#data cleanup

[northwestdatabase2]

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Discover the power of data transformation services and propel your business to new heights. Unleash the full potential of your data today! DataTransformation Services (DTS) refer to a set of processes and tools used to manipulate, convert, and transfer data from one format, structure, or system to another.

[best-tv-theme-song]

I just submitted a series of unfortunate events but I realized that I spelled it completely wrong as I was pressing the submit button. Oops!

Lol don't worry about it! I did know what you meant (didn't think you were submitting a show called "A seroes pf unfortunate events" lol)

[ashwinvora]

CRM that's full-on with duplicate and aged contacts, along with messy data, can be a drag for businesses, wasting hours, skewing reports, and ruining marketing efforts. aMarketForce has brought its master magic wand for cleanup: Expert services for CRM Data Cleanup take that chaos and streamline it. Are you ready to see the difference?

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It's a snip-and-save process: the rubbish and save the gold: no doubled leads, wrong emails, or sloppy fields. You'll have sharper insights, faster sales cycles, and marketing that sticks. Should you optimize, we'll help you segment and strategize smarter.

Real Change, No Hype

Client productivity skyrockets, and ROI increases without downtime! Tailored to your needs, aMarketForce ensures that your CRM remains clean and efficient in the long run.

[bob3160]

The App You Forgot You Had

[reasonsforhope]

When self-described “ocean custodian” Boyan Slat took the stage at TED 2025 in Vancouver this week, he showed viewers a reality many of us are already heartbreakingly familiar with: There is a lot of trash in the ocean.

“If we allow current trends to continue, the amount of plastic that’s entering the ocean is actually set to double by 2060,” Slat said in his TED Talk, which will be published online at a later date. 

Plus, once plastic is in the ocean, it accumulates in “giant circular currents” called gyres, which Slat said operate a lot like the drain of the bathtub, meaning that plastic can enter these currents but cannot leave.

That’s how we get enormous build-ups like the Great Pacific Garbage Patch, a giant collection of plastic pollution in the ocean that is roughly twice the size of Texas.

As the founder and CEO of The Ocean Cleanup, Slat’s goal is to return our oceans to their original, clean state before 2040. To accomplish this, two things must be done.

First: Stop more plastic from entering the ocean. Second: Clean up the “legacy” pollution that is already out there and doesn’t go away by itself.

And Slat is well on his way.

Pictured: Kingston Harbour in Jamaica. Photo courtesy of The Ocean Cleanup Project

When Slat’s first TEDx Talk went viral in 2012, he was able to organize research teams to create the first-ever map of the Great Pacific Garbage Patch. From there, they created a technology to collect plastic from the most garbage-heavy areas in the ocean.

“We imagined a very long, u-shaped barrier … that would be pushed by wind and waves,” Slat explained in his Talk. 

This barrier would act as a funnel to collect garbage and be emptied out for recycling. 

But there was a problem.

“We took it out in the ocean, and deployed it, and it didn’t collect plastic,” Slat said, “which is a pretty important requirement for an ocean cleanup system.”

Soon after, this first system broke into two. But a few days later, his team was already back to the drawing board. 

From here, they added vessels that would tow the system forward, allowing it to sweep a larger area and move more methodically through the water. Mesh attached to the barrier would gather plastic and guide it to a retention area, where it would be extracted and loaded onto a ship for sorting, processing, and recycling. 

It worked. 

“For 60 years, humanity had been putting plastic into the ocean, but from that day onwards, we were also taking it back out again,” Slat said, with a video of the technology in action playing on screen behind him.

To applause, he said: “It’s the most beautiful thing I’ve ever seen, honestly.”

Over the years, Ocean Cleanup has scaled up this cleanup barrier, now measuring almost 2.5 kilometers — or about 1.5 miles — in length. And it cleans up an area of the ocean the size of a football field every five seconds.

Pictured: The Ocean Cleanup's System 002 deployed in the Great Pacific Garbage Patch. Photo courtesy of The Ocean Cleanup

The system is designed to be safe for marine life, and once plastic is brought to land, it is recycled into new products, like sunglasses, accessories for electric vehicles, and even Coldplay’s latest vinyl record, according to Slat. 

These products fund the continuation of the cleanup. The next step of the project is to use drones to target areas of the ocean that have the highest plastic concentration. 

In September 2024, Ocean Cleanup predicted the Patch would be cleaned up within 10 years. 

However, on April 8, Slat estimated “that this fleet of systems can clean up the Great Pacific Garbage Patch in as little as five years’ time.”

With ongoing support from MCS, a Netherlands-based Nokia company, Ocean Cleanup can quickly scale its reliable, real-time data and video communication to best target the problem. 

It’s the largest ocean cleanup in history.

But what about the plastic pollution coming into the ocean through rivers across the world? Ocean Cleanup is working on that, too. 

To study plastic pollution in other waterways, Ocean Cleanup attached AI cameras to bridges, measuring the flow of trash in dozens of rivers around the world, creating the first global model to predict where plastic is entering oceans.

“We discovered: Just 1% of the world’s rivers are responsible for about 80% of the plastic entering our oceans,” Slat said.

His team found that coastal cities in middle-income countries were primarily responsible, as people living in these areas have enough wealth to buy things packaged in plastic, but governments can’t afford robust waste management infrastructure. 

Ocean Cleanup now tackles those 1% of rivers to capture the plastic before it reaches oceans.

Pictured: Interceptor 007 in Los Angeles. Photo courtesy of The Ocean Cleanup

“It’s not a replacement for the slow but important work that’s being done to fix a broken system upstream,” Slat said. “But we believe that tackling this 1% of rivers provides us with the only way to rapidly close the gap.”

To clean up plastic waste in rivers, Ocean Cleanup has implemented technology called “interceptors,” which include solar-powered trash collectors and mobile systems in eight countries worldwide.

In Guatemala, an interceptor captured 1.4 million kilograms (or over 3 million pounds) of trash in under two hours. Now, this kind of collection happens up to three times a week.

“All of that would have ended up in the sea,” Slat said.

Now, interceptors are being brought to 30 cities around the world, targeting waterways that bring the most trash into our oceans. GPS trackers also mimic the flow of the plastic to help strategically deploy the systems for the most impact.

“We can already stop up to one-third of all the plastic entering our oceans once these are deployed,” Slat said.

And as soon as he finished his Talk on the TED stage, Slat was told that TED’s Audacious Project would be funding the deployment of Ocean Cleanup’s efforts in those 30 cities as part of the organization’s next cohort of grantees. 

While it is unclear how much support Ocean Cleanup will receive from the Audacious Project, Head of TED Chris Anderson told Slat: “We’re inspired. We’re determined in this community to raise the money you need to make that 30-city project happen.”

And Slat himself is determined to clean the oceans for good.

“For humanity to thrive, we need to be optimistic about the future,” Slat said, closing out his Talk.

“Once the oceans are clean again, it can be this example of how, through hard work and ingenuity, we can solve the big problems of our time.”

-via GoodGoodGood, April 9, 2025

[filehulk]

PrivaZer Download - Clean Junk Files & Protect Privacy

PrivaZer is a free tool with an optional premium version that acts as a privacy protector, registry cleaner, and junk file remover for your PC. It helps users safeguard sensitive data by eliminating unwanted traces left behind during regular computer use. PrivaZer goes beyond typical cleaning; it can securely erase data, making it nearly impossible to recover. This feature is especially…

[techdirectarchive]

Analyse Disks with Treesize: Defragment and Shrink VMware Workstation VM Disks

In this article, we will discuss how to “Analyse Disk with Treesize: Defragment and Shrink VMware Workstation VM Disks”. If you’re looking to improve VM performance, defragmenting is the way to go. If you are trying to free up disk space on the host, compacting (shrinking) or disk clean up will be appropriate. Please see how to Map and disconnect Virtual Disk in VMware Workstation, and how to…

[matchdatapro]

Data Cleanup Software | Matchdatapro.com

Discover the best data cleansing tools, techniques, and services for efficient data cleanup. Explore Experian, IBM, and Google data cleaning solutions.

[arlathen]

me complaining about work for a moment

we switched to a new database last month and a lot of people are struggling with it. i found a way to do a thing we used to be able to do in the new system and honestly usually i just tell my work friends when I figure something out but my manager specifically requested that i share things with the whole group at team meetings if they'll be useful and one of my coworkers specifically said please share this thing in a team meeting and I message my manager and was like kristin said I should share this thing in a team meeting and my manager talked with all the other managers and they all agreed that i should share this thing in a team meeting and then this bitch that i have hated from day 1 who has a hand on a lot of training so im forced to interact with her chats and interrogates me for an hour about this incredibly trivial thing I figured out to do and tells me i can't share it because she thinks people should use a different method of doing it that takes like ten times as long and im like. yeah sure what the fuck ever. like i like this team and my job is fine? this singlehandedly reaffirmed my desire to seek a promotion elsewhere.

[northwestdatabase2]

Effortless Data Cleanup Solutions | Northwest Database Services

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[houseofaegon]

Don't Let Go ✩ Bob Reynolds

Pairings: Bob Reynolds x Thunderbolt!Reader

Warnings: +18 SMUT MINORS DNI. rough sex, emotional sex, public sex, mental health themes (trauma, guilt, PTSD), depictions of breakdowns, emotional, angst, praise kink, possessiveness, aftermath of violence, unprotected p in v, guilt, self-loathing, established trauma bond.

Summary: The mission was supposed to be clean. Routine. But nothing is simple when the Sentry is involved, when Bob loses control, and the Void takes over. And when he does, you're the only one who can pull him back.

Word Count: 4658

Author's Note: don't even ask me if I'm okay cause the answer is no. I'm destroyed. completely destroyed and emotionally wrecked. i am ruined. bob reynolds ruins me. if you finished this and also felt like your heart's been pulled out and kissed back to life, welcome to the club. my inbox is open if you want to send me your therapy bill—just know I’m probably gonna have to come with you cause what the fuck. i love you bobby you're everything to me!!! if you want to be added to my taglist just comment below!! <333 feel free to cry with me in the comments and scream in the reblogs. i need to go outside and touch some grass, reconnect with nature and breathe cause my heart is destroyed after this one. i literally can't stop writing for bob what the hell!! bucky is jealous cause bob's taking up space in my mind that used to belong to bucky. lewis pullman you babygirlllllllllllll

masterlist.

    ⊹             ⊹            ⊹             ⊹            ⊹          ⊹             ⊹             ⊹

The mission was supposed to be simple. In and out. Detain the targets, secure the entire facility, and minimize civilian casualties. Standard Thunderbolts cleanup. You'd done this dance before—storm in, assert dominance, extract data and bodies. Easy.

But you knew the moment Bucky said, "Bob's on this one," everything in your chest went cold.

The tower was quiet, too quiet, until it wasn't. Until the entire place was filled with hurried footsteps, shouts bouncing off the walls, and orders being thrown like grenades, gear bags being slammed open, weapons loaded with sharp clicks, and comms lighting up with rapid-fire intel. The whole floor shifted into emergency mode.

You'd barely finished gearing up when Yelena grabbed your arm and dragged you toward the elevator, her expression tight, mouth set in that grim, no-bullshit line that only ever meant bad news.

"Valentina wants all of us on-site," she muttered, pressing the call button with enough force to crack the panel. "Right now. Facility breach. Something about biotech. Hostages."

"Since when do we scramble before briefing?" you asked, yanking the zipper of your new tactical suit closed, holster strap still half-loose dangling on your hip. "Do we even have a plan?"

Yelena didn't answer. She didn't have to.

When the elevator doors opened, Bucky was already inside, pacing back and forth. His jaw clenched, comms piece buzzing with chatter. He looked up when he saw you—but he didn’t smile. Didn’t nod.

Jeez, so much for a good morning.

"Let me guess," you said, stepping into the elevator next to him. "Valentina's stunt?"

"She pulled Bob in last minute," Bucky said, his voice laced with frustration. "Didn't even care to fucking tell me. I found out when I saw his name on the team feed. Walker's there with him, Ava too."

"Are you fucking kidding me?" you froze. "She put him first? With Walker?"

“She wants to see if he's still 'field-capable.'" Bucky's voice dripped sarcasm. "Her exact words. She thinks this is some kind of game. Like we're testing out a new drone, not a man who nearly blacked out half of a city six months ago."

“Is she out of her fucking mind?” you hissed. “Bob’s not—he’s not ready. He shouldn't be anywhere near this.”

“No shit,” Yelena muttered from the other side, crossing her arms. “And we’re the ones who’ll have to clean up if he loses it again.”

You exhaled slowly, trying to damp down the rolling anger in your chest. Not at Bob—of course not, this wasn't his fault. You were mad at Valentina and her fucking need to push him to the edge. "Great," you muttered, rubbing your face with a hand. "Let's all just hold hands and pray he doesn't crack."

The VTOL sliced through the clouds like a blade, engines humming low and tense. Rain battered the sides in sharp bursts.

You sat strapped between Yelena and Alexei, your harness tight across your chest, heart beating even tighter beneath it. Across from you, Bucky was locked in, jaw clenched, staring out the side window with a look that could shatter the glass any moment. When he finally looked away from the window, he fixed his gaze directly on you.

"I need you to be ready," he said, voice low and rasped. "In case Void—" He paused, breathing raggedly. "In case Bob snaps."

You blinked. "Bucky—"

"If it happens," he cut you off, "if he breaks... don't wait for an order. Do not hesitate. You hit him with everything you've got."

Your mouth opened, but no words came out.

Because you hesitated.

Not because you didn't understand the danger. Not because you didn't know what Bob was capable of when the Void took hold. You'd seen it. Firsthand. The devastation. The aftermath. The look in his eyes—those dark, endless eyes—when he realized what he’d done.

But you'd also seen something else. You'd also seen the other side of him. The guilt

You'd been there the last time. When the Void clawed its way up his throat like poison, he dropped to his knees, shaking, burning with power, guilt, and fear. You were the only one who could get through to him. The only one who could touch him without him recoiling like he might shatter.

You'd whispered his name and watched his fist unclench slowly. You'd put your hand on his chest and feel his heartbeat slow. You'd seen how the black storm slowly evaporated, leaving a broken man sobbing against your chest.

That night was the worst for Bob.

You remember it vividly—his body trembling against yours, eyes wide and hollow after the Void had finally disappeared. He hadn't said a word. Just sank to the ground, hands fisting in his hair, like he was trying to hold his skull together.

You’d dropped down beside him, pulled him close, felt the heat radiating off his skin like a fever breaking. And when he finally clung to you—arms wrapped around your waist, face buried in your shoulder—it wasn’t just desperation. It was terror. Like if he let go, he’d fall into some pit that never ended.

He cried.

God, he cried so hard.

And you didn’t say anything. You didn’t try to soothe it away. You just held him. Let him shake. Let him break.

That night, you stayed with him.

He pulled you into bed like he didn’t even realize he was doing it—just moved toward your body like it was instinct, like your presence was the only thing keeping him tethered to the world. His fingers curled in your shirt, his face buried in your chest, breath hiccuping between exhausted sobs.

You thought he’d fall asleep eventually.

He didn’t. Not right away.

He kept whispering, voice barely audible: “Don’t leave. Please. Just… don’t leave.”

And how could you?

You didn’t.

So you stayed.

And when he finally passed out—curled around you like a second skin, little soft snores slipping past parted lips—you just watched him. His face was peaceful for once. Almost boyish. His lashes fluttered when he dreamed, but he didn’t cry out. Not with you there.

You tried to slip out once.

Just to stretch. To breathe. But the second your body shifted away, his arms tightened like a vice, dragging you back in, even in his sleep. Like his subconscious couldn’t bear the thought of you disappearing.

From that night on, it became… a thing.

Every time he had a nightmare. Every time the Void started to whisper again. Every time he needed quiet but didn’t know how to ask for it—he came to you.

He never knocked loud. Just a soft tap on your door, barely audible. You’d open it to find him standing there, shoulders hunched, hair messy, eyes big and guilty and so shy. Like he hated himself for needing you but couldn’t help it.

“Can I…?” he’d start to ask, voice barely above a whisper.

And you’d always let him in.

Always.

God, you loved it. Loved being the one person he came to. The one place he felt safe. The way he melted into you the second the door shut. The way he’d sleep tangled in your arms, legs hooked with yours like he needed as many points of contact as possible to stay grounded.

You never told anyone.

You never wanted to ruin it.

It was quiet. Sacred. Yours.

And now, strapped into this VTOL, Bucky’s words still echoing in your ears—“Don’t hesitate. Hit him with everything you’ve got”—all you could think about was how peaceful he looked in your bed. How tightly he held you. How terrified he was of being alone.

Because what if you could reach him again?

What if hitting him wasn’t the answer? What if all he needed was someone to see him before he disappeared completely?

Bucky must’ve seen the flicker in your expression, because his voice dropped lower.

“I know you’re close to him. I know he listens to you more than anyone else. But if that stops—if he doesn’t hear you this time... don’t let him take you down with him.”

He’ll hear me, you thought, jaw clenched.

He has to.

Yelena’s hand reached over, slow and steady, her fingers brushing against yours before curling around them. Her grip was warm, firm—anchoring. You turned slightly, meeting her eyes.

She gave you a small, quiet smile. The kind that didn’t promise everything would be okay, just that you wouldn’t be alone when it wasn’t.

“It’ll be alright,” she whispered. "We'll be right behind you."

You squeezed her hand back, once.

"Visuals confirm contact inside the facility," the pilot’s voice crackled through the comms. "We’ve got movement near the lab sector. Hostiles engaged. Sentry’s already on-site."

You looked up sharply. "Already?"

He wasn’t supposed to engage alone.

Bucky swore under his breath, ripping the earpiece out and jamming it back in. "Why the fuck didn’t you wait for us—"

Ava spoke through the comms, her voice shivering. “He didn’t wait. I told him to stand down, and he just… went in.”

Then the ground came into view through the viewport—flames licking up from the roof of the biotech facility, smoke pluming into the sky, the perimeter in total disarray.

"Doors open in twenty seconds," the pilot called.

You shivered. You could feel it. That humming tension in your bones, the kind that only came right before everything went to hell.

He's already slipping.

"Get ready," Bucky barked, snapping his rifle into place as he stood. "Move fast, eyes sharp. We don't know how bad it is yet."

Yelena stood up, nodding once, checking her gear. You followed closely behind.

“Hostiles are still active inside,” came another voice—Walker’s, sharp and panicked over comms. “But it’s—fuck, it’s a massacre down here. I don’t know what the hell he’s doing. I can't see him. He’s not fucking responding.”

Your heart clenched.

“Bob,” you whispered, barely audible.

Then: a boom.

A section of the lower level erupted in a plume of golden-white light, fire tearing up through the concrete as the building shook from the force of it. A pulse of energy rippled outward, flattening a chunk of the south wall like paper.

The VTOL lurched slightly from the shockwave.

“Doors opening!” the pilot shouted. “Deploy, deploy—go, go!”

The ramp dropped—and the storm hit you in the face.

Rain. Smoke. Sirens. And somewhere beneath it all, a familiar hum.

You ran.

Boots pounding against the rooftop, leaping the last few feet to the access hatch. Bucky and Yelena flanked you, weapons drawn, slicing through the chaos with practiced precision.

You barely had time to adjust before Bucky grabbed your arm, spinning you toward him. His face was grim, soaked, eyes blazing.

“Go!” he shouted over the roar. “You need to find him!”

“What about—?”

“We’ll handle the rest!” he cut in, already moving, already aiming down the chaos below. “If anyone can reach him before he turns this whole goddamn place to ash—it’s you. Yelena will be right behind you. Walker and Ava are already inside. Go!”

Your breath hitched.

Then you nodded, once, sharp and sure.

And you ran—straight into the smoke, straight into the fire.

Straight toward him.

The inside of the facility was a warzone. Emergency lights flickered through thick smoke. Sparks rained from broken ceiling panels. The walls were scorched, the tile beneath your boots cracked and slick with blood and water. You passed fallen bodies—some hostiles, some just gone, disintegrated into scorched outlines and ash.

He’d been here.

You ran faster. Your breath became shorter. Your fingers twitched at your sides.

And then you saw him.

Floating.

Just inches off the ground, his body trembling with power barely held in check. His suit was torn, soaked, blood-slick. His hair clung to his forehead in damp curls. His hands hung at his sides, fingers curled in like claws.

He hand't noticed you yet. He was talking to himself, low and frantic, like he didn't even realize sound was coming out of his mouth.

“I didn’t mean to—I tried, I tried, they didn’t listen—I told them not to run—why did they run—”

Your heart clenched. You took a breath, steady and slow. Lifted your hands, palms open, non-threatening. Stepped forward, one careful step at a time.

"Bob," you whispered.

His head jerked up like a struck animal. His eyes were pitch black. Not just his pupils. Everything. You could see the Void slowly taking over control of his entire body. Crawling across his skin in veins of shadow, threading through him like poison, claiming more and more by the second. There was nothing human in his face.

Then he saw you.

You took another step forward, heart hammering against your ribs.

"Bob," you said again, softer now.

His lips parted. The black in his eyes shimmered, like something beneath it was trying to break through, trying to remember.

You took another step.

"I'm here," you said, voice steady despite the tremble in your hands. "It's me."

"GET DOWN!" a voice screamed behind you.

You barely turned in time to see the soldier—young, shaken, finger already tightening on the trigger of his rifle, aimed straight at Bob.

“No!” you shouted, throwing a hand out. “Don’t—don’t shoot him!”

But it was too late.

You whipped back toward Bob—and his hand was already rising. Not fast. Slow. Deliberate.

Eyes locked on the soldier, face blank and unreadable, voice low and distant.

“Mine.”

“Bob!” you screamed, adrenaline tearing through your veins like lightning. You rushed toward him, arm outstretched. “STOP! STOP!”

A pulse of black energy burst from his palm. It didn’t make a sound. It didn’t explode. It just erased. The soldier was there—and then he wasn’t.

No scream. No blood. Just a curling wisp of smoke, and a blackened shadow scorched into the tile where he’d stood. Like reality itself had been scrubbed clean.

Your breath caught. Your body froze.

The soldier was gone. Just like that. And Bob? He didn't move. Didn't even flinch. Just stood there, hand still raised, void energy curling around his fingers like it wanted more.

You moved before you even realized it.

You ran.

“BOB!” you screamed, voice hoarse with panic.

You slammed into him, hands flying up to grab his face—rough, desperate, grounding. Your fingers dug into his jaw, into his cheeks, trying to feel him, shake him loose from the darkness overtaking his body.

“Bob! Look at me!” you yelled, tears already slipping down your face. “Fuck—look at me, please!"

His head twitched in your grip, eyes still black, but they widened. Like he didn’t know how you got so close. Like he didn’t even recognize his own name.

“You promised,” you choked out, forehead pressed against his. “You promised you wouldn’t let this happen again. You said I could help you. You let me in. Bob, please, I know you can hear me. Let me in. Let me help you."

And then—

He blinked.

Once.

Twice.

The black void in his eyes gone, replaced by fear. Replaced by gut-wrenching guilt.

And suddenly his hands were on you—gripping your arms, trembling hard. Holding you like you were the only thing keeping him from flying apart.

“I didn’t mean to,” he rasped, voice splintering in his throat. “I just… he—he pointed that gun at you. I—”

His knees buckled.

You caught him.

“I didn’t mean to,” he rasped again, clinging like he didn’t even realize he was doing it. “I didn’t—fuck, I didn’t mean to—”

“I know,” you whispered, trying to keep your voice steady, fingers stroking through his hair, down his back. “I know, it’s okay. You’re okay—I got you. I'm right here."

You could feel it under your hands—the tension building again. The static crawling across his skin. He was shaking harder now, like he was trying to hold himself together with bare hands and sheer will, and it wasn’t enough. It was never enough.

“I told them,” he growled, voice rising, wild and hoarse. “I told them not to send me. I told them—I told them!”

“Bob,” you tried again, your hands cradling his face, trying to ground him. “Stop—just breathe, okay? Look at me. Just look at me. It’s over. You’re okay. I’m here.”

“Bob—”

“Holy shit,” someone gasped.

You turned. Too fast. The team stood there. Yelena’s eyes were wide. Ava’s mouth hung open. Alexei looked stunned. Bucky was frozen mid-step.

And Walker? Walker’s gaze went straight to the scorched mark on the floor, and his lip curled.

“What the fuck did he do?”

That was it.

You snapped.

“You were supposed to look out for him!” you roared, your voice echoing down the hall like a whipcrack. “You knew he wasn’t ready! You knew, and you left him in there anyway—what the fuck were you thinking?!”

“Don’t yell at me because your little pet project finally snapped—”

You stepped toward him so fast Yelena actually reached out to stop you.

“Say that again, Walker.” you dared, low and deadly. “Say it. Fucking say it again.”

“Guys—” Ava started.

“Oh my god,” Yelena whispered behind you.

And that’s when you realized—Bob wasn’t in your arms anymore.

You turned, panic already in your throat. He was standing a few feet away, eyes locked on the floor, fists clenched. His shoulders were shaking, his jaw tight, like he was about to split open.

The way they were all looking at him. Like he was a monster.

And he saw it. He saw everything.

“No, no, wait—” you started.

But he was already moving. He shoved past you, not roughly—never roughly—but like he couldn’t stand to be touched anymore. Like he didn’t deserve it. And then he ran.

You didn’t hesitate.

You ran after him.

You found him down a back alley, drenched in rain, his back pressed to the wall like it was the only thing keeping him upright. His fists were clenched, jaw tight, chest heaving like he couldn’t catch his breath. He hadn’t looked at you yet, but you could see it—how close he was to falling apart, how the power still surged beneath his skin, barely contained. His body shook with it, with guilt, with the kind of rage that didn’t know where to go.

You took a step closer and he shifted like he was going to bolt again, eyes flicking to the shadows like he could vanish into them.

You grabbed his wrist. Tight. “Don’t run.”

That stopped him. His breath hitched, but he didn’t turn.

“Bob,” you said, softer now, over the pounding rain. “Please. Look at me.”

He turned slowly—and god, the look on his face broke you wide open. Soaked, shattered, eyes full of guilt and too many unsaid things. He looked like he didn’t believe he deserved to stand in front of you. Like just being seen by you hurt.

Then he kissed you.

Hard. Desperate.

Like he needed your mouth to remind him he was still real.

The kiss came out of nowhere. Teeth. Tongue. Desperation. You collided like two storms, all sharp edges and soaked skin. His mouth crushed yours, messy, uncoordinated, bruising. You dragged your hands through his rain-slick hair, pulled him closer until your bodies slammed together. He groaned your name like it hurt to say it, like it ripped something open inside him just to speak it.

You kissed him back with everything you had, dragging your fingers through his soaked curls, pulling him closer, crushing your lips to his until your teeth clacked and your breath fogged the air between you. He whimpered into it, raw and broken, hands clutching your waist through your suit like he didn’t know where to touch, like he needed to touch everywhere.

“I’m sorry,” he gasped against your lips, voice already hoarse. “I’m so fucking sorry—please, I didn’t mean to—I didn’t—” His words cut off with a sob. You shushed him with another kiss, slower this time, lips brushing his like a promise.

“I need you,” he breathed, voice broken. “God—I need you, I need you so bad—I can’t—fuck—don’t let go—please, don’t let go—”

Your gear hit the wall behind you, water slapping between you like applause. His mouth was on your throat, biting, sucking, moaning, as your hands worked beneath his already ripped suit, shoving it aside, frantic to get to skin. His hips rocked into yours like he couldn’t stand being apart from you even for a second.

“Please,” he groaned again, breath hot against your ear. “I’ll do anything. Anything. Just—fuck—just let me have you.”

You gasped, arching against him, letting him press you tighter to the bricks. You were already soaked—skin flushed, thighs shaking—and the way he clung to you like you were the only real thing left in his world snapped something open inside you.

You grabbed his face, kissed him hard, desperate. “Take it,” you whispered, voice shaking. “Take anything. Everything. I’m all yours, Bob.”

He whimpered—actually whimpered—and that was it.

Your suit came undone in ragged pieces, his hands tearing at fastenings with trembling fingers, your legs wrapping around his waist as he shoved your soaked underwear aside. His fingers dug into your hips hard enough to leave bruises, grinding his cock against your slick center until you cried out, nails raking down his back.

“Fuck—fuck, you’re so wet,” he gasped. “You want it, don’t you? You want me to lose it for you—inside you—?”

“Yes,” you sobbed, tilting your head back as he pushed in. “Yes, yes—please—”

He thrust into you in one deep, brutal stroke and you screamed, fingers clawing at his soaked suit, legs tightening around his hips. He was so deep, so hot, so real, and the way he fucked you—fast, rough, relentless—was like he didn’t know if he’d survive without this. Without you.

Every thrust hit something raw, something needy, his voice ragged against your ear. “You’re mine—you’re mine, say it—fuck, say it—”

“I’m yours,” you cried, body shaking. “I’m yours, Bob—fuck, don’t stop, don’t stop—”

He sobbed against your throat, thrusting harder, faster, panting between curses and broken prayers. “You’re perfect—so perfect—god, you feel so good—you make everything quiet. You make it all fucking stop—”

And when you came, it hit like a shockwave—your whole body convulsing around him, mouth open in a wordless scream as he slammed into you, burying himself deep and coming hard, spilling inside you with a desperate cry of your name like it was the only thing anchoring him to this plane.

He held you afterward like he might never let go, still shaking, still breathing like he’d run through hell. His forehead pressed to yours, voice wrecked.

“Don’t leave me,” he whispered. “Please don’t ever leave me.”

“I’m not going anywhere,” you whispered back, and this time, it was a vow.

His breathing was ragged.

Shallow gasps against your neck, chest rising and falling like he was still trying to outrun something only he could see. The rain hadn’t let up. It fell in heavy sheets around you, but neither of you moved. You stayed wrapped around him, trembling, your back against the soaked alley wall, his body still buried in yours, shaking with the aftershocks.

He didn’t speak.

Didn’t even lift his head.

His arms stayed locked around your waist like a vise, like if he let go even a little, you’d disappear. You felt him swallow, once, twice—and then his shoulders began to shake in a different way.

“Bob?” you whispered, hand sliding up to the back of his head, fingers weaving through his soaked hair. “Hey. Hey, I’m here.”

He sobbed.

Quiet at first. Just a ragged breath that stuttered out of him like it had been waiting for too long. Then another. And another. His whole body trembled, forehead pressed to your shoulder as he finally—finally—let himself fall apart.

“I didn’t want to hurt anyone,” he choked out. “I tried—I tried so fucking hard—I just wanted to be useful, I wanted to help—and I killed him—”

You shushed him softly, rocking him gently where you stood, your hands stroking down his back.

“You came back to me,” you said, voice low. “That’s all that matters. You came back.”

“I don’t deserve this,” he rasped, holding you tighter. “I don’t deserve you.”

“Shut up,” you whispered, tears mixing with the rain on your cheeks. “You do. You do. You’re still here. You’re still you. That’s all I care about.”

You stayed like that for what felt like forever—him wrapped around you like a lifeline, your bodies still locked together, breathing in sync. The heat between you slowly cooled, but the weight of it all stayed heavy, real.

Eventually, his head lifted, eyes red-rimmed, cheeks wet.

He looked at you like he didn’t believe you were real. Like maybe you were the only thing left in the world that hadn’t abandoned him.

“I’m scared,” he whispered.

You cupped his face, thumb brushing over the scar just below his eye.

“I know,” you said. “But I’ve got you.”

And he leaned into your hand like a man starved for touch.

Back at the tower, everything was chaos—shouting, agents scrambling to do damage control, the team fighting with each other, trying to put the blame on someone—but none of it touched you. Not when you had him. Not when he never once let go of your hand.

You didn't go to the infirmary. Didn't sit through the debrief. Bucky tried to say something, but you just shook your head. Bob didn't even look at him. At no one.

You led him straight to your room.

The second the door clicked shut behind you, his body sagged like the air had left him entirely. You helped him out of the rest of his suit, piece by piece, your fingers gentle even when your heart still ached from the weight of it all. He did the same for you, so soft, so gentle, like he was afraid to hurt you.

You pulled him into your bed without a word.

He followed like he always did. Like he couldn’t not.

He wrapped around you the way he always did—legs tangled, arms tight around your waist, face buried against your neck. But this time it wasn’t just comfort.

It was clinging.

He didn’t speak. Didn’t ask. Just held on.

You stroked his hair, tracing slow patterns into his scalp, letting your breath match his until he calmed, until that tremble in his shoulders finally stilled.

But he still didn’t sleep.

You felt him shift closer, nose brushing your collarbone. His voice, when it came, was wrecked and so, so quiet.

“Do you think they’ll ever look at me the same?” he asked, voice barely more than a breath.

You didn’t answer right away. You could feel how tightly he was holding his breath, like he was bracing for the worst. You pulled him closer, your fingers threading through the back of his hair, your lips brushing against his forehead.

“It’s not your fault,” you whispered. “They know it. Even if they won’t say it out loud. This—what happened—you didn’t want this. And they know that.”

He didn’t reply, not at first. But you felt it—the way his chest stuttered, how he finally let himself breathe.

“I’m sorry,” he whispered, broken.

“I know.”

“I was so close,” he said, voice cracking like glass. “I could feel it. Like I was right there. One more second and I wouldn’t have come back.”

“But you did,” you murmured, pressing your forehead to his. “You came back to me.”

He shuddered, breath hitching again as he buried his face in the crook of your neck. Leaving a soft kiss that made your heart clench. “You’re the only one that brings me back,” he whispered. “The only one.”

You didn’t say anything else.

You just held him tighter.

And finally—finally—he started to drift.

It wasn’t peaceful. He twitched. Mumbled things you couldn’t make out. Flinched like his dreams were still trying to drag him under.

But he didn’t wake.

Because you were still there.

And he knew it.

taglist ⊱☆⊰ @notreallythatlost @mandoalorian @urfavfakeblonde @sunday-bug @ruexj283 @mylifeofcalculatedchaos

[maduraimart]

Inactive Gmail Accounts Deletion Next Month December 2023 - Secure Steps to Keep Your Google Account Active

Introduction: As we navigate the vast digital landscape, keeping our online accounts secure and active is crucial. Google has recently announced an upcoming cleanup initiative that targets inactive Gmail accounts. Scheduled for deletion next month, this proactive measure aims to enhance security and manage data storage efficiently. In this blog post, we’ll guide you through the steps to ensure…

[orellazalonia]

Echoes of a Nobody

Summary: The Avengers discover you may now be working with a hostile organization, sparking confusion, guilt, and questions about whether you were taken or left by choice.

Word Count: 2.1k+

Main Masterlist | The One You Don’t See Masterlist

The Tower still functioned. The lights still came on at sunrise, the coffee still brewed automatically, and the world, predictably, still needed saving.

But it wasn’t the same. Not really. They didn’t talk about you anymore. Not in meetings. Not in the break room. Not even in the way people usually mention someone who left like “I wonder how they’re doing,” or “Remember how they used to do this?”

Your name hadn’t been spoken in weeks and no one looked at the desk the same way. Even with the new intern, no one admitted they noticed the difference in the reports. The missing efficiency. The absence of quiet competence. You’d made things easy for them, too easy. Because you hadn’t needed praise. You hadn’t asked questions when the assignments piled too high. You never made a scene when someone else took credit.

You were just… reliable. Invisible.

And now, you were gone. Not fallen in battle. Not reassigned. You left on your own terms. And somehow, that made it worse. Because the truth was, they’d all gotten used to you being around without ever really seeing you.

Sam noticed first. He didn’t say anything out loud, but every time he found an old file tagged with your formatting or caught a smart line of code the intern didn’t recognize, his jaw would clench just a little.

Clint complained more. “Why is everything in the wrong place?” He muttered once, staring at a disorganized gear locker that used to run like clockwork under your watch.

Bruce rubbed his temples during mission debriefs now. Things were falling through. Small details, easily fixable mistakes, but they stacked up. Quietly. Subtly.

As for Bucky, he still didn’t say anything either. He still trained. Still showed up. Still leaned into quiet corners with that girl he was so drawn to, the one with the bright laugh and easy smile. They were exactly what they were meant to be: Happy. Whole. Seen.

Yet still, something in Bucky’s expression occasionally flickered. Like when he asked the intern for last quarter’s field logs, the kind you used to prepare without being asked. The intern blinked had. “Wait, were we supposed to keep those updated?”

He didn’t respond. Didn’t scold. Just nodded tightly and walked away.

He hadn’t really known you. Not the way he knew her. But maybe he knew enough now to feel the edges of your absence even if he didn’t understand it. Because no one really understood what you did until you weren’t there to do it anymore.

And now, the Tower moved on like it always does. Your desk still sat there, empty. No one had claimed it really. And when the lights dimmed and the late night silence crept in, the air around your space felt heavier. Like the room knew something had been lost.

Not loudly. Just quietly. Like everything you ever did.

Therefore, what came next was a surprise to them all. It was Bruce who discovered it first, he didn’t mean to find it.

It was late that day, late enough that the Tower was more shadows than light, more quiet hums of distant servers than footsteps in the halls. His coffee had gone cold an hour ago and he wasn’t even sure why he was still at his desk. The mission reports were dull, mostly cleanup work from intel they’d intercepted last week from an anti-shield faction operating out of the Balkans.

He was skimming out of obligation, not curiosity until he opened the fifth folder.

The file tree wasn’t remarkable at first. Standard formatting. But the subfolders were ordered a little too neatly. The names weren’t generic; they were contextual, smart. Predictive.

Then came the layouts. His eyes narrowed.

Line after line of data filtered across the screen, and his breath caught, not because of the content, but because of the structure.

The headers. The symbols. The little quirks in spacing that most people wouldn’t notice.

But Bruce did. Because he remembered seeing it for years. Quietly, reliably, every week formatted the exact same way. You used to send summaries with this layout. It wasn’t a style. It wasn’t even a system. It was… you. Distinct. Efficient. Invisible to anyone who wasn’t looking for it.

Bruce sat up straighter, heart tapping a little faster. He clicked deeper. Opened a timestamped diagnostic from a surveillance relay taken offline days before an attack. Whoever wrote the analysis had restructured the data logs to show energy signatures layered over civilian heat maps. It was clean. Elegant.

Too elegant.

“Wait,” He muttered, leaning closer.

There were redundancies in the formula. Little backups, hidden verification lines built into the metadata. He’d seen them before. He remembered once asking about them, years ago, why you'd included them when no one else did.

You had shrugged. “Because systems fail. People forget. I don’t.”

Bruce’s fingers paused over the keyboard. He sat back slowly, eyes still fixed on the screen. The quiet hum of the tower seemed suddenly louder, more isolating.

He didn’t want to jump to conclusions. Didn’t want to assume something that wasn’t possible. Except… it was. And no matter how much he told himself it couldn’t be you, that this was probably just someone who used your old files, or mimicked your workflow, he felt the truth in his gut.

This wasn’t mimicry. This was your work. Your habits. Your voice, written in lines of code like a ghost.

He didn’t say anything to the others at first. Not yet. Because if he was right… It meant you weren’t just gone. You were working for them now. And there was a high chance, you weren’t coming back.

-

Bruce spent most of the night reviewing the files again, hoping he’d find something, anything that would disprove his gut.

He didn’t.

So when the team gathered for the morning briefing, he stood silently near the edge of the table, clutching his tablet like a lifeline. Steve was mid-sentence about a possible weapons facility when Bruce finally spoke.

“I think she’s working with them.”

The room shifted. It was subtle, but sharp. Natasha looked up. Clint stopped halfway through unwrapping a protein bar. Sam’s brows dipped in confusion. Steve frowned.

“What?” Steve asked.

Bruce tapped his tablet and cast the projection into the center of the room and said your name. The file structure lit up in pale blue: neat, layered, and efficient.

“She designed this,” Bruce said. “The data formatting, the way it parses real-time risk indicators, and the multi-tier flagging structure. This isn’t like hers. This is hers.”

Bucky, who’d been leaning against the wall near the back, arms folded, finally looked over.

“You’re saying she’s helping them now?” He asked, voice low. More like a statement than a question.

“I’m saying I don’t know,” Bruce admitted. “But this level of detail? It’s not someone copying her style. It’s her work. I’d bet everything on it.”

Sam squinted at the file, then crossed his arms. “So, what? She was a mole this whole time? Just embedded with us, waiting?”

“No.” Bruce’s tone sharpened. “No way. She didn’t have access to anything sensitive until the last year, and even then she didn’t take advantage of it. This is recent.”

“So she was taken?” Natasha asked. “Maybe they’re forcing her to work for them.”

“Could be,” Steve said quietly. “We’ve seen that happen before.”

Bruce hesitated, his thumb brushing over the edge of his tablet. “If that’s true, then why does this read like she cares? There’s attention to detail in this. Clean backups. This isn't bare minimum compliance. It’s-“

“Deliberate,” Bucky finished.

Everyone turned to him. He didn’t look at anyone. Just kept his arms folded, eyes fixed on the holoscreen, jaw tight.

“She used to keep my files color-coded,” He said after a pause. “Even though I never asked her to. Wouldn’t even have thought to.”

“She did that for you?” Clint muttered. “She never even looked me in the eye.”

“She barely talked,” Sam added.

“Because none of us ever really gave her a reason to,” Natasha said, voice quiet.

Steve’s mouth tightened. “She was reliable. Smart. I just thought she preferred to be behind the scenes.”

Bruce looked down. “Well, if they’re treating her better… if she’s found a place where she feels like she belongs…”

“…Then maybe she didn’t need to be forced,” Natasha finished.

There was a long silence that sank into the walls like fog.

Sam glanced at Steve. “So what do we do?”

No one answered. Because deep down, they were all wondering the same thing: If you chose to leave, if you found people who valued you in ways they never did…

Do they even have the right to go after you? And worse, would you even want to come back?

The holoscreen was still glowing when she walked in, heels soft against the floor, a cup of something warm in her hand.

She smiled easily, the kind of smile that made people look up even when they didn’t mean to. Bucky did. His posture eased just slightly, eyes flicking toward her like muscle memory. The one he loved brushed his arm with the back of her hand as she passed him and made her way to the table.

“Hey,” She said with a curious tilt of her head. “What’s all this?”

Steve didn’t answer immediately. Neither did Bruce. The tension still hung from earlier like humidity in the air.

“We think one of our old administrators might be working with the group we’re tracking,” Steve finally said, tone careful.

She blinked. “Oh?” Her eyes flicked to the display, then back. “Who?”

Bruce hesitated. “She left a few months ago. Used to run most of our comm scrubs and data threads.”

A small pause before her mouth curved. “Ohhh. You mean the quiet one? I think I remember her.”

She said it gently, like trying to recall the name of someone she might’ve sat next to in a lecture hall years ago.

“She didn’t talk much, did she?” She continued, sipping her drink. “I always thought she seemed sweet, but kind of… you know. Overwhelmed?”

Bucky didn’t respond. Natasha’s expression sharpened subtly, but the woman either didn’t notice or didn’t mind.

“She left,” Bruce said, steady but not unkind, “Because we made her feel invisible.”

Her brow rose slightly, as if surprised by the weight of the statement. “Oh. I didn’t realize she felt that way.”

“She might’ve been taken,” Steve said. “Or maybe she joined them willingly. We’re still piecing it together.”

The woman tilted her head. “And you think she’s helping those guys now?”

“We have signs of her system work embedded in their infrastructure,” Bruce confirmed. “The designs match her exactly.”

A thoughtful hum. She leaned lightly against the table. “That’s kind of impressive, actually. I mean… good for her?”

There was a pause.

She blinked. “I just mean, it sounds like she found a place where she fits, you know? I always thought she looked like she didn’t want to be here most of the time.”

“She probably wanted to be useful,” Natasha added.

“Sure, but maybe she is now,” The woman replied, light and certain. “I mean, I don’t want to sound harsh or anything, but if she didn’t have much clearance, how dangerous can it really be?”

Bruce stiffened. “She knew more than anyone realized. She was just never loud about it.”

“Right.” A gentle nod, like she understood. “Still… maybe it’s not worth making this a whole mission. I mean, do we really want to drag her back into this if she’s finally found her place?”

No one answered, not right away.

“She might be compromised,” Steve said firmly. “Or being manipulated.”

“Of course. But if she’s doing it by choice?” She gave a soft, almost sympathetic smile. “It just doesn’t seem worth disrupting everything over someone who didn’t even seem to like being here.”

“Maybe she didn’t like how she was treated,” Bucky muttered.

She blinked again, this time with a little laugh. “Oh… well, we were all busy. I’m sure nobody meant anything by it.”

Sam and Natasha exchanged a look.

She gave Bucky’s arm a soft squeeze. “I just think you all have bigger things to worry about than chasing down someone who’s probably better off without us. But… I know you’ll do what you think is right.”

She offered them all one last sweet smile and drifted out the way she came, calm and weightless as a breeze. Only when she was gone did anyone breathe again.

Bucky’s gaze turned back to holoscreen.

He didn’t know what unsettled him more: her gentle way of brushing it all aside, or the fact that he’d once agreed with her without even thinking twice.

He wasn’t sure what was right anymore.

Taglist: @herejustforbuckybarnes @iyskgd @torntaltos @julesandgems @maesmayhem @w-h0re @pookalicious-hq @parkerslivia @whisperingwillowxox @stell404 @wingstoyourdreams @seventeen-x @mahimagi @viktor-enjoyer @vicmc624 @msbyjackal

[mostlysignssomeportents]

Surveillance is inequality’s stabilizer

I'm in the home stretch of my 24-city book tour for my new novel PICKS AND SHOVELS. Catch me in LONDON NEXT TUESDAY (July 1) with TRASHFUTURE'S RILEY QUINN and then a big finish in MANCHESTER on July 2.

The "dictator's dilemma" pits a dictator's desire to create social stability by censoring public communications in order to prevent the spread of anti-regime messages with the dictator's need to know whether powerful elites are becoming restless and plotting a coup:

https://pluralistic.net/2023/07/26/dictators-dilemma/#garbage-in-garbage-out-garbage-back-in

Closely related to the dictator's dilemma is "authoritarian blindness," where an autocrat's censorship regime keeps them from finding out about important, socially destabilizing facts on the ground, like whether a corrupt local official is comporting themself so badly that the people are ready to take to the streets:

https://pluralistic.net/2020/02/24/pluralist-your-daily-link-dose-24-feb-2020/#thatswhatxisaid

The modern Chinese state has done more to skillfully navigate the twin hazards of the dictator's dilemma and authoritarian blindness than any other regime in history. Take Xi Jinping's 2012-2015 anticorruption purge, which helped him secure another ten year term as Party Secretary. Xi targeted legitimately corrupt officials in this this sweeping purge, but – crucially – he only targeted corrupt officials in the power-base of his rivals for Party leader, while leaving corrupt officials in his own power base unscathed:

https://web.archive.org/web/20181222163946/https://peterlorentzen.com/wp-content/uploads/2018/11/Lorentzen-Lu-Crackdown-Nov-2018-Posted-Version.pdf

How did Xi accomplish this feat? Through intense, fine-grained surveillance, another area in which modern China excels. Chinese online surveillance is often paired with censorship, both petty (banning Winnie the Pooh, whom Xi is often mocked for resembling) and substantial (getting Apple to modify Airdrop for every user in the world in order to prevent the spread of anti-regime messages before a key Party leadership contest).

But there are a lot of instances where China spies on its people but doesn't censor them, even if they are expressing dissatisfaction with the government. Chinese censors allow a surprising amount of complaint about official incompetence, overreach and corruption, but they completely suppress any calls for mobilization to address these complaints. You can be as angry as you want with the government online, but you can't call for protests to do something about it:

https://www.science.org/doi/10.1126/science.1251722

This makes perfect sense in the context of "authoritarian blindness": by allowing online complaint, an autocrat can locate the hot-spots where things are reaching a boiling-over point, and by blocking public manifestations, the autocrat can prevent the public from turning their failings into a flashpoint that endangers the autocracy.

In other words, autocrats can reserve to themselves the power to decide how to defuse public anger: they can suppress it, using surveillance data about the people who led the online debate about official failures to figure out who to intimidate, arrest, or disappear. Or they can address it through measures like firing corrupt local officials or funding local social programs (toxic waste cleanups, smokestack regulation, building schools and hospitals, etc) that make people feel better about their government.

Autocracy is an inherently unstable social situation. No society can deliver everything that everyone in it desires: if you tear down existing low-density housing and build apartment blocks to decrease a housing shortage, you'll delight people who are un- or under-housed, and you'll infuriate people who are happily housed under the status quo. In every society, there's always someone getting their way at the expense of someone else.

Obviously, widespread unhappiness is inherently socially destabilizing. After all, no society can police every action of every person. From littering to parking in disabled parking spots, from paying your taxes to washing your hands before serving food, a society relies primarily on people following the rules without even though their face little to no risk of being punished for breaking them. The easiest way to get people to follow the rules is to foster a sense of the rules' legitimacy: people may not agree with or understand the rationale for a rule, but if they view the process by which the rule was decided on as a legitimate one, then they may follow it anyway.

This legitimacy is a source of social stability. Sure, your candidate might lose the election, or the government might enact a policy you hate, but if you think the election was fair and you believe that you can change the policy through democratic means, then you will be on the side of preserving the system, rather than overturning it.

A democracy's claim to legitimacy lies in its popular mandate: "Sure, I don't like this decision, but it was fairly made." By contrast, a dictator's legitimacy comes their claims to wisdom: "Sure, I don't like this decision, but the Supreme Generalissimo is the smartest man in history, and he says it was the right call."

You can see how this is a brittle arrangement, even if the dictator is a skilled autocrat who makes generally great decisions: even a great decision is going to have winners and losers, and it might be hard to convince the losers that they keep losing because they deserve to lose. And that's the best outcome, where an autocrat is right. But what about when the autocrat is wrong? What about when the autocrat makes a bunch of decisions that make nearly everyone consistently worse off, either because the autocrat is a fool, or because they are greedy and are stealing everything that isn't nailed down?

Every society needs stabilizers, but autocracies need more stabilizers than democracies, because the story about why you, personally, are getting screwed is a lot less convincing in an autocracy ("The autocrat is right and you are wrong, suck it up") than it is in a democracy ("This was the fairest compromise possible, and if it wasn't, we need to elect someone new so it changes").

The Snowden revelations taught us that there is no distinction between commercial surveillance and government surveillance. Governments spy, sure, but the most effective way for governments to spy on us is by raiding the data troves assembled by technology companies (for one thing, these troves are assembled at our own expense – we foot the bill for this spying whenever we send money to a phone or tech company). The tech companies were willing participants in this process: the original Snowden leak, about the "PRISM" program, showed how tech companies made millions of dollars by siphoning off user data to the NSA on demand:

https://en.wikipedia.org/wiki/PRISM

It was only later that we learned about another NSA program, "Upstream," through which the NSA was wiretapping the tech companies' data-centers, acquiring all of their user data, and then requesting the data that interested them through PRISM, as a form of "parallel construction," which is when an agency learns a fact through a secret system, and then uses a less-secret system to acquire the same fact, in order to maintain the secrecy of the first system:

https://www.eff.org/pages/upstream-prism

Upstream really pissed off the tech companies. After all, they'd been dutifully rolling over and handing out their users' data in violation of US law, risking their businesses to help the NSA do mass spying, and the NSA paid them back by secretly spying on the tech companies themselves! That's a hell of a way to say thank you to your co-conspirators. After Upstream, the tech companies finally started encrypting the links between their data-centers, which made Upstream-style collection infinitely harder:

https://arstechnica.com/information-technology/2013/11/yahoo-will-encrypt-between-data-centers-use-ssl-for-all-sites/

But that hardly ended the mass surveillance private-public partnership. Congress continued to do nothing about privacy (the last federal consumer privacy law Congress gave Americans is 1988's Video Privacy Protection Act, which bans video store clerks from telling newspapers about the VHS cassettes you take home) (we used to be a country). That meant that tech companies could collect our data will-ye or nil-ye, and that data brokers could buy and sell that data without any oversight or limitation:

https://pluralistic.net/2025/02/20/privacy-first-second-third/#malvertising

There's many reasons that Congress failed to act on privacy. Obviously, they face immense pressure from lobbyists for the commercial surveillance industry – but they also face covert and powerful pressure from public safety agencies, cops, and spies, who rely on private sector data as a source of off-the-books, warrantless, ubiquitous surveillance.

Why does America need so much spying? Well, because America has always been imperfectly democratic, from its inception as a enslaving nation where millions of people were denied both the ballot and personhood; and as a patriarchal nation where half of the remaining people were also denied the franchise; and as a colonialist nation where an entire culture of people had been subject to genocide, land theft, and systematic oppression. This is an obviously unstable arrangement. Whether in chains, on a reservation, or under the thumb of a husband or father, there were plenty of Americans who had no reason to buy into the system, accept its legitimacy, or follow its rules. To keep the system intact, it wasn't enough to terrorize these populations – America's rulers had to know where to inflict terror, which is to say, where order was closest to collapsing.

Some of America's first spies were private sector union-busters, the Pinkerton agency, who served as a private spy army for bosses who wanted to find the leverage points in the worker uprisings that swept the country. The Pinkertons' pitch was that it was cheaper to pay them to figure out who the most important union leaders were and target them for violence, kidnapping, and killing than it was to give all your workers a raise.

This is an important aspect of the surveillance project. Spying is part of a broader class of activities called "guard labor" – anything you might pay someone to do that results in fewer guillotines being built on your lawn. Guard labor can be paying someone to build a wall around your estate or neighborhood. It can be paying security guards to patrol the wall. It can be paying for CCTV operators, or drone operators. It can be paying for surveillance, too.

Guard labor isn't free. The pitch for guard labor is that it is a cheaper way to get social stability than the alternative: building schools and hospitals, paying a living wage, lowering prices, etc. It follows that when you make guard labor cheaper, you can build fewer schools and hospitals, pay lower wages, and raise prices more, and buy more guard labor to counter the destabilizing effect of these policies, and still come out ahead.

American politics have been growing ever more unstable since the 1970s, when oil crisis gave way to the Reagan revolution and its raft of pro-oligarch, anti-human policies. Since then, we've seen an unbroken trend to wage stagnation and widening inequality. As a new American oligarch class emerged, they gained near-total control over the levers of power. In a now-famous 2014 paper, political scientists reviewed 1,779 policy fights and found that the only time these cashed out in a way that reflected popular will is when elites favored them, too. When elites objected to something, it literally didn't matter how popular it was with everyone else, it just didn't happen:

https://www.cambridge.org/core/journals/perspectives-on-politics/article/testing-theories-of-american-politics-elites-interest-groups-and-average-citizens/62327F513959D0A304D4893B382B992B

It's pretty hard to make the case that the system is legitimate when it only does things that rich people want, and never does things the vast majority of people want when these conflict with rich peoples' desires. Some of these outcomes are merely disgusting and immoral, like abetting genocide in Gaza, but more frequently, the policies elites favor are ones that make the rich richer: climate inaction, blocking Medicare for All, smashing unions, dismantling anti-corruption and campaign finance laws.

I don't think it's a coincidence that America's democracy has become significantly less democratic at the same time that mass surveillance has grown. Mass surveillance makes guard labor much cheaper, which means that the rich can make their lives better at all of our expense and still afford the amount of guard labor it takes to keep the guillotines at bay.

Cheap guard labor also allows the rich to strike devil's bargains that would otherwise be instantaneously destabilizing. For example, the second Trump election required an alliance between the tiny minority of ultra-rich with the much larger minority of virulent racists who were promised the realization of their psychotic fantasy of masked, armed goons snatching brown people off the streets and sending them to offshore slave labor camps. That alliance might be a good way to elect a president who'll dismantle anticorruption law and slash taxes, but it won't do you much good if the resulting ethnic cleansing terror provokes a popular uprising. But what if ICE can rely on Predator drones and cell-site simulators to track the identities of everyone who comes out to a protest:

https://www.wired.com/story/cbp-predator-drone-flights-la-protests/

What if ICE can buy off-the-shelf facial recognition tools and use them to identify people who are brave enough to step between snatch-squads and their neighbors?

https://www.404media.co/ice-is-using-a-new-facial-recognition-app-to-identify-people-leaked-emails-show/?ref=daily-stories-newsletter

Each advance in surveillance tech makes worse forms of oppression, misgovernance and corruption possible, by making it cheaper to counter the destabilizing effect of destroying the lives of the populace, through identifying the bravest, angriest, and most effective opposition figures so they can be targeted for harassment, violence, arrest, or kidnapping.

America's private sector surveillance industry has always served as a means of identifying and punishing people who fought for a better country. The first credit reporting bureau was the Retail Credit Company, which used a network of spies and paid informants to identify "race mixers," queers, union organizers and leftists so that banks could deny them credit, landlords could deny them housing, and employers could deny them jobs:

https://jacobin.com/2017/09/equifax-retail-credit-company-discrimination-loans/

Retail Credit continued to do this until 1975, when, finally, popular opinion turned against the company, so it changed its name…

…to Equifax.

Today, Equifax is joined by a whole industry of elite enforcers who use spying, legal harassments, mercenaries and troll armies to offset the socially destabilizing effects of the wealthy's misrule:

https://pluralistic.net/2023/08/23/launderers-enforcers-bagmen/#procurers

But despite centuries of American mass surveillance, America's oligarchs keep finding themselves in the midst of great existential crises. That's because guard labor – even surveillance-supercharged guard labor – is no substitute for policies that make the country better off. Oligarchs may want to tend the nation like a shepherd tends its flock, leaving enough lambs around to grow next year's wool. But they're all competing with one another, and they understand that the sheep they spare will like as not end up on a rival's dinner table. Under those circumstances, every oligarch ends up in a race to see who can turn us into lambchops first.

This is the dictator's dilemma, American style. The rich always overestimate how much social stability their guard labor has bought them, and they're easy mark for any creepy, malodorous troll with a barn full of machine-gun equipped drones:

https://twitter.com/postoctobrist/status/1909853731559973094

They accumulate mounting democratic debts, as destabilizing rage builds in the public, erupting in the Civil War, in the summer of 68, in the Battle of Seattle, in the Rodney King uprising, in the George Floyd protests, in Los Angeles rebellion. They think they can spy their way into a country where they have everything and we have nothing, and we like it (or at least, never dare complain about it).

They're wrong.

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/2025/06/26/autostabilizer/#slicey-bois

Image: Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg

CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en

[sprinklecipher]

How much dialogue there is in the mainline Ace Attorney games

I made some graphs about how much dialogue there is across the "mainline" Ace Attorney games (AA1-AA6):

graphs split out by episode/character + data notes below the cut

Total Dialogue by Episode (game order)

Total Dialogue by Episode (length order)

Total Dialogue by Character

Overall, there's over 1.5 million words of dialogue across the mainline AA games (about 1,570,000 words, by my count)

Data source: I’m using a dataset that I put together pulling from the episode transcripts on the Ace Attorney wiki (which I did almost entirely via Python, but with a bit of manual cleanup). There’s bound to be some error resulting from that process, but the numbers should be pretty close.

[matchdatapro]

CRM Data Cleaning: The Key to Accurate and Effective Customer Relationship Management

In the world of Customer Relationship Management (CRM), data is king. The success of any CRM system hinges on the quality of the data it houses. However, over time, data within a CRM can become cluttered with inaccuracies, duplicates, and outdated information. This is where CRM data cleaning comes into play—a crucial process that ensures your CRM system remains a reliable and effective tool for managing customer relationships.

Why CRM Data Cleaning Matters

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The CRM Data Cleaning Process

Data Audit:

The first step in CRM data cleaning is conducting a thorough data audit. This involves assessing the current state of your data, identifying duplicates, inaccuracies, and outdated information. A data audit provides a clear picture of what needs to be cleaned and where the most significant issues lie.

Duplicate Removal:

Duplicates are a common problem in CRM systems. They can lead to confusion and inefficiency. Identifying and removing duplicate records ensures that your CRM system has a single, accurate record for each customer, which simplifies data management and improves accuracy.

Data Standardization:

Data standardization involves ensuring that all data within your CRM system follows a consistent format. This could include standardizing phone numbers, addresses, and other customer details. Consistent data formatting makes it easier to search, analyze, and use the data effectively.

Data Validation:

After cleaning and standardizing your data, the next step is validation. This process involves checking the accuracy of the data to ensure it reflects the current state of your customers. This might include verifying contact details, checking for changes in customer status, or updating information based on recent interactions.

Ongoing Maintenance:

CRM data cleaning is not a one-time task. It requires ongoing maintenance to keep your data accurate and up-to-date. Regular data audits, combined with automated tools for detecting and correcting errors, can help maintain the integrity of your CRM data over time.

Conclusion

CRM data cleaning is essential for any business that relies on accurate customer information to drive its operations. By regularly cleaning and maintaining your CRM data, you ensure that your system remains a powerful tool for managing customer relationships, improving decision-making, enhancing customer experiences, and ultimately driving business success. Investing in CRM data cleaning is an investment in the long-term health and effectiveness of your customer relationship management efforts.

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