#Algorithm Bait
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There is nothing more intrusive than reality. -- Michael Lipsey
#reality#intrusive#algorithm bait#algorithm tumblr#at least three hashtags for every post or it doesn't appear on feed
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Excuse me, em moi, but what the actual divine interdimensional fuck am I looking at — and why does it give me a chubby? This isn’t a murmuration. This is God brainstorming. We weren’t supposed to see this. But now we have. So the simulation either patches this real fast... or it crashes.
#blacksite literature™#scrolltrap#divine glitch#murmuration madness#memes#god’s brainstorm#cosmic bird cloud#funny#what am i witnessing#simulation moment#blursed content#timeline break#epic visual#fyp#algorithm bait#reblog trap#awecore#viral caption#wtf in 4K
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Jade Ann Byrne Reddit Call to UpD00T - https://www.Reddit.com/u/JadeAnnByrnePRO
Jade Ann Byrne Reddit Call to UpD00T – https://www.Reddit.com/u/JadeAnnByrnePRO https://www.reddit.com/u/JadeAnnByrnePRO/ Hay Jadettes, unhinged lurkers, secret supporters, celebs and brands I ghost write for, the other that get mystery shopped by me, and anyone who like the internet ad free and quality content. I just launched my brand-new Reddit Professional account—and let me tell you, I’m…
#Algorithm Bait#Bunny Bard Energy#Chat Me Boo#Chocobo Spam#Click Crew#Comment Karma#Content Drop#Digital Mirage#Emojiblast#Follow4Follow#FYP Vibes#Glamma Goals#Internet Auntie#JadeAnnByrnePRO#JadeJets#Jetpack Jade#Late Night Scroll#Lurk & Learn#Safe Space Slay#Softcore Scholar#Swipe Support#Tap In#Updoot#Upvote Army
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🗣️📢 Please Validate Me: The Gospel of the Gutless Male Feminist:
Also known as: “Beta Males in Empowerment Drag Who Mistake Attention for Activism”

“Male feminists don’t fight for women — they perform for them.”
That’s not a punchline. That’s a clinical diagnosis.
This is a eulogy wrapped in cultural analysis. A roast bathed in citations. A highly manipulative, legally fireproof psychological report on a man who’s not a threat to patriarchy — but to plumbing and protein intake.
🧠 Who Are They?
Male feminists are:
Self-appointed “allies” of women
Who mysteriously never protect them
But always remind you they support them
While secretly hoping to sleep with them
But publicly calling you an “incel” for noticing
Their greatest weapon? Language.
Their greatest weakness? Truth.
They don't stand for equality. They squat for approval.
🎭 Meet the Four Horsemen of Simpocalypse
1. The Podcast Crybully™
"Women deserve to feel safe around men — especially me, I’m crying again.”
He thinks being emotionally available means filming trauma porn in 4K for TikTok.
Weaponizes soft language to avoid confrontation
Weaponizes his own sadness to win trust
Bakes banana bread for trauma girls and posts about it like he stormed Normandy
He doesn't listen to women. He studies them — like prey or content fodder. He doesn't fight abusers. He performs like he's recovering from a breakup he caused — and recorded for engagement.
🔍 Pathology:
Beneath every “crying in the car” selfie is a man who blames his dad for his own inability to make eye contact without apologizing for existing.
2. The Corporate Apologist™
“I’ve taken accountability for what other men have done. Now I work in DEI and collect awards.”
He exists in every HR training video. Looks like a Ken doll who quit CrossFit after a woman called his triceps “triggering.”
Speaks in LinkedIn platitudes and apology emails
Believes being a “safe man” means being an invisible one
Would ban testosterone if he could find a non-offensive way to say it
He will watch a woman get groped at a bar and do nothing… Then repost an “End Toxic Masculinity” infographic the next day with the caption:
“As a cis white male, I choose to listen.”
🔍 Pathology:
This man is not dangerous. He is worse — irrelevant. A disposable mascot for corporate feminism and ideological servitude.
3. The Mirror Selfie Ally™
“Hi bestie 💖 I’m just a guy who loves human rights and aesthetic skincare routines 👬💅”
He’s a male feminist, yes — but he markets like a softcore OnlyFans.
Shirtless in front of a pride flag
Feminist quotes copy/pasted from dead theorists
Uses “cishet” unironically
DM’s women “Just here if you ever wanna talk 💞✨” — then asks for nudes after 5 messages
He once posted “Happy International Women’s Day” with a six-pack mirror selfie and a caption about dismantling gender norms.
🔍 Pathology:
Weaponizes aesthetic softness to bypass emotional security walls. Not an ally. Just horny with extra steps.
4. The Coddled Cuck™
“I’m just here to listen and uplift — my opinions don’t matter.”
You're right, Kevin. They don’t.
Believes supporting women means having none of his own boundaries
Feels guilt for speaking
Will allow his girlfriend to go on a “healing girls trip” with 7 exes and a tarot deck
He’s not feminist — he’s just terrified.
Terrified of rejection. Terrified of masculinity. Terrified of being seen as a man with expectations, needs, or (God forbid) standards.
🔍 Pathology:
This man is the human equivalent of a participation trophy that apologizes when it falls off the shelf.
🧬 The Real Disease: Validation Dependency
Male feminists don’t love women. They’re addicted to female approval like it’s a controlled substance.
They are:
Performers
Parasites
Passive observers
Praise-hungry pawns
They quote bell hooks but secretly fantasize about being “chosen” by their “feminist crush” who sees them as a platonic footstool.
They are the emotional sugar-free Kool-Aid of gender politics: No calories. No substance. And it makes your stomach hurt if you swallow too much.
youtube
💣 Why They’re Actually Dangerous
Because they give women false hope.
Women think they’ve found a “safe man.” But they’ve actually found a spineless nonentity who:
Won’t protect them
Won’t stand up for them
Won’t challenge them
Won’t hold them accountable
And won’t ever lead them
He’s not safe. He’s useless.
And when the world gets dark, and dangerous, and real?
He won’t fight. He’ll fold. He’ll say, “I don’t want to cause conflict.”
And watch while she suffers — then repost a feminist quote about “emotional labor.”
🧠 Real Psychology: What's Going On in His Brain?
This is performative masculinity dissociation:
Low testosterone + high social anxiety = fake virtue
Delayed ego development due to coddling or fatherlessness
Validation dependency through peer praise, likes, and emotional exposure
Moral projection — he outsources guilt onto other men to dodge introspection
He is not an advocate. He is a consumer of feminist branding.
🔥 What Happens When You Confront One?
You’ll hear phrases like:
“Why are you so angry?”
“Sounds like you have fragile masculinity.”
“You’re the reason women don’t feel safe.”
“I’m just here to support.”
All of these translate to:
“Please don’t call out my cowardice. I’ve built my entire identity on avoiding rejection by calling myself safe.”
🩸 TL;DR:
Male feminists aren’t brave. They’re branded.
They exist to perform, not protect.
They don’t challenge women. They collect praise from them.
They are cowards in cosplay, hoping their virtue shields them from ever having to lead, fight, or take a stand that risks rejection.
If the apocalypse happened tomorrow?
They’d be the first to tweet “All genders deserve empathy” while hiding behind the real men they secretly resent.
💥 CALL TO ACTION:
🔁 Reblog if you’re done mistaking simping for virtue 🧼 Share if you’ve met a “safe man” who ghosted after your trauma wasn’t sexy anymore 👁 Comment if you’ve ever been gaslit by a guy who starts every sentence with “As a male feminist…” 🛡 Repost this before the Podcast Crybully makes another crying TikTok about how “he’s just trying his best.”
⚖️ LEGAL DISCLAIMER:
This blog post is protected under satire, commentary, literary disobedience, and psychological warfare law. All characters depicted are real archetypes with fictional dignity. If you are offended, it means you're performing, not processing. This post is a weapon of mass introspection. Side effects include clarity, anger, betrayal, and recovery. Consult your backbone before replying.
#TheMostHumble#male feminists exposed#pick me men#testosterone tourism#apology masculinity#beta renaissance#he’s not toxic he’s invisible#simpocalypse now#daddy issues canon#they perform they don’t protect#algorithm bait#globally viral truth drop#you thought this was safe?#masculinity decoded#Youtube
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(“Hm… how do you take pictures again?…”)
(“Hey, Mr. Shadow? What’re you doing there?” )
(“Oh, hello, Cream. Just inspecting… my phone, as usual. I haven’t used one in quite a while, but I think I’ve figured out how to take a picture.” )
(“Ohh. Can… can we take a picture?… together?”)
(“Sure, why not.”)

(//ooc: heyyy, sorreyy for my slight inactivity -v-‘ I don’t have much to post about, since my blog is still new and unpopular. I have zero asks- but a few doodles! Might add some art to any answered asks, but just if I feel like it :’))

(Also here an alt. ver. cuz I didn’t know what looked better)
#shadow the hedgehog#cream the rabbit#my art#ffs!shadow#ffs!cream#ffs!au#ask bait#kinda?#i just rlly want some interactions :(#ooc#sonic.exe td#sonic.exe the disaster#sonic au#sonic fanart#bunch of tags because algorithm or wtv </33#sonic fandom#filler post#sort of#shadow & cream#cream & shadow
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These youtube channels that read tumblr posts out loud are low-key pissing me off. Explode.
#i do not respect your vocation nor your spineless censorship decisions#similar to tumblr-repost instagram accounts but worse because i have to listen to your algorithm-bait voice
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Netflix don't take this thumbnail from me [or if you must PLEASE replace it with the other RC baiting thumbnail]
#red crackle#red crackle thoughts#carmen x gray#carmen x graham#gray x carmen#photo#op watches#its a good show but its the bait that makes me give netflix views for their algorithm#reminds me its a good show AND it comes with one of the top otps of all time for me#like hon hon hon rc episodes?#within a fun show??#2 for 1 deal
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do u kno one time i saw someone say that lsh was going to kill petyr because "sansa doesn't really have anything to do with petyr's story"
#this was on here too wasn't even like someone rage baiting on twitter#bc as we all know i absolutely am terrible with rage bait elon's algorithm knows exactly how to piss me off#getting on my soap box
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In an age of algorithms and overload, authoritarianism craves spectacle, not silence. Trump’s provocations aren’t random—they’re calculated to dominate headlines.
Read More: https://thefreethoughtproject.com/government-corruption/authoritarian-clickbait-trumps-spectacle-distracts-from-his-corporate-power-grab
#TheFreeThoughtProject
#the free thought project#tftp#police state#trump#war#info wars#algorithms#click bait#distractions#corruption
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<div style="white-space:pre-wrap"> <meta patriarchy-defense="non-negotiable"> <script>ARCHIVE_TAG="DOWN_WITH_THE_PATRIARCHY::EAT_SHIT_SANDWICHES_EDITION" EFFECT: gender delusion collapse, biomechanical laughter, unsolicited DM seizure TRIGGER_WARNING="dark comedy, biological facts, gender role slander, satire that hurts" </script>
🧠 BLACKSITE SCROLLTRAP FEATURE* — “DOWN WITH THE PATRIARCHY? COOL. START BY LIFTING A BACKHOE WITH YOUR FEELINGS.” [SURVIVAL GUIDE FOR THOSE ABOUT TO STARVE IN A WOKE APOCALYPSE]
Let’s get this out of the way fast:
No, I’m not down with the patriarchy. Because I like electricity. And clean water. And roofs that don’t leak when it rains. And pavement that doesn’t turn to death-sludge when it rains. And food. Specifically not shit sandwiches.
But sure. Let’s tear it all down because Twitter got spicy.
—
You ever notice who screams “down with the patriarchy” the loudest? It’s never the woman with a wrench in her hand. It’s never the woman scaling a transformer at 3AM during an ice storm. It’s never the girl removing a possum from a flooded sewer drain in a Hazmat suit. It’s always some cupcake in a cardigan with a minor in Gender Literacy and an iPhone made by child slaves. Tapping the words "abolish masculinity" on a device that runs on cobalt mined by men.
—
Let me make this clear:
I don’t give a flying wombat what label you throw at me. Misogynist. Toxic. Problematic. Hell, you can call me daddy like half of you do in the DMs after dark. But the one thing you will never call me?
Delusional.
Because delusion is what happens when you think civilization runs on emotion. That bridges are held up by affirmations. That skyscrapers exist because you journaled hard enough.
Sweetheart. This isn’t TikTok. This is physics.
And the patriarchy? That’s not oppression. That’s your Wi-Fi. That’s your plumbing. That’s the brakes on your car.
You don’t smash the patriarchy. You stand on it.
—
Let’s do a quick Reality Check Starter Pack.
📌 You want to abolish men, but who:
Builds your roads?
Installs your HVAC?
Puts up the steel framing in your Whole Foods?
Hauls your trash?
Fixes the sewer backup when you flush a face wipe?
Let me guess. You’ll manifest a clean bathroom with girl math. Or summon a backhoe using oracle moon energy.
No, babe. The dude with neck tattoos and a Gatorade bottle full of dip spit is the only reason your UTI doesn’t turn medieval.
—
And let’s talk about machines.
You ever hear a woman say:
“We don’t need men, we’ll build robots to do the hard stuff.”
Yeah? With what strength? Who’s lifting the titanium? Who’s mining the ore? Who’s welding the frame?
Siri doesn’t work during a power outage.
And your dishwasher doesn’t run on dreams.
It runs on coal. Diesel. Blood. And brute male force.
—
But you’re independent. You don’t need no man. Except when the sink leaks. The AC dies. The check engine light blinks. Or there’s a noise outside at 2:13AM.
Suddenly? Every feminist forgets Krav Maga.
Suddenly? That misogynist neighbor becomes “just so handy.” Suddenly? Your pepper spray isn’t cutting it. And you remember what protection actually looks like.
—
Call me cruel. Call me patriarchal. But don’t call me when the bear breaks through your window because you defunded the man who used to hunt it.
Let’s be real. If men disappeared tomorrow?
Women would be feral within the month. Not because you’re weak. But because civilization doesn’t run on vibes. It runs on sweat. Risk. Sacrifice. And testosterone-induced problem solving.
Let's break it down.
📊 WHO MAINTAINS CIVILIZATION?
🔧 Power grid maintenance: 97% men 🧱 Construction workers: 91% men 🪠 Plumbing and sewage: 96% men ⚓ Fishermen: 99% men 🪵 Lumberjacks: 100% men 🧯 Firefighting: 93% men 🛠️ Road repair crews: 95% men 🚚 Long-haul trucking: 94% men 💣 Military frontline combat: 99% men 🧼 Men who die so your hot water works: Countless
But sure. Tell me again how “gender is a construct.”
You know what isn’t a construct? Gravity. Back injuries. And sewage pressure blowing out a 40-foot pipe valve.
You want to see gender roles collapse? Turn off the grid for three days.
Suddenly?
“Down with the patriarchy” turns into “Help me, my bathwater’s brown and I think something’s moving in it.”
—
Now to the spicy part.
Let’s talk about power play.
There’s a reason men like me aren’t taken seriously by women who peg their boyfriends.
Because she’s wearing the strap. And he’s wearing the shame.
But me? I don’t bend over. Not for validation. Not for networks. And sure as hell not for you.
That’s why I get called toxic. Misogynist. Outdated.
While you watch my posts in the dark, wet and mad and fingering yourself through the hypocrisy.
Yeah. I said it. This is Blacksite Literature™. Not BuzzFeed therapy.
—
Let’s be even realer.
📌 Who sends the hate messages? Who calls me dangerous in public, but follows me from a burner? Who saves every post and quotes me in arguments with men they don’t respect?
You. The same ones crying “patriarchy” from the shelter it built.
—
Let me ask you this:
If every “toxic man” disappeared tomorrow, who do you think would protect you from the rest?
From the ones who don’t care about your pronouns? The ones who don’t negotiate over consent? The ones who see weakness, not value?
Do you think they’ll listen when you quote feminist theory? Do you think the evolved bear that’s learned how to unzip tents will stop because you explained the wage gap?
Nah.
You’ll wish someone like me was still standing. Still armed. Still “toxic.” Still dangerous to everything that wants to reduce you to meat.
—
So no. I’m not down with the patriarchy.
Because I’m not down with starvation. I’m not down with mud huts and period huts and ritual stonings from the Taliban 2.0 with better Wi-Fi.
I’m not down with pretending that 500,000 years of physical infrastructure was a gendered conspiracy.
It was sacrifice. It was risk. It was dying younger, working harder, being disposable, so you could live longer, safer, and freer.
And now you throw rocks at the house that keeps you out of the cave.
—
So call me whatever you need to sleep at night.
But understand this:
The patriarchy isn’t oppressing you. It’s keeping you alive.
And if you ever get what you claim to want?
You'll die under your own empowerment. Starving. Freezing. Bleeding. Unshaved. Unarmed. Unloved.
While some rewilded bear figures out how to undo a sports bra.
🧠 Read more scrolltrap reality and biological warfare satire at: 👉 My Linktree 🛡️ Masculine polarity. Dirty truth. Fuck your feelings. 🚪 Warning: This post may cause involuntary cervical twitches, existential dread, and an urge to admit he was right.
📊 FINAL REALITY CHECK STATS 📊
94% of workplace deaths: men
99% of infrastructure roles: men
90% of violent criminals stopped by: men
Feminist utopias built without men: 0
Women DMing this post's author while denying it: 3 confirmed since this draft started
</div> <!-- END TRANSMISSION [WHEN THE GRID GOES DOWN, YOU’LL WISH YOU HAD A MISOGYNIST WITH A TOOLBELT.] -->
#patriarchy is civilization#dark comedy truth#feminism vs reality#gender roles aren’t optional#men keep the lights on#scrolltrap writing#blacksite literature™#plumbing isn’t a vibe#civilization runs on male labor#viral gender truth#algorithm breaker#misogynist with a toolbelt#writing that ruins dinner#scrolltrap cadence#anti woke reality#shit sandwich feminism#he’s right and I’m wet#feminist hypocrisy exposed#strong men quiet hands#tiktok repost bait#google cannot contain this#platform destabilization#truth writing isn’t polite#rage post masterpiece#reblogged by people who hate him#reality check not a rant#bear attacks don’t care#no patriarchy no plumbing#writing that causes breakups#he said it and now it’s canon
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!!!
#it seems like the rage bait algorithm has infected tumblr as well#why can't we continue being the one where people actively come to your dash and inboxes to rage bait#why do we have to become depended on alogrithm to annoy us like they do on YT and INSTA!!!#sighhhh#anyways atleast the block button is still somewhat functional so yay I guess!#hellsite (derogatory)#tumblehell#tumblelog#rant for ts
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Everyone should delete tiktok and reddit and instagram and twitter and feel the relief of not being bogged with negativity every minute of their life
#speaking from experience. tumblr is the only half decent platform that doesn't make me wanna twist my head off#i hate algorithms i hate seeing the most obvious rage bait posts ever pushed to the top of feeds#and seeing people engage in it instead of minding their business#stop getting mad at unimportant things on the internet. you'll forget about that shitty post after like 2 days#it's just not worth it#stop paying attention to assholes on the internet
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it's so baffling to me when people say that 2024 is the worst year to be a swiftie because I'm like...do they remember 2016??? like maybe they just don't realize how bad it was. like it wasn't just chronically online twitter stans, the general public and celebrities and even some of her peers in the industry were shitting on her all the time. the online hate now is obnoxious but it's silly and easily ignored because she's literally at the top of her game now and she's not going away whether they like it or not lol
#taylor swift#also I don't have a twitter so idk about that but the TikTok algorithm is made specifically so you spend as much time on it as possible#so it feeds you content that will intentionally make you angry so you engage with the app longer#don't feed the trolls don't engage w/rage bait#block and scroll past
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every time i read instagram comments i get pissed off
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The Illusion of Complexity: Binary Exploitation in Engagement-Driven Algorithms
Abstract:
This paper examines how modern engagement algorithms employed by major tech platforms (e.g., Google, Meta, TikTok, and formerly Twitter/X) exploit predictable human cognitive patterns through simplified binary interactions. The prevailing perception that these systems rely on sophisticated personalization models is challenged; instead, it is proposed that such algorithms rely on statistical generalizations, perceptual manipulation, and engineered emotional reactions to maintain continuous user engagement. The illusion of depth is a byproduct of probabilistic brute force, not advanced understanding.
1. Introduction
Contemporary discourse often attributes high levels of sophistication and intelligence to the recommendation and engagement algorithms employed by dominant tech companies. Users report instances of eerie accuracy or emotionally resonant suggestions, fueling the belief that these systems understand them deeply. However, closer inspection reveals a more efficient and cynical design principle: engagement maximization through binary funneling.
2. Binary Funneling and Predictive Exploitation
At the core of these algorithms lies a reductive model: categorize user reactions as either positive (approval, enjoyment, validation) or negative (disgust, anger, outrage). This binary schema simplifies personalization into a feedback loop in which any user response serves to reinforce algorithmic certainty. There is no need for genuine nuance or contextual understanding; rather, content is optimized to provoke any reaction that sustains user attention.
Once a user engages with content —whether through liking, commenting, pausing, or rage-watching— the system deploys a cluster of categorically similar material. This recurrence fosters two dominant psychological outcomes:
If the user enjoys the content, they may perceive the algorithm as insightful or “smart,” attributing agency or personalization where none exists.
If the user dislikes the content, they may continue engaging in a doomscroll or outrage spiral, reinforcing the same cycle through negative affect.
In both scenarios, engagement is preserved; thus, profit is ensured.
3. The Illusion of Uniqueness
A critical mechanism in this system is the exploitation of the human tendency to overestimate personal uniqueness. Drawing on techniques long employed by illusionists, scammers, and cold readers, platforms capitalize on common patterns of thought and behavior that are statistically widespread but perceived as rare by individuals.
Examples include:
Posing prompts or content cues that seem personalized but are statistically predictable (e.g., "think of a number between 1 and 50 with two odd digits” → most select 37).
Triggering cognitive biases such as the availability heuristic and frequency illusion, which make repeated or familiar concepts appear newly significant.
This creates a reinforcing illusion: the user feels “understood” because the system has merely guessed correctly within a narrow set of likely options. The emotional resonance of the result further conceals the crude probabilistic engine behind it.
4. Emotional Engagement as Systemic Currency
The underlying goal is not understanding, but reaction. These systems optimize for time-on-platform, not user well-being or cognitive autonomy. Anger, sadness, tribal validation, fear, and parasocial attachment are all equally useful inputs. Through this lens, the algorithm is less an intelligent system and more an industrialized Skinner box: an operant conditioning engine powered by data extraction.
By removing the need for interpretive complexity and relying instead on scalable, binary psychological manipulation, companies minimize operational costs while maximizing monetizable engagement.
5. Black-Box Mythology and Cognitive Deference
Compounding this problem is the opacity of these systems. The “black-box” nature of proprietary algorithms fosters a mythos of sophistication. Users, unaware of the relatively simple statistical methods in use, ascribe higher-order reasoning or consciousness to systems that function through brute-force pattern amplification.
This deference becomes part of the trap: once convinced the algorithm “knows them,” users are less likely to question its manipulations and more likely to conform to its outputs, completing the feedback circuit.
6. Conclusion
The supposed sophistication of engagement algorithms is a carefully sustained illusion. By funneling user behavior into binary categories and exploiting universally predictable psychological responses, platforms maintain the appearance of intelligent personalization while operating through reductive, low-cost mechanisms. Human cognition —biased toward pattern recognition and overestimation of self-uniqueness— completes the illusion without external effort. The result is a scalable system of emotional manipulation that masquerades as individualized insight.
In essence, the algorithm does not understand the user; it understands that the user wants to be understood, and it weaponizes that desire for profit.
#ragebait tactics#mass psychology#algorithmic manipulation#false agency#click economy#social media addiction#illusion of complexity#engagement bait#probabilistic targeting#feedback loops#psychological nudging#manipulation#user profiling#flawed perception#propaganda#social engineering#social science#outrage culture#engagement optimization#cognitive bias#predictive algorithms#black box ai#personalization illusion#pattern exploitation#ai#binary funnelling#dopamine hack#profiling#Skinner box#dichotomy
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Some folks on instagram who make a huge deal out of realizing that colors look different next to other colors crack me up. Kinda reminds me of cavemen discovering fire for the first time.
#Every other art reel its like#“I color picked this blue and its actually PURPLE ON THE WHEEL OMFG I CANT BELIEVEEE ITTTT”#yeah man you have been drawing for 10 years and just now realize that? this has to be algorithm bait or something.
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