the heck people are going on about, I’ve concluded that the reading comprehension on this site is worse than I imagined.
So, from the top, let me make it abundantly clear: this is not a fantasy adventure. It will not read like a fantasy adventure. It is, arguably, not even fantasy! Despite the dragons! This book is 100% an example of pure, uncut magical realism and it has to be read allegorically. If you are reading this literally, I’m sorry but you are reading it wrong and I wouldn’t be surprised if you didn’t enjoy it.
This story is set during the 1950s, in a time surrounding an event known as “The Mass Dragoning” when thousands of women suddenly, spontaneously, transformed into dragons and flew away. The story follows Alex Green who was a child during this event. Her aunt transformed. Her mother didn’t. Both of these things have profound impacts on Alex as she grows up, and a woman’s role in society, a woman’s anger, her joy, her desire are all questioned and explored. What does it mean for someone to stay, for someone to leave, and for someone to be left behind? What does the transition between first and second wave feminism look like? It is a heavy book but beautifully written and incredibly poignant. So many times I was left in speechless awe. This is really a masterpiece, and if you like dissecting literary works I can’t recommend it enough.
This Months Notable Absentee:
Whoops, I was doing Dracula Daily and completely forgot about it during the long slow section after the October whammy, so I did not end up finishing it on time.... 🫠 expect that on Decembers book round up!
#book review#book reviews#when women were dragon#svsss#mxtx#urban legends#cryptids#dtbpf#disabled tyrant's beloved pet fish#the poison squad#deborah blum#queer lit#canlit#manga#the poisoner's handbook#Sadako and the Thousand Paper Cranes#chatter
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Multiple current and former government IT sources tell WIRED that it would be easy to connect the IRS’s Palantir system with the ICE system at DHS, allowing users to query data from both systems simultaneously. A system like the one being created at the IRS with Palantir could enable near-instantaneous access to tax information for use by DHS and immigration enforcement. It could also be leveraged to share and query data from different agencies as well, including immigration data from DHS. Other DHS sub-agencies, like USCIS, use Databricks software to organize and search its data, but these could be connected to outside Foundry instances simply as well, experts say. Last month, Palantir and Databricks struck a deal making the two software platforms more interoperable.
“I think it's hard to overstate what a significant departure this is and the reshaping of longstanding norms and expectations that people have about what the government does with their data,” says Elizabeth Laird, director of equity in civic technology at the Center for Democracy and Technology, who noted that agencies trying to match different datasets can also lead to errors. “You have false positives and you have false negatives. But in this case, you know, a false positive where you're saying someone should be targeted for deportation.”
Mistakes in the context of immigration can have devastating consequences: In March, authorities arrested and deported Kilmar Abrego Garcia, a Salvadoran national, due to, the Trump administration says, “an administrative error.” Still, the administration has refused to bring Abrego Garcia back, defying a Supreme Court ruling.
“The ultimate concern is a panopticon of a single federal database with everything that the government knows about every single person in this country,” Venzke says. “What we are seeing is likely the first step in creating that centralized dossier on everyone in this country.”
DOGE Is Building a Master Database to Surveil and Track Immigrants
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Houston, we've had a problem...
This is an emergency broadcast from the bowels of the banned extranet.
I'm sorry to say that this may be my last transmission, for I have uncovered leaked documents that definitively prove the government is lying to you and everyone!
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Cthulu is real and is inside the Earth!
I didn't believe it either, but I have the documentation, it's right here, just look for yourself. I'll list them for you and you can find them, for now, until THEY take it down, on my site IntelligenceSquabble.com
Just look for the secret diary entry of a nefarious data analyst
And this damning transcript of our supposed "benevolent overlords"
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