#A* algorithm
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I've effectively realised that the AI model for the bipedal robot I've been looking into for months is basically two A* style algorithms in an AI trenchcoat. Not a bad thing. Just irritating I didn't clock it 3 months ago.
#ai#ai research#A* algorithm#When you look at research from one perspective and suddenly understand the other perspective that made this not a huge leap in logic#who rewards the reward function#aritificial intelligence#machine learning
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tbh i think the funniest phenomena that's been happening in the last couple years is "youtuber, having gone too deep into the research hole, has been made an investigative journalist against their will"
#like im not gonna name names but i can think of at least 3 channels#where they stopped posting short form content and went#wait the patreon is paying my rent im no longer a slave to the algorithm gods#HELL YEAH TIME TO SPEND 5+ MONTHS PUTTING TOGETHER A 3+ HOUR VIDEO#and i eat that shit up every time
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today on the train home the guy next to me was on his phone and at one point i saw him go on tumblr and he just had like. a normie dash. like it was all photography. of nature and architecture. he was using tumblr the way a heterosexual landscaper for rich people might use instagram. i actually had to watch his screen for a few seconds to be sure it really was tumblr because i was so taken aback by the content he was viewing. this is why algorithmless websites are so beautiful btw because i genuinely didn't know that this side of tumblr even existed. he didn't even so much as scroll past any text posts.
EDIT: look i'm not going to turn off reblogs but i cannot stress enough that THIS WASN'T A HIPSTER BLOG DASH IT WASN'T AN AESTHETIC BLOG DASH IT WAS THE MOST WILDLY GENERIC COLLECTION OF IMAGES YOU HAVE EVER SEEN IN YOUR LIFE. I AM NOT EXAGGERATING OR BEING A QUIRKY FANDOM TUMBLRINA WHEN I SAY "NORMIE" I GENUINELY MEAN "SO NORMAL THAT IT CIRCLES AROUND TO WEIRD". CAN ANYBODY HEAR ME? HELLO?
#steph's post tag#also no more ''um actually there is an algorithm and this is proof'' THERE ISN'T AN ALGORITHM IF YOU DON'T LOOK AT THE FUCKING FOR YOU TAB#LIKE THE DASH IS A CHRONOLOGICAL FEED OF BLOGS YOU ALREADY FOLLOW. I DISCOVER BLOGS ORGANICALLY THROUGH THE ONES I ALREADY FOLLOW.#IF YOU ARE EXPERIENCING AN ALGORITHM ON TUMBLR THAT'S A YOU PROBLEM.
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I am mad about cellphone cameras hiding the processing they do, and I am glad about software that lets me control it and opt in and out, and I dictated this rant on insta so I am resharing the images here and will attempt to turn this into a useful text post on my blog in future, when my hand is working better 🤘👍
#cellphone camera#phone camera#algorithm#noise reduction#edge enhancement#image processing#digital photography#phone photography
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Ian Stone, Doubting Thomas, oil on linen, 12x16 in, 2023
#i've become too exhausted with being subjected to the stupidity and repetition of the tags and notes on this post#go follow ian on ig instead#feed his algorithm
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jobs for autism boy NO phone call NO schedule NO talking to people NO emails NO computer programming or sex work NO becoming a youtuber NO starting a band NO leaving my house NO one gets mad at me. $27 per hour please
#text#if ur here from the fyp GO USE UR FOLLOWING PAGE RESIST THE ALGORITHMS BEING PUSHED ON US#peer reviewed banger
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bluesky is honestly so nice and wholesome. the communities there reminds me a lot of tumblrs, i’ve really felt at home 🥹 my bluesky
some of the unique things i’ve liked:
- moderation lists: massive human made blocklists. they have lists for MAGAs, Nazis, genAI users/posters, NFT bros, spammers bots etc. truly amazing.
- starter packs: again human made lists of people they recommend to follow. there’s so many starter packs, from artist to follow, musicians, writers, even shitposters lmao.
- feeds: customizable, public timelines. you can create your own or join one of the thousands of feeds out there. you can also create a feed just for your art, so if you have a messy media tab, it keeps your art posts clean and organized!!
- blocking/muting: they have an amazing blocking system. when you block they can’t see your posts or even search you o. the site. they also allow you to mute people, delete specific replies, and even let you detach your post from a quote reblog if they’re trying to cause drama. honestly the best for a drama free environment. they also have very nice post filters so you can mute or completely block posts containing specific words or phrase!
- community: after blocking all the moderation lists it really just seems like a nice oasis for artists, creatives and others to connect with each other and get new followings. i’ve had a lot of people discover my art there and immediate support. it was super sweet.
- NSFW: not really something i like but i know a lot of others will; they allow NSFW content, art and otherwise. They have GREAT moderation so if you’re not interested in seeing those types of post be sure to turn on your content moderation settings.
#i love how much you can customize your algorithm#they have MASSIVE blocklists so you can auto block MAGAs/nazis/terfs/AI etc#it is SO nice#and everyone on the site seems to genuinely want to make it work and stay there#hope it succeeds!
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bro let the thoughts win
#smallidarity#guess the build#my art#trafficshipping#mcytshipping#i guess#alt caption:#pov: it's the year 2025 and you open up twitter to a notification from solidaritycouk#it's joel and jimmy getting married#how is this one a banger guys i do not understand the algorithm at all#smallidarity daily#day 1#so happy nobody pointed out the grammar error haha
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also been thinking abt pooki with his cunty scarf💅
if my next drawing post isnt the comic update take me out back and shoot me like a sick dog
#ghost#this was a wip too and its mainly to keep that damn twitter algorithm from throwing me into the abyss if im not on every fukkin day#i got sonethin imma post on patreon bc christ sake ppl are paying me but otherwise no more fukkin around#my first time seeing him wit the scarf a 'slay queen' slipped out despite me never really fukkin saying shit like that AHA#ghost with the crustiest bloodshot eyes from getting 3 hrs of sleep bawling his eyes out in the shower and smoking 5 blunts#bc girl thats how it is#my art#fanart#ghost call of duty#simon ghost riley#simon riley#ghost mw2#ghost cod#mw3#call of duty#call of duty modern warfare#call of duty modern warfare 2#call of duty modern warfare 3#put em all in there fuggit
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understanding academic concepts got me blushing swinging my legs giggling
#dude I spent like 3h trying to understand one algorithm yesterday & wrote the messiest most confusing ever paragraph abt it to the thesis#only to have a WAIT A MINUTE-moment today and completely rewriting that in like 20minutes#dont wanna say yesterday was wasted bc I'm sure that was just the thinking process I had to go through to get it to my head#studyblr#uni studyblr#april 2024#2024
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❄️☃️The SDV Girlies in their winter garb!☃️❄️
One side how i interpreted their lil avatars and then the other side is just me playing dress up lmao.
“Bois when?” Dunno. 🤷🏽♀️ I will if anyone donates screenshots.
#stardew valley#stardew valley 1.6#stardew valley winter#stardew valley maru#stardew valley haley#stardew valley penny#stardew valley leah#stardew valley emily#stardew valley abigail#sdv maru#sdv haley#sdv penny#sdv leah#sdv emily#sdv abigail#i was sweating drawing this#the ph is having a fucking heatwave at 40*C / 104*C#and i’m not even living in the city where its definitely worse!!!#my pinterest algorithm probably thinks i’m insane for searching up winter outfits#penny looking lightly dressed for winter in her 2nd lewk but she’s dressed in several layers in dresses and skirts#i just wanted to show a lil bit of the layered neckline#ngl my fave lewk has to be emily!#she probably made her whole ensamble from scratch#abgail probably goes around lightly dressed#‘cold never bothered her anyway’ -elsa#haley going from cocnut girl to cold girl aesthetic#also i based maru’s outfit in this really cool chinese obre puffer jacket + 90s pastel tracksuit#with leah… what can i say gay in primary colors#thank you to henarikat for sending me a screenshot of their avatars!!!!!!#and also for being a beta for Haley and Penny’s looks hahaha
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Tumblr's algorithm has decided that I occupy the intersection of a very specific Venn diagram.
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THEYRE HERE AND THEYRE REAL
#sonic the hedgehog#sonic#shadow the hedgehog#sonic generations#sonic x shadow generations#sonadow#IM FREAKING OUTTTT#AAAAAAAAA#peachys art#2k#this INSTA BLEW UP#THANK U TUMBLR... UR A REAL ONE... TWITTER ALGORITHM HATED THIS ONE (got around 50 likes in the same time as this one)#maybe i will ... draw them more. who knows.#3k#THIS IS INSANE#U GUYS ARE INSANE#/POS#4k#ok this is getting long this is the last time im updating the tags
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#at this moment in time#even if the ads are weird#tumblr is the best imo as it isnt shoving an algorithm down our throats and no follower counts
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Bossware is unfair (in the legal sense, too)
You can get into a lot of trouble by assuming that rich people know what they're doing. For example, might assume that ad-tech works – bypassing peoples' critical faculties, reaching inside their minds and brainwashing them with Big Data insights, because if that's not what's happening, then why would rich people pour billions into those ads?
https://pluralistic.net/2020/12/06/surveillance-tulip-bulbs/#adtech-bubble
You might assume that private equity looters make their investors rich, because otherwise, why would rich people hand over trillions for them to play with?
https://thenextrecession.wordpress.com/2024/11/19/private-equity-vampire-capital/
The truth is, rich people are suckers like the rest of us. If anything, succeeding once or twice makes you an even bigger mark, with a sense of your own infallibility that inflates to fill the bubble your yes-men seal you inside of.
Rich people fall for scams just like you and me. Anyone can be a mark. I was:
https://pluralistic.net/2024/02/05/cyber-dunning-kruger/#swiss-cheese-security
But though rich people can fall for scams the same way you and I do, the way those scams play out is very different when the marks are wealthy. As Keynes had it, "The market can remain irrational longer than you can remain solvent." When the marks are rich (or worse, super-rich), they can be played for much longer before they go bust, creating the appearance of solidity.
Noted Keynesian John Kenneth Galbraith had his own thoughts on this. Galbraith coined the term "bezzle" to describe "the magic interval when a confidence trickster knows he has the money he has appropriated but the victim does not yet understand that he has lost it." In that magic interval, everyone feels better off: the mark thinks he's up, and the con artist knows he's up.
Rich marks have looong bezzles. Empirically incorrect ideas grounded in the most outrageous superstition and junk science can take over whole sections of your life, simply because a rich person – or rich people – are convinced that they're good for you.
Take "scientific management." In the early 20th century, the con artist Frederick Taylor convinced rich industrialists that he could increase their workers' productivity through a kind of caliper-and-stopwatch driven choreographry:
https://pluralistic.net/2022/08/21/great-taylors-ghost/#solidarity-or-bust
Taylor and his army of labcoated sadists perched at the elbows of factory workers (whom Taylor referred to as "stupid," "mentally sluggish," and as "an ox") and scripted their motions to a fare-the-well, transforming their work into a kind of kabuki of obedience. They weren't more efficient, but they looked smart, like obedient robots, and this made their bosses happy. The bosses shelled out fortunes for Taylor's services, even though the workers who followed his prescriptions were less efficient and generated fewer profits. Bosses were so dazzled by the spectacle of a factory floor of crisply moving people interfacing with crisply working machines that they failed to understand that they were losing money on the whole business.
To the extent they noticed that their revenues were declining after implementing Taylorism, they assumed that this was because they needed more scientific management. Taylor had a sweet con: the worse his advice performed, the more reasons their were to pay him for more advice.
Taylorism is a perfect con to run on the wealthy and powerful. It feeds into their prejudice and mistrust of their workers, and into their misplaced confidence in their own ability to understand their workers' jobs better than their workers do. There's always a long dollar to be made playing the "scientific management" con.
Today, there's an app for that. "Bossware" is a class of technology that monitors and disciplines workers, and it was supercharged by the pandemic and the rise of work-from-home. Combine bossware with work-from-home and your boss gets to control your life even when in your own place – "work from home" becomes "live at work":
https://pluralistic.net/2021/02/24/gwb-rumsfeld-monsters/#bossware
Gig workers are at the white-hot center of bossware. Gig work promises "be your own boss," but bossware puts a Taylorist caliper wielder into your phone, monitoring and disciplining you as you drive your wn car around delivering parcels or picking up passengers.
In automation terms, a worker hitched to an app this way is a "reverse centaur." Automation theorists call a human augmented by a machine a "centaur" – a human head supported by a machine's tireless and strong body. A "reverse centaur" is a machine augmented by a human – like the Amazon delivery driver whose app goads them to make inhuman delivery quotas while punishing them for looking in the "wrong" direction or even singing along with the radio:
https://pluralistic.net/2024/08/02/despotism-on-demand/#virtual-whips
Bossware pre-dates the current AI bubble, but AI mania has supercharged it. AI pumpers insist that AI can do things it positively cannot do – rolling out an "autonomous robot" that turns out to be a guy in a robot suit, say – and rich people are groomed to buy the services of "AI-powered" bossware:
https://pluralistic.net/2024/01/29/pay-no-attention/#to-the-little-man-behind-the-curtain
For an AI scammer like Elon Musk or Sam Altman, the fact that an AI can't do your job is irrelevant. From a business perspective, the only thing that matters is whether a salesperson can convince your boss that an AI can do your job – whether or not that's true:
https://pluralistic.net/2024/07/25/accountability-sinks/#work-harder-not-smarter
The fact that AI can't do your job, but that your boss can be convinced to fire you and replace you with the AI that can't do your job, is the central fact of the 21st century labor market. AI has created a world of "algorithmic management" where humans are demoted to reverse centaurs, monitored and bossed about by an app.
The techbro's overwhelming conceit is that nothing is a crime, so long as you do it with an app. Just as fintech is designed to be a bank that's exempt from banking regulations, the gig economy is meant to be a workplace that's exempt from labor law. But this wheeze is transparent, and easily pierced by enforcers, so long as those enforcers want to do their jobs. One such enforcer is Alvaro Bedoya, an FTC commissioner with a keen interest in antitrust's relationship to labor protection.
Bedoya understands that antitrust has a checkered history when it comes to labor. As he's written, the history of antitrust is a series of incidents in which Congress revised the law to make it clear that forming a union was not the same thing as forming a cartel, only to be ignored by boss-friendly judges:
https://pluralistic.net/2023/04/14/aiming-at-dollars/#not-men
Bedoya is no mere historian. He's an FTC Commissioner, one of the most powerful regulators in the world, and he's profoundly interested in using that power to help workers, especially gig workers, whose misery starts with systemic, wide-scale misclassification as contractors:
https://pluralistic.net/2024/02/02/upward-redistribution/
In a new speech to NYU's Wagner School of Public Service, Bedoya argues that the FTC's existing authority allows it to crack down on algorithmic management – that is, algorithmic management is illegal, even if you break the law with an app:
https://www.ftc.gov/system/files/ftc_gov/pdf/bedoya-remarks-unfairness-in-workplace-surveillance-and-automated-management.pdf
Bedoya starts with a delightful analogy to The Hawtch-Hawtch, a mythical town from a Dr Seuss poem. The Hawtch-Hawtch economy is based on beekeeping, and the Hawtchers develop an overwhelming obsession with their bee's laziness, and determine to wring more work (and more honey) out of him. So they appoint a "bee-watcher." But the bee doesn't produce any more honey, which leads the Hawtchers to suspect their bee-watcher might be sleeping on the job, so they hire a bee-watcher-watcher. When that doesn't work, they hire a bee-watcher-watcher-watcher, and so on and on.
For gig workers, it's bee-watchers all the way down. Call center workers are subjected to "AI" video monitoring, and "AI" voice monitoring that purports to measure their empathy. Another AI times their calls. Two more AIs analyze the "sentiment" of the calls and the success of workers in meeting arbitrary metrics. On average, a call-center worker is subjected to five forms of bossware, which stand at their shoulders, marking them down and brooking no debate.
For example, when an experienced call center operator fielded a call from a customer with a flooded house who wanted to know why no one from her boss's repair plan system had come out to address the flooding, the operator was punished by the AI for failing to try to sell the customer a repair plan. There was no way for the operator to protest that the customer had a repair plan already, and had called to complain about it.
Workers report being sickened by this kind of surveillance, literally – stressed to the point of nausea and insomnia. Ironically, one of the most pervasive sources of automation-driven sickness are the "AI wellness" apps that bosses are sold by AI hucksters:
https://pluralistic.net/2024/03/15/wellness-taylorism/#sick-of-spying
The FTC has broad authority to block "unfair trade practices," and Bedoya builds the case that this is an unfair trade practice. Proving an unfair trade practice is a three-part test: a practice is unfair if it causes "substantial injury," can't be "reasonably avoided," and isn't outweighed by a "countervailing benefit." In his speech, Bedoya makes the case that algorithmic management satisfies all three steps and is thus illegal.
On the question of "substantial injury," Bedoya describes the workday of warehouse workers working for ecommerce sites. He describes one worker who is monitored by an AI that requires him to pick and drop an object off a moving belt every 10 seconds, for ten hours per day. The worker's performance is tracked by a leaderboard, and supervisors punish and scold workers who don't make quota, and the algorithm auto-fires if you fail to meet it.
Under those conditions, it was only a matter of time until the worker experienced injuries to two of his discs and was permanently disabled, with the company being found 100% responsible for this injury. OSHA found a "direct connection" between the algorithm and the injury. No wonder warehouses sport vending machines that sell painkillers rather than sodas. It's clear that algorithmic management leads to "substantial injury."
What about "reasonably avoidable?" Can workers avoid the harms of algorithmic management? Bedoya describes the experience of NYC rideshare drivers who attended a round-table with him. The drivers describe logging tens of thousands of successful rides for the apps they work for, on promise of "being their own boss." But then the apps start randomly suspending them, telling them they aren't eligible to book a ride for hours at a time, sending them across town to serve an underserved area and still suspending them. Drivers who stop for coffee or a pee are locked out of the apps for hours as punishment, and so drive 12-hour shifts without a single break, in hopes of pleasing the inscrutable, high-handed app.
All this, as drivers' pay is falling and their credit card debts are mounting. No one will explain to drivers how their pay is determined, though the legal scholar Veena Dubal's work on "algorithmic wage discrimination" reveals that rideshare apps temporarily increase the pay of drivers who refuse rides, only to lower it again once they're back behind the wheel:
https://pluralistic.net/2023/04/12/algorithmic-wage-discrimination/#fishers-of-men
This is like the pit boss who gives a losing gambler some freebies to lure them back to the table, over and over, until they're broke. No wonder they call this a "casino mechanic." There's only two major rideshare apps, and they both use the same high-handed tactics. For Bedoya, this satisfies the second test for an "unfair practice" – it can't be reasonably avoided. If you drive rideshare, you're trapped by the harmful conduct.
The final prong of the "unfair practice" test is whether the conduct has "countervailing value" that makes up for this harm.
To address this, Bedoya goes back to the call center, where operators' performance is assessed by "Speech Emotion Recognition" algorithms, a psuedoscientific hoax that purports to be able to determine your emotions from your voice. These SERs don't work – for example, they might interpret a customer's laughter as anger. But they fail differently for different kinds of workers: workers with accents – from the American south, or the Philippines – attract more disapprobation from the AI. Half of all call center workers are monitored by SERs, and a quarter of workers have SERs scoring them "constantly."
Bossware AIs also produce transcripts of these workers' calls, but workers with accents find them "riddled with errors." These are consequential errors, since their bosses assess their performance based on the transcripts, and yet another AI produces automated work scores based on them.
In other words, algorithmic management is a procession of bee-watchers, bee-watcher-watchers, and bee-watcher-watcher-watchers, stretching to infinity. It's junk science. It's not producing better call center workers. It's producing arbitrary punishments, often against the best workers in the call center.
There is no "countervailing benefit" to offset the unavoidable substantial injury of life under algorithmic management. In other words, algorithmic management fails all three prongs of the "unfair practice" test, and it's illegal.
What should we do about it? Bedoya builds the case for the FTC acting on workers' behalf under its "unfair practice" authority, but he also points out that the lack of worker privacy is at the root of this hellscape of algorithmic management.
He's right. The last major update Congress made to US privacy law was in 1988, when they banned video-store clerks from telling the newspapers which VHS cassettes you rented. The US is long overdue for a new privacy regime, and workers under algorithmic management are part of a broad coalition that's closer than ever to making that happen:
https://pluralistic.net/2023/12/06/privacy-first/#but-not-just-privacy
Workers should have the right to know which of their data is being collected, who it's being shared by, and how it's being used. We all should have that right. That's what the actors' strike was partly motivated by: actors who were being ordered to wear mocap suits to produce data that could be used to produce a digital double of them, "training their replacement," but the replacement was a deepfake.
With a Trump administration on the horizon, the future of the FTC is in doubt. But the coalition for a new privacy law includes many of Trumpland's most powerful blocs – like Jan 6 rioters whose location was swept up by Google and handed over to the FBI. A strong privacy law would protect their Fourth Amendment rights – but also the rights of BLM protesters who experienced this far more often, and with far worse consequences, than the insurrectionists.
The "we do it with an app, so it's not illegal" ruse is wearing thinner by the day. When you have a boss for an app, your real boss gets an accountability sink, a convenient scapegoat that can be blamed for your misery.
The fact that this makes you worse at your job, that it loses your boss money, is no guarantee that you will be spared. Rich people make great marks, and they can remain irrational longer than you can remain solvent. Markets won't solve this one – but worker power can.
Image: Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg
CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en
#pluralistic#alvaro bedoya#ftc#workers#algorithmic management#veena dubal#bossware#taylorism#neotaylorism#snake oil#dr seuss#ai#sentiment analysis#digital phrenology#speech emotion recognition#shitty technology adoption curve
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I've been thinking about these tags the last two days
#(🧿 warding off the buggy tumblr algorithm so this shows up in the tags)#billford#gravity falls#bill cipher#human bill cipher#grunkle ford#ford pines#fanart#my art#bill goldilocks cipher
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