#Robotic automation in hospitals
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harshathusm · 2 months ago
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Applications of Robotic Process Automation in Healthcare
Robotic Process Automation (RPA) is transforming the healthcare sector by streamlining repetitive tasks. Key applications include patient data management, appointment scheduling, claims processing, and inventory tracking. By reducing human error and enhancing efficiency, RPA ensures better resource allocation and improved patient care. With expertise in healthcare automation, USM Business Systems stands out as the best mobile app development company, providing cutting-edge RPA solutions for healthcare businesses.
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centelliltd · 5 days ago
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Best AI Solutions for Hospitality Automation- Centelli
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relayrobotics · 5 months ago
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Robots in the Hospitality Industry
The Robots in the Hospitality Industry are being embraced to enhance guest experiences, streamline operations, and improve efficiency. Robots in hotels, restaurants, and resorts are being used for tasks like room service delivery, guest check-in, and concierge services. These intelligent robots not only provide faster, contactless service but also free up staff to focus on personalised guest interactions. By automating routine tasks, businesses can boost productivity while elevating the overall customer experience. From cleaning and maintenance to customer service, robots are helping hospitality businesses stay ahead in a competitive market. Discover how robotics is revolutionising the hospitality industry and transforming the way we think about guest services.
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mostlysignssomeportents · 6 days ago
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AI can’t do your job
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I'm on a 20+ city book tour for my new novel PICKS AND SHOVELS. Catch me in SAN DIEGO at MYSTERIOUS GALAXY on Mar 24, and in CHICAGO with PETER SAGAL on Apr 2. More tour dates here.
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AI can't do your job, but an AI salesman (Elon Musk) can convince your boss (the USA) to fire you and replace you (a federal worker) with a chatbot that can't do your job:
https://www.pcmag.com/news/amid-job-cuts-doge-accelerates-rollout-of-ai-tool-to-automate-government
If you pay attention to the hype, you'd think that all the action on "AI" (an incoherent grab-bag of only marginally related technologies) was in generating text and images. Man, is that ever wrong. The AI hype machine could put every commercial illustrator alive on the breadline and the savings wouldn't pay the kombucha budget for the million-dollar-a-year techies who oversaw Dall-E's training run. The commercial market for automated email summaries is likewise infinitesimal.
The fact that CEOs overestimate the size of this market is easy to understand, since "CEO" is the most laptop job of all laptop jobs. Having a chatbot summarize the boss's email is the 2025 equivalent of the 2000s gag about the boss whose secretary printed out the boss's email and put it in his in-tray so he could go over it with a red pen and then dictate his reply.
The smart AI money is long on "decision support," whereby a statistical inference engine suggests to a human being what decision they should make. There's bots that are supposed to diagnose tumors, bots that are supposed to make neutral bail and parole decisions, bots that are supposed to evaluate student essays, resumes and loan applications.
The narrative around these bots is that they are there to help humans. In this story, the hospital buys a radiology bot that offers a second opinion to the human radiologist. If they disagree, the human radiologist takes another look. In this tale, AI is a way for hospitals to make fewer mistakes by spending more money. An AI assisted radiologist is less productive (because they re-run some x-rays to resolve disagreements with the bot) but more accurate.
In automation theory jargon, this radiologist is a "centaur" – a human head grafted onto the tireless, ever-vigilant body of a robot
Of course, no one who invests in an AI company expects this to happen. Instead, they want reverse-centaurs: a human who acts as an assistant to a robot. The real pitch to hospital is, "Fire all but one of your radiologists and then put that poor bastard to work reviewing the judgments our robot makes at machine scale."
No one seriously thinks that the reverse-centaur radiologist will be able to maintain perfect vigilance over long shifts of supervising automated process that rarely go wrong, but when they do, the error must be caught:
https://pluralistic.net/2024/04/01/human-in-the-loop/#monkey-in-the-middle
The role of this "human in the loop" isn't to prevent errors. That human's is there to be blamed for errors:
https://pluralistic.net/2024/10/30/a-neck-in-a-noose/#is-also-a-human-in-the-loop
The human is there to be a "moral crumple zone":
https://estsjournal.org/index.php/ests/article/view/260
The human is there to be an "accountability sink":
https://profilebooks.com/work/the-unaccountability-machine/
But they're not there to be radiologists.
This is bad enough when we're talking about radiology, but it's even worse in government contexts, where the bots are deciding who gets Medicare, who gets food stamps, who gets VA benefits, who gets a visa, who gets indicted, who gets bail, and who gets parole.
That's because statistical inference is intrinsically conservative: an AI predicts the future by looking at its data about the past, and when that prediction is also an automated decision, fed to a Chaplinesque reverse-centaur trying to keep pace with a torrent of machine judgments, the prediction becomes a directive, and thus a self-fulfilling prophecy:
https://pluralistic.net/2023/03/09/autocomplete-worshippers/#the-real-ai-was-the-corporations-that-we-fought-along-the-way
AIs want the future to be like the past, and AIs make the future like the past. If the training data is full of human bias, then the predictions will also be full of human bias, and then the outcomes will be full of human bias, and when those outcomes are copraphagically fed back into the training data, you get new, highly concentrated human/machine bias:
https://pluralistic.net/2024/03/14/inhuman-centipede/#enshittibottification
By firing skilled human workers and replacing them with spicy autocomplete, Musk is assuming his final form as both the kind of boss who can be conned into replacing you with a defective chatbot and as the fast-talking sales rep who cons your boss. Musk is transforming key government functions into high-speed error-generating machines whose human minders are only the payroll to take the fall for the coming tsunami of robot fuckups.
This is the equivalent to filling the American government's walls with asbestos, turning agencies into hazmat zones that we can't touch without causing thousands to sicken and die:
https://pluralistic.net/2021/08/19/failure-cascades/#dirty-data
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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/2025/03/18/asbestos-in-the-walls/#government-by-spicy-autocomplete
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Image: Krd (modified) https://commons.wikimedia.org/wiki/File:DASA_01.jpg
CC BY-SA 3.0 https://creativecommons.org/licenses/by-sa/3.0/deed.en
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Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg
CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en
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stevebattle · 4 months ago
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"Automation" and friends (1979), by Bill Tolar, Fantasy Factory division, Creative Systems Group Inc., Atlanta, GA. Bill Tolar and Tom Zaken treat us to a surreal tour of the Creative Systems robot factory in episode 1513 of Mister Rogers' Neighbourhood, "Robots & Remotes" (1983).
"Three years ago Bill Tolar and his management/engineering team at Creative Systems Group Inc. in Atlanta produced a cylindrical object with a domed head and dangling arms that ran on a car battery. As soon as Tolar and his team added a two-way wireless radio, they were in the promotional robot business, with a product that resembled R2D2 – the charismatic beeping robot of Star Wars fame.
Since then, the company, which designs and manufactures imaginative interiors for retail stores, has sold 350 remote-controlled robots at prices ranging from $6,000 to $15,000. Although he has competitors, Tolar, 33, claims his company's Fantasy Factory division, with 1981 sales of $700,000, is "the largest promotional robot factory in the world." Coca-Cola has bought about 250 of the robots for its bottlers to use in mall appearances and similar events. Other customers include Arby's Inc., Kimberly-Clark Corp., and the National Pecan Marketing Council.
The robots are intended to create goodwill by chatting spontaneously with the clientele at trade shows, grand openings, supermarkets, hospitals, and sporting events. Such friendliness, Tolar claims, helps to circumvent the barrier people usually erect between themselves and corporate advertising. "The general public likes to think the robot is real," he says.
Creative Systems was an outgrowth of several earlier Tolar ventures. In high school he and a friend formed T&R Odd Jobs, a sign-painting and custom furniture business. As an engineering student at Georgia Tech, he joined his older brother to form Spatial Effects, a company that built lighting equipment for nightclubs."
– Chatty Robot Sparked Design Firm's Success, Inc.com, April 1, 1982.
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germesthegenie · 5 months ago
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Can a “😍😙😁” gal and a “💀👿🩸” gal really be besties? Sure seems like it so far.
Based on a scene from Ward 3.3
Recently finished Ward Arc 3! Thoughts below:
Been a while since my first post on Ward, a couple of thoughts:
Arc 2
I like the slower pace so far (we’ll see how long that lasts i suppose). Nice to get little moments like Victoria going to interviews and visiting the kids at the hospital.
Zion really gave one last middle finger to humanity and said “You know what? Automated random horrific death triggers.” Jokes aside, the broken trigger scene was haunting, might draw something based on it in the future.
The therapy group superhero team premise is interesting. Nice to have a band of characters who have mental or emotional weaknesses but have each other’s backs! Now let’s see who they’re up agaisnt- oh, Tattletale? Oh no.
Not too many thoughts on the arc’s interlude, a lot of nice worldbuilding which is always welcome.
Arc 3
Capture the Flag was a fun premise for a friendly fight, and it delivered pretty well in showing off everyone’s powers, strengths and weaknesses. Also nice to see Victoria filling a more mentor/coach role and getting to flex the experience she’s gained with her power in a more positive light. Have some drawing ideas once I figure out how exactly I want to depict stuff like her aura.
Liking the new team so far, though still need to wrap my head around some of the finer details of the powers. Definitely gives me Jojo vibes in how the powers are more complex in the sequel/s.
I realized quickly that Kenzie’s powerset is a lot like my character from my friend’s Worm campaign (which I might write more about later on). Also a surveillance/drone Tinker, though with more focus on multiple drones and material efficiency than Kenzie’s big boxes of large scale holograms and photo-distortion.
Seems the group all have their own little secrets and/or problems they need to work through. Please Vic don’t let any of them near Tattletale they would practically be a freebie for her to take down.
Ok, no Birdcage as I learned from last post. But is there, like, a dead Earth with a one way portal to toss Carol into? Is Sleeper still occupying Earth Zayin? Maybe we should send Carol there on a free vacation I hear it’s a lovely time in… whatever the effect of his power is.
Evil Robot Grocery… ok how do you even fight that. I guess it’s an S-class Threat for a reason but like what option is there other than quarantining and bombarding the entire area they’ve spread to? Do EMPs work? Put Ghost Bakuda to good use and make that Arc 6 Bomb to knock them all out?
Silly rodent themed hero. Close enough, welcome back Mouse Protector Ratcatcher. Also gonna toss her on the list of “characters I should draw some time.”
Amy Dallon finally speaks, and looks like she’s making friends! Friends that are all (at least former) supervillains! That are encouraging her down a darker path! I can only see good things happening here. A little surprised we get her this early from an Interlude rather than from a main chapter, though I suppose it does make sense to flesh her out more now rather than waiting until Victoria directly sees her again in whatever state she’s in by that point (probably a bad one).
That’s all the Ward thoughts I could think of at the moment. Will be reading more, next update hopefully won’t take 2 months again (but probably will)
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ayeforscotland · 9 months ago
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Money raised goes towards Code.org which seeks to expand participation in computing science by helping women and students of colour.
The Future Tech Innovators Toolkit is a software bundle with courses on Robotics, Electronics and programming with Raspberry Pi and Arduino.
Money raised goes towards Alzheimers Research UK.
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Money raised goes to It Gets Better, a charity that supports LGBT Youth.
Want to pick up the latest Elden Ring DLC? It's also available on the Humble Store with the key being redeemable on Steam.
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alexanderwales · 3 months ago
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Movie Review: Subservience
I did actually end up watching Subservience. I had absolutely no preconceptions going into it, but ... man, bad movie. I will admit to having watched this one on a second monitor while playing a video game, but I don't think that really impacts my reading of it.
It turns out that it's an erotic thriller, and specifically, a type of erotic thriller that I'm not sure has a name, but which I'll call "man ruiner". These were all the rage in the early 90s before petering out, and I've seen it called the "woman from hell" genre, though this is a somewhat more specific subset that would exclude movies like Single White Female.
Basically, there's a hard-working but horny family man, a woman comes into his life and seduces him, he either cheats on his wife or resists temptation, then the woman goes psycho and attacks his family, his wife, and him, before dying, with the man having learned a valuable lesson and reconciled with his wife.
Fatal Attraction is the ur-example, and there aren't that many of them, even if there were enough that people got sick of them. Swimfan is a bad movie, but I have the impression that it's the most recent one people really remember.
Often the woman in question is a subordinate of some kind: a nanny, temp worker, an assistant, someone who is, in theory, in a position of much less power than our male lead. Sometimes, she's young. Sometimes real young, like creepily young (The Crush).
The psychological impetus for this kind of movie is male desire. It's playing on a male fear of a "moment of weakness". One of the key features is this inverted power dynamic. The woman is the aggressor, not just when we get to the thriller part, but as we're ramping up. The woman might be a maid or teacher or employee, but she's on the pursuit almost from the get-go, and her obsession is what drives the plot.
So this movie is just like all of those. Our protagonist is a construction foreman whose wife is in the hospital with a weak heart, and he's taking care of two little kids on his own. He hires a hot robot maid/nanny, played by Megan Fox, who basically immediately begins acting inappropriately. She eventually sleeps with the main character, but when she does, he has basically as much deniability as he possibly can while she pushes through his weak resistance. I'm pretty sure a movie like this will always have that structure, attempting to preserve the man's "virtue" and make him into a victim of the woman and her wiles. These movies are always sympathetic to the man even as he makes his "mistake".
The fact that she's a robot woman is immaterial until like ... act three. She could have just been a maid he hired until then, and virtually nothing about the plot would need to change. There's a half-assed B-plot about robots taking over a construction site and automation taking jobs, but I never felt like they were taking that seriously, and I doubt anyone in the audience was thinking that either. It didn't tie in well with the main plot.
There's fuck-all explanation for why the robot maid goes psycho, except maybe that it's part of a bad batch and our hero had her do a minor memory wipe so she could experience Casablanca fresh without her pre-programmed spoilers. This somehow gave her root access. I know that sounds stupid, but I swear that's like half the explanation they give.
This movie, and others that are in the same subgenre, come from this sort of anxiety about having power over other people, and especially being attracted to people we have power over. It's a horror story whose moral is "don't fuck the nanny" or "keep it professional with the secretary" or "absolutely do not chat up that sixteen-year-old" or just "don't shit where you eat". I think that these are good morals, but I feel vaguely gross about wrapping them in eroticism and presenting the people these horror stories happen to as the victim. The roles are almost always reversed in real life: the protagonist of this sort of movie is in a position where he's far more likely to be a perpetrator abusing a position of power. It's still a plot I can get behind, if they execute well (by this I mean, sell me on the mistake, sell me on the allure), but this one didn't.
(There is at least one example of an opposite-gender version of this basic plot, 2015's The Boy Next Door, which features Jennifer Lopez as a teacher who sleeps with a teenage student in a "moment of weakness" and gets her life wrecked when he goes obsessive stalker on her. 12% on Rotten Tomatoes. I haven't seen it but the trailer is the whole movie.)
So a bad movie, overall. It sadly had nothing to say about artificial intelligence or our relationship to it. It doesn't even really have much to say about these characters, and their relationship to each other, and the ethics of fucking a robot maid. There is a genuine lack of subservience. It's the kind of movie that makes me want to write a better version of it, something that gets at its actual themes more than it did, making better use of the conceit. But I felt no desire to absolve this man of his sins, and I think that's also one of the central fantasies the film offers, so maybe if I ever attempted to write a "man ruiner" film I would end up getting it wrong.
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ashwantsafreepalestine · 3 months ago
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23 December 2024.
Israeli terrorists use automated mechanisms “robots” to place explosive boxes at the gates of Kamal Adwan Hospital.
At least 20 people were injured from the explosion.
Israel is detonating hospitals with bombs. Unadulterated evil.
(source)
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homestuckreplay · 16 days ago
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d&d robot wizard named Intellibeam Laserstation
(page 1555-1572)
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It’s feeling so Act 2 up in here because we are seeing a couple of kids try to figure out Sburb mechanics while being equal parts competent and silly.
But first, a revelation that Jack Noir has ‘a policy of handing out a REGISWORD and a HITLIST to just about everyone who enters your office’ (p.1555). This is in my homestuck jokes hall of fame because it’s a sudden punch of absurdity that adds to the plot and characterization, instead of detracting from them. I think the jokes that don’t hit for me tend to be when a character uses a phrase format or SBAHJ reference that feels out of character for them to say, or when a joke replaces what could be a character moment (for example, p.444). This joke contributes to Jack’s amorality and clear-headedness while inciting disproportionate violence, and preserves PM’s character arc, since it’s significant if she’s the only recipient of this hitlist who actually carries it out.
It sucks that the Queen keeps Jack locked behind a desk watching other people when he has this much flair and style. He should be on the stage. Also I cannot imagine the damage PM would inflict upon Jack if she saw him open that package that isn’t addressed to him. That’s a MAIL CRIME and I for one am not even curious what’s inside until the package reaches its ADDRESSED recipient.
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Dave and Jade are a fun combination of Sburb players, because Dave has no concerns with playing the game ‘correctly’ and is willing to go with whatever makes things easier, while Jade has the inventor’s curiosity and wants to exploit hacks and glitches to advance as fast as possible. And Dave may have made fun of Jade for her ‘goofy modusses’ (p.382) but he is definitely benefiting from them now. Jade doesn’t play many games (p.442, 1400) but has spent her whole life engaging with Skaian technology, which is essentially ‘tech that functions on video game logic’ [sidenote: this definition made me decide that the sylladex is also 100% Skaian tech] so I think this helps her intuit how Sburb works.
The ability to alchemize the alchemiter feels right and correct. Alchemiter upgrades and add-ons allow for more complexity in the mechanics without needing more machines than would be practical to work with, just like how Sburb’s Atheneum (p.620) can store previously carved totems so that it’s not necessary to retain the physical objects. It seems like if enough machines are combined into one, the physical steps (moving around, handling and carving cruxite and cards) will be eliminated and the whole process will be automated. On a story level, it allows for power scaling as an upgrade can be anything, and there’s less concern for the time and space that a task takes – small developments like this and the suggestion of transportalizers between planets (p.1531) are still expanding the scope of the story.
I think a portable alchemiter would be a great next step. Gotta have a punch card for a little backpack and then Dave can carry this around while exploring his planet and he won’t end up like John, in a land of copper giclopses far away from weapon upgrades.
But what I love about Sburb is that it doesn’t care if an update is helpful. It lets the players make bad and nonsensical decisions and incorporates them into its logic. It’s open world and if you want a blender or a GameBro bust on your alchemiter then you can. It’s the difference between a game that makes an error sound if your strength is too low to equip the Ultra Greatsword and a game that lets you equip it and then just be a shitty fighter.
Dave struggling for space on page 1563 made me wonder about the smallest space needed to play Sburb. Its name suggests a full house, but a large room, like a well kept studio apartment, might have room. But a dorm room or houseboat or RV or nursing home or hospital simply would not work without modifications, and the idea of playing Sburb in unconventional living spaces is really interesting to me. Maybe if I write fanfiction it will be about that since it seems outside the scope of the comic at this point.
There’s no WAY we find out what the intellibeam laserstation does any time soon – this reveal is definitely getting saved, which leaves room for speculation! ‘Intelli’ comes from intelligence or intelligible, ‘beam’ and ‘laser’ both suggest a highly precise and advanced ray of light, and ‘station’ is a designated place for an activity (or a regular stopping point, and now I am imagining a train station for lasers). So, this is intelligent light, light that can shape and direct itself according to what it’s needed for? Or it’s light that can itself be used as a resource or material, a place for creating light or building with it? Light is a theoretically infinite resource, so could tie into Skaia’s ‘unlimited creative potential’ (p.422). It could even be involved in creating constructs – things with an intelligence of their own – giving lategame players the ability to alchemize their own light kingdom agents to combat the dark.
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elizabethrobertajones · 2 months ago
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Now I appreciate they added a week gap from the next day "how was the emergency department?" automated text robot but how on earth do I communicate to it that 2 consecutive nurses failed to get me painkillers after putting me on a red flag notice to get them but because they were lovely and extraordinarily overworked I don't blame them for a thing and just think the NHS has been fucked to pieces over my lifetime and they're admirably still trying to help people and honestly I'm just grateful our hospital wasn't one with aerated concrete so far as we can tell
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redbuckethat · 5 months ago
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Why should you watch 911? Well, in a single episode:
- there is a gnarly figure skating accident.
- the stoic fire captain reveals he was a junior professional figure skater. This has never been mentioned before.
- his wife is suspended from her job as a cop for solving a murder.
- an automated robot car drives into a hospital front desk.
- gut wrenching IVF plotline.
- woman tries to turn stalking someone into an admirable life lesson.
- fight club storyline.
- actual WWE superstar and Olympic Champion Ronda Rousey shows up.
- gut wrenching speech about fatherhood and failure.
- guy pees on a robot.
- deadly car crash culminating in one of the best crying scenes I've ever watched.
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spinjitzuladykaia · 5 months ago
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Murder drones OC's cuz i miss the show and its rotting my brain and i need some way to cope aaaahahahaha
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A.L.Z.E.N.A.R.A
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Alzenara( roblox cosplay to see how would she look in 3D)
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Dr.Sandreas(i miss pronounced her name in one of pics)
Lore:Hehe backstory time. Doctor sandreas was only one nice to her. Others were digusted or afraid of Alzenara for very obvious reason,okay This is lokwey overused trope but i imagine she sees Alzenara like her own child because she was one to create her, and she couldn't have a kid on her own, anyways Sandreas than dies,
Than Alzenara falls in some sort of depression,and ofc some stuff happens and Something helds her captive and reprograms her into dissembly drone(not by cyn. By someone or something else cuz she will remain her red color),And than kills everyone in hospital( a very unique kind on cooper 9) And than kills everyone in hospital and feasting on their blood,And she kinda kept being a sadistic drone now living in that hospital,but she prop would attack other drones too
Alzenara was created BY dr.sandreas with Sandreas putting her own knowledge of medication into that robot,she was spefically created to help injured on cooper 9, i most likely thing reason she dont have worker hat is because
A.she actually has a wig over it
B. Sandreas did not build it in
also after alzenara got reprogrammed her name meaning changed into: Automated Lethal Zero-Emotion e-Nurse Necrosis Assassin Futhless Annihilator
any theories about these two? would love to hear these!
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sarkariresultdude · 9 days ago
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China Recruitment Results 2025: Trends, Insights, and Analysis
 As the arena's second-biggest economy, China is still a primary player within the international exertions marketplace. The today's recruitment effects from 2025 display key trends and insights across industries, demographics, and regions. Companies, activity seekers, and policymakers alike can gain from know-how these shifts, as they replicate China's evolving economic landscape, expertise priorities, and marketplace demands.
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Recruitment Process In China 
1. Strong Recovery in Recruitment Activity
In 2025, China’s recruitment market noticed a incredible rebound, following years of pandemic-associated disruptions and financial uncertainty. According to statistics from a couple of human resources and exertions market tracking agencies, general job openings in China increased through about 12% 12 months-on-12 months. This growth turned into frequently driven via sectors which include generation, renewable power, superior production, and modern-day offerings, which includes finance and healthcare.
The surge in recruitment pastime is basically attributed to China’s push closer to monetary modernization and innovation, aligning with the government’s "14th Five-Year Plan" and its vision for incredible development. Furthermore, easing COVID-19 restrictions inside the past two years has revitalized domestic demand, especially in urban centers like Shanghai, Shenzhen, and Beijing, wherein expertise demand stays high.
2. Sector-by using-Sector Breakdown
Technology Sector
China’s tech enterprise stays one in every of the most important recruiters in 2025, with hiring increasing with the aid of 15% in comparison to 2024. Companies running in regions such as synthetic intelligence (AI), semiconductor production, cloud computing, and 5G/6G network infrastructure are main the demand. In precise, the AI and automation sectors skilled document-breaking recruitment, as agencies throughout numerous industries put into effect virtual transformation techniques.
Manufacturing and New Energy
Advanced manufacturing—together with robotics, aerospace, and electric vehicles (EVs)—recorded an eleven% uptick in hiring. With China striving to grow to be a global leader in EV production and inexperienced technology, recruitment in battery generation, renewable energy engineering, and environmental technology has also elevated. The expansion of sun and wind electricity initiatives in inland provinces which include Inner Mongolia and Xinjiang has opened new activity opportunities out of doors main metropolitan hubs.
Financial and Business Services
Financial offerings confirmed a moderate but consistent 7% increase in hiring, in particular in fintech, funding banking, and risk management roles. The fast adoption of virtual finance systems and the growth of inexperienced finance initiatives contributed to this upward fashion. Similarly, prison and compliance departments saw a surge in call for, as stricter regulatory requirements and international exchange dynamics precipitated corporations to strengthen their internal controls.
Healthcare and Life Sciences
China’s growing old populace and the authorities's focus on enhancing healthcare infrastructure have boosted hiring within the medical and pharmaceutical sectors. Hospitals, biotech firms, and healthtech startups elevated recruitment via nine% yr-on-12 months. Special emphasis become placed on roles associated with scientific research, clinical trials, and public fitness management, reflecting China's ambitions to beautify its healthcare resilience.
Three. Regional Disparities in Recruitment
While Tier 1 towns like Beijing, Shanghai, Guangzhou, and Shenzhen hold to dominate in phrases of activity vacancies, there was a major uptick in hiring in Tier 2 and Tier 3 towns, which includes Chengdu, Hangzhou, Xi’an, and Suzhou. The government’s urbanization strategy and nearby improvement rules are riding this shift. Inland provinces and less-advanced regions are actually attracting extra investment, main to activity advent in industries along with logistics, e-trade, and smart production.
This geographic diversification is also related to the upward thrust of far off work, as agencies come to be more bendy in hiring talent from diverse locations. As a end result, skilled specialists are now not limited to standard financial hubs and are finding competitive possibilities in rising cities.
4. Recruitment Challenges: Skills Gaps and Talent Shortages
Despite the overall high quality recruitment results, several sectors pronounced continual demanding situations, specially regarding skills shortages in high-tech and specialised fields. For instance, the semiconductor enterprise keeps to stand a essential gap in skilled engineers and researchers, while the inexperienced electricity area is struggling to find sufficient skilled task managers and technical experts.
Soft abilties consisting of leadership, go-cultural communique, and trouble-fixing also continue to be in excessive demand, mainly as Chinese organizations make bigger their global operations. Talent shortage has led to accelerated competition among employers, riding up salaries for niche roles and prompting groups to make investments extra heavily in inner schooling and improvement packages.
Five. Demographic Shifts: Youth Employment and Aging Workforce
Youth employment remains a complicated problem in China. While job opportunities for younger graduates have grown along financial recuperation, excessive competition and high expectancies hold to pose demanding situations. The countrywide young people unemployment charge stood at about 14% in early 2025, slightly decrease than in 2024 but nonetheless a subject for policymakers.
In reaction, the authorities has expanded employment subsidies, vocational education initiatives, and entrepreneurship programs focused on young human beings. Additionally, more college students are choosing internships, apprenticeships, and industry-connected educational pathways to decorate employability earlier than commencement.
Meanwhile, the getting old group of workers provides its very own set of challenges. Industries including manufacturing, logistics, and healthcare are increasingly more searching out ways to preserve older employees through re-skilling applications and flexible work preparations.
6. Trends in Hiring Practices
Recruitment practices in China are evolving, with organizations leveraging AI-pushed recruitment equipment, virtual exams, and facts analytics to streamline hiring processes. Many organizations now prioritize candidate experience, the use of era to lessen time-to-lease and improve engagement at some point of the recruitment cycle.
Campus recruitment remains a key approach for principal agencies, mainly in sectors which includes generation, finance, and engineering. However, there may be a developing desire for hiring candidates with realistic revel in, main to greater collaboration between universities and companies to offer industry-relevant guides and internships.
Diversity and inclusion are also gaining traction. Companies are increasingly dedicated to gender balance and hiring talent from numerous backgrounds, which include ethnic minorities and worldwide candidates, specially within the tech and R&D sectors.
7. Outlook for 2025 and Beyond
Looking in advance, China’s recruitment panorama is predicted to remain dynamic. The persisted improvement of emerging sectors consisting of quantum computing, biotechnology, smart towns, and the metaverse will create new employment opportunities, specially for skills with interdisciplinary ability sets.
Policy shifts, which includes similarly liberalization of the hard work market and supportive measures for small and medium corporations (SMEs), may also stimulate job advent. Additionally, the emphasis on sustainable improvement and digital innovation is in all likelihood to reshape hiring priorities, with an growing awareness on inexperienced jobs and virtual literacy.
However, geopolitical uncertainties, change tensions, and worldwide monetary fluctuations will remain key elements influencing China’s hard work marketplace within the close to destiny. Businesses and activity seekers alike will need to stay agile, adapting to changing financial situations and technological advancements.
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sassypotatoe1 · 2 months ago
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Every time I get a call and a pre-recorded voice starts playing I hang up. Emergency? Have a real person call me. Fraud on my bank statement? Have a real person call me. Insurance premium going up? Have a real person call me. I automatically assume a call is a spam call if I hear a pre recorded voice.
I will stand by it in a court of law, if someone committed fraud on my account and I hung up on the bank because they used an automatic voice I'm fighting tooth and nail in court that they had not gone through enough effort to notify me and should thus reimburse me for my legal fees and the money lost.
If you can't be assed to pay a human being to talk to me about something important I can't be bothered to listen. This is how I combat ai and automation in an unemployment crisis. Private hospitals, the cops and banks make enough money to have a real person on the payroll to make important calls. I'm not listening a second longer when I hear that robotic cadence.
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darkmaga-returns · 4 months ago
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Technocrats in China intend to automate all health care as herd management. Further, “AI hospitals can even predict the spread, development, and control of infectious diseases in a region,” meaning that the AI hospital can automatically order lockdowns when it deems it necessary. China is a testing ground for the rest of the human population, including in America. Get ready to hear “The Robo-Doc will now see you now.” ��� TN Editor
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The world’s first AI hospital where robot doctors can treat 3,000 patients a day has been unveiled in China.
Dubbed “Agent Hospital”, the virtual facility will have the potential to save “millions” through its autonomous interaction.
Developed by researchers from Tsinghua University in Beijing, the AI hospital is so advanced that it already aims to be operational by the second half of 2024.
Six months of research and development means the hospital is nearing readiness for practical application, where it is set to transform the way doctors diagnose and treat patients.
Research team leader of the Agent Hospital, Liu Yang, said the AI hospital will bring immense benefits to both medical professionals and the general public, Global Times report.
Thanks to its simulated environment and ability to autonomously evolve, AI doctors will be able to treat up to 10,000 patients within a matter of days.
To put this into perspective, it would take at least two years for human doctors to achieve the same numbers.
Tests conducted by Chinese researchers have already shown AI doctor agents achieve an impressive 93.06 percent accuracy rate on the MedQA dataset (US Medical Licensing Exam questions).
Covering major respiratory diseases, the virtual medical professionals were able to simulate the entire process of diagnosing and treating patients.
This included consultation, examination, diagnosis, treatment and follow-up processes.
The virtual world will see all doctors, nurses and patients driven by large language model-powered intelligent agents.
The role information for the AI doctors can also be “infinitely expanded”, the report adds.
For now, a configuration of 14 doctors and four nurses are on hand to deal with the demand of patients.
The 14 doctors are designed to diagnose diseases and formulate detailed treatment plans, while the four nurses focus on daily support.
Bringing the AI hospital into the real world means medical students can be provided with enhanced training opportunities.
Proposing treatment plans without the fear of causing harm to real patients will allow them to practice in a risk-free environment.
This will ultimately lead to the cultivation of “highly-skilled doctors,” according to Liu.
When the roles are reversed, whereby the doctors are virtual and the patients are real, online telemedicine services can be provided.
According to the report, this would allow AI doctors to handle thousands, or even “millions”, of cases.
Liu adds that the AI hospital can even predict the spread, development and control of infectious diseases in a region.
Another motivator behind the AI hospital is creating affordable care for the public.
As diagnostic capabilities of AI doctors translate through to the real world, it brings with it high-quality, affordable and convenient healthcare services.
As with any new idea, however, it carries with it a number of challenges.
To ensure that AI technology does not pose a risk to public health, strict adherence to national medical regulations is required.
On top of that, thorough validation of technological maturity and the exploration of mechanisms for AI-human collaboration are also essential.
Read full article here…
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