The Eightfold AI lawsuit exposed what happens when companies treat employment decisions like ad targeting â and why the fix requires enginee
a bit more context
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@maya-serena
The Eightfold AI lawsuit exposed what happens when companies treat employment decisions like ad targeting â and why the fix requires enginee
a bit more context

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You gotta read and watch some old books and films that arenât 100% modern politically correct. Iâm not saying you should agree with everything in them but you need to learn where genres came from to understand what those genres are doing today and where media deconstructing old tropes is coming from.
Also, more often than you might think, theyâre not actually promoting bigotry so much as âdidnât consider all the implications of somethingâ or just used words that were polite then but considered offensive now.
Kill the censor in your head.
When we choose to avoid history because it's Problematic or Says Bad Things, we are choosing to divorce ourselves from understanding how we came from that time to this one, which makes it even more likely for the cycle to repeat, with no one but a few people with shelves of old books aware that it's happened before.
and this shit's important. Media from the past tells us how people from the past acted and thought and behaved.
Plus, a lot of these media pieces were socially acceptable and/or progressive for their time. For example, The Adventures of Huckleberry Finn, while it contains a lot of words and ideas that are offensive now, was very progressive for its time. The book is a statement piece for how a young man who's grown up in a racist environment, with no words to explain himself other than racist and bigoted ones, decides that the whole system is shit and he's not going to follow those rules any more. So not reading or engaging with it because it uses the n-word a lot really misses the point.
"Stop scrolling and please help me spread the word, because if I've landed on your page you're most likely either a black woman or someone who cares about black women and the simple phrase I'm about to share could help save a black woman's life.
Doctors are to black women what police officers are to black men. That may seem controversial but I believe it to be true and I speak from personal experience.
If you've seen this TikTok you know that a 2016 study showed that 50% of medical students and residents thought that black people couldn't feel pain the same as white people.
And we learned from this video that because of a 1999 study, to this day, there's a black correction factor for the creatinin levels in black people's kidneys, meaning we're less likely to recieve a kidney transplant if needed.
So if you go to a doctor, feel you aren't getting proper treatment or they refuse the treatment you've requested, say to them the following:
I will need you to document on record that you are refusing the treatment (or medicine) I've requested, and the reason you are doing so."
This works. I have used it in other situations. If medical staff have to document and take responsibility and be on the hook legally for doing shady shit they behave much differently.
If you werenât already going to spread this advice because black women are at risk, then spread it because itâs applicable to everyone else as well, including you reading this.
But particularly women, and especially black women.
Okay, I was just going to reblog this without commentary, but I can't keep this to myself. I'm a PhD student in environmental science and this is my fucking highway.
The first published study about climate change (that I am aware of-- feel free to point out if there's an older one) is an 1896 paper by Svante Arrhenius. He pointed out the link between the greenhouse effect and changes in atmospheric CO2.
Plate tectonics, which the geoscience community now recognizes as near indisputable, was a fringe theory until about the 1960s.
Just in case anyone thought that climate change was a "recent fad" in research.
This website sometimes seems to think that leftism is when you can buy cheap things, and the cheaper they are, the more leftist it is. I really don't know how to explain the world to people like that.
I made a post a few weeks back about how electronics should be big, expensive, and repairable. A lot of people responded that they agreed with big and repairable, but it should be cheap too.
Here's the problem with that, cheap and well-constructed are mutually exclusive. They simply are. As long as you have an economy where people are paid for work, even with a robust safety net or even universal income, all costs eventually boil down to labor.
Yes, there's raw materials and such, but those are then converted into usable materials using, can anyone give me the answer? That's right, labor.
Simply put, money is a physical representation of labor. This isn't a controversial stance, this is extremely basic baby's first Marxism. Like, you say you go here, but you don't seem to understand this.
The reason things like LCD panels and disposable LED lights and hard disks are so cheap is because their production has been opitmized to produce the most of a specific item in the least amount of time. An electron tube for a radio takes a skilled technician an hour or so to make and costs you $30. Transistors can be made by the thousands on a fully automated production line in the same time and cost you less than a buck each.
If you want a laptop computer that you can service, repair, and upgrade, you have to engineer it to be serviceable, repairable, and upgradeable. That means someone has to be paid to do that. You have to use more materials in order to make it large enough that you can access the servicable parts, which means you have to pay for more materials. You have to provide quality control for all the various extra connections that make servicability possible, someone has to be paid for that. You have to be willing to reject products that make it to final assembly and do not check out for quality control, which is incredibly expensive.
So no, you can't just make things "Big, Cheap, and Repairable." Being cheap and well-made are completely orthogonal to each other.
#if everyone is being compensated fairly#nearly everything 'big' in your life should cost you a lot of money (buying it from someone who made it or at the end of the supply chain)#or a lot of time (making it yourself from scratch or base materials)#and it should last a LONG time and receive maintenance and repair over its lifetime#furniture clothes technology tools curtains quilts toys instruments#etc

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Even in a post-capitalist, post-consumerist world, you still need to produce goods, as a result of this, you need factories because it is more effective to have a few people making a lot of clothes in a factory than every woman being forced to sit down and spin wool all day.
The issue with factories is poor wages, unsafe working conditions and environmental impact, all of which can be fixed through things like regulatory bodies and unions, the issue is not the fact that goods are no longer all made at home
fun fact: this is one of adam smith's actual main arguments in wealth of nations, not that we should all be libertarian arseholes.
the idea is that specialisation makes an economy much more efficient, which then allows more and more people to thrive without having to engage in drudgery and spreading out the workload so we're not all stuck in these subsistence situations, because frankly, there are literally not enough hours in the day and smith recognised that.
Also, of course, the times and places in human history when all of the things that people who idealized history think were made at home, we're actually all made it home, were extremely limited. It wasn't "women making wool all day" at many, many points throughout history â it was still "professional weavers making wool"
Also if you have factories efficiently making MOST of the things we use, more recreational time can be devoted to making the things we really value having handmade.
A spinner, dyer, weaver, or sewist can devote time to making a fancy yarn, a cool piece of art cloth, or a made-to-specifics piece of clothing for their own personal gratification much more readily than if they had to spin, dye, weave, or sew all their family's thread/yarn/fabric/clothes.
So we can have cool things more readily. More and better art. Plus a better time making it.
Abolish ICE.
Hiding their faces like cowards. Their racist beliefs are absolute dogshit and they know it.
At this rate, ICE is on pace to killďżź more American citizens ďżźthan the undocumented immigrants they insist our endangering the country. ďżźďżź

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THIS IS NOT THE END OF STOPKILLINGGAMES
THERE'S A WAY TO BYPASS THE COMMISSION AND PEOPLE ARE ALREADY WORKING ON IT
Tldw; there is majority support in the European Parliament for a bill that would cover most of SKG's issues, and if passed this would bypass the decision of the Commission. There are also ongoing lawsuits in France and other places that would likely lead to some legislation. There is also a bill being worked on in California that wouldn't stop current games from being killed, but would stop future games from being killed
"One down, so many more to go."
"Meh...It's a start!"
"Like many Americans, I mourn the sudden passing of Lindsey Graham. I had hoped he would live long enough to be tried for treason.âŚ"
"Honey, take a deep breath and tell yourself: It is OK to celebrate the deaths of evil people."
Science Backs the Man Who Always Skips Self-Checkout â Here's Why
Self-checkout avoidance isn't stubbornness â science shows choosing a human cashier boosts mood, builds community trust, and fights loneline
File Under: SEE? I WAS RIGHT!
Why are you using chatgpt to get through college. Why are you spending so much time and money on something just to be functionally illiterate and have zero new skills at the end of it all. Literally shooting yourself in the foot. If you want to waste thirty grand you can always just buy a sportscar.
Iâm really starting to think you people donât understand what university is for. Youâre buying the accreditation that you can do these things. It doesnât matter how you do them.
I can assure you if you're going to school to be an xray tech or a surgical assistant it does very much matter how you do the stuff your accreditation says you can do. We aren't all business majors.
Yes, but you actually canât do an X-ray without an X-ray machine and you canât do surgery without scalpels. We already rely on technology for everything. Offloading cognitive tasks just frees us up to do more. If you can do your job with chatgpt, but canât without, you can still do your job. Iâm sure you would find university much much harder without access to google or the internet too.
Do you think scalpels are magic and do a little song and dance and perform the surgery themselves like Beauty and the Beast characters and the surgeon is there to conduct the background music
What do you think will happen when your employer, who hired you because they saw you have a certificate to say that you have specific skills and knowledge, starts expecting you to have and use those skills and knowledge and you can't because you think a university degree is just a piece of paper that you buy
"Offloading cognitive tasks just frees us up to do more"
When you're in school, the cognitive tasks are there for the explicit purpose of being brain exercises. It's weightlifting. It is FOR building your mental muscles and making you a stronger thinker and planner. "Offloading the cognitive tasks", then, is just Not Doing The Weightlifting. What happens when you pay for your gym membership and just stand around messing around on your phone? Nothing. Nothing happens. Just money leaving your wallet. Nothing else.
Using AI is a short term pleasure that is going to fuck you over in the long term, and by the time you realize that you didn't build the necessary muscles you need for the cognitive tasks required of your ACTUAL JOB (or, like, adult life in general), it's going to be too late to do anything about it... except going back and doing the real work all over again to get you up to speed.
And if your response as a college student is "Ugh i'm already good at this though, i don't need the practice" -- sweetie, you have no idea how good at it you could be though. If you're good at it now but you keep working on it, you're going to ASTONISH yourself in a couple years with how good at it you can get. I was a good writer when I was in college; I am an ASTRONOMICALLY better writer now, because I put in the work. But you have to lift the weights and build your muscles to get there, even when it's tedious. There aren't any shortcuts for this. You can be content with your own mediocrity, or you can believe that you're capable of growing towards brilliance. Which one will you choose, mediocrity or brilliance? You get to pick right now.
Iâm a Surgical Assistant and that ChatGPT stan pissed me off so Iâll use my job as an example. 90% of our job as surgical assists comes down to memorizing the names and usages of the thousands of unique instruments and equipment and sutures involved in surgery as well as having the critical thinking skills to anticipate the needs and expectations of the surgeons we work with. Thatâs a âcognitive loadâ that cannot be pawned off on a computer. If I relied on ChatGPT to tell me what instruments to have ready for a case, it would create a composite of what the most likely instruments to be used in a given surgery and assuming that itâs even accurate, it would be effectively useless if my surgeon didnât use any of those because each doctor is different. Surgeons get pissed off if you give them the wrong diameter size suture, so why would I rely on a soulless algorithm to tell me what my surgeon wants? And if Iâm not figuring out for myself what they may need based off my own learning and not machine learning then why am I even there? Thereâs a reason robotic surgery still requires a surgical assistant and a surgeon to operate the robot, technology is an easement not a replacement for human labor and in college learning is the labor you should be doing.
A common thread with ChatGPT simps seems to be that they truly believe all labor is as easy as their cushy middle management jobs in the tech industry. âBuying an accreditationâ might work there but can you imagine someone in the medical field not actually knowing the subject theyâre licensed or accredited to know? Iâll give you a hint: the word we typically use is malpractice.
I would also like to add as somone who did a one degree about 10 years ago when academia was just startingto make the switch from fully physical to full online, it is entirely possible to do a degree without really using the Internet or Google. You turn up to lectures, you collect the reading list, you go to the library, you find the book you need on the shelf, you take it and several others back to whatever desk you're working at and the you read them and make notes (I made notes on a PC but plenty of people in my group used paper notes pads), you critically evaluate the information amd decide whether or not to include it in your assessments. No Google required, it's not that fucking hard.
Let me introduce you all to the building trades concept of "buying your book."
A "book" is (a slightly outdated beyond this specific topic) term for your union card, which states that you're a member in good standing of your local/union and ostensibly means that you have the coinciding skills that go with the title of journeyworker or apprentice or whatever. Typically, to become a journeyman, you serve an apprenticeship (usually 5 years) and then have to take a test of some sort to prove you've acquired all the necessary skills to earn the qualification. The card/book is the proof that you have a basic level of competency.
Sometimes though certain locals, usually in the South or other places where right-to-work or similar attitudes are stronger, will "sell books," which is to say they will allow people who either haven't served an apprenticeship or passed a skills test to buy their card so that they may work on union jobs.
There's a myriad of reasons and reasonings on why a local might do this, but on the ground, it means that if I'm on a big job, anyone from areas or locals that have a reputation for selling books is automatically assumed to be under-qualified. This sucks, because I've known plenty of badass hands from Southern Locals, but because they come from book-selling locals, they had to overcome that stigma. To an extent, this whole thing is self-regulating because if you bought a book and can't hack it, you only come to a travel job once before they will never invite you back, but it is a constant source of sand in the gears for the whole labour management process.
Anyway, learning is important and faking learning WILL bite you in the ass if you have any desire to exist in the world in a meaningful way.
in case y'all ain't seen this yet, it has resources on:
Prison Abolition
Police Abolition
Abolitionist Toolkits
Abolition and Coronavirus
Origin Stories
Criminalizing Blackness
Sexual Violence and Anti-Carceral Feminism
Restorative and Transformative Justice
Disability Justice
The Perils of Reform
Prison Organizing, Past and Present
Private Prisons and Prison Labor
Mutual Aid and/as Abolition
Child Welfare and Family Regulation
The Nonprofit Industrial Complex
Climate (In)Justice and Prisons
Crimmigration
LGBTQ Criminalization
Christianity and Prison Abolition
Abolition for Parents and Young People
Abolition, Surveillance, and â(Counter)Terrorismâ
Should Killer Cops Go To Prison?
Abolition and Gun Violence/Control
âSex Offensesâ and Civil Commitment
Sex Work Decriminalization
Hate Crimes and White Supremacist Violence
Abolition and Universities
đ´ACAB WORLDWIDE BABEYđ´
This guide contains resources on the abolition of policing, prisons, and punishment. You can find another resource hub, created by Mariame K

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I don't have beef with conscientious veganism, but the holier-than-thou my-veganism-is-a-virtue, closet capitalist, performative vegans can kiss my fat, dimpled ass.
Too accurate not to share
He's probably in rigor tortoise already đ˘