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nostalgebraist · 3 months ago
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Anthropic's stated "AI timelines" seem wildly aggressive to me.
As far as I can tell, they are now saying that by 2028 – and possibly even by 2027, or late 2026 – something they call "powerful AI" will exist.
And by "powerful AI," they mean... this (source, emphasis mine):
In terms of pure intelligence, it is smarter than a Nobel Prize winner across most relevant fields – biology, programming, math, engineering, writing, etc. This means it can prove unsolved mathematical theorems, write extremely good novels, write difficult codebases from scratch, etc. In addition to just being a “smart thing you talk to”, it has all the “interfaces” available to a human working virtually, including text, audio, video, mouse and keyboard control, and internet access. It can engage in any actions, communications, or remote operations enabled by this interface, including taking actions on the internet, taking or giving directions to humans, ordering materials, directing experiments, watching videos, making videos, and so on. It does all of these tasks with, again, a skill exceeding that of the most capable humans in the world. It does not just passively answer questions; instead, it can be given tasks that take hours, days, or weeks to complete, and then goes off and does those tasks autonomously, in the way a smart employee would, asking for clarification as necessary. It does not have a physical embodiment (other than living on a computer screen), but it can control existing physical tools, robots, or laboratory equipment through a computer; in theory it could even design robots or equipment for itself to use. The resources used to train the model can be repurposed to run millions of instances of it (this matches projected cluster sizes by ~2027), and the model can absorb information and generate actions at roughly 10x-100x human speed. It may however be limited by the response time of the physical world or of software it interacts with. Each of these million copies can act independently on unrelated tasks, or if needed can all work together in the same way humans would collaborate, perhaps with different subpopulations fine-tuned to be especially good at particular tasks.
In the post I'm quoting, Amodei is coy about the timeline for this stuff, saying only that
I think it could come as early as 2026, though there are also ways it could take much longer. But for the purposes of this essay, I’d like to put these issues aside [...]
However, other official communications from Anthropic have been more specific. Most notable is their recent OSTP submission, which states (emphasis in original):
Based on current research trajectories, we anticipate that powerful AI systems could emerge as soon as late 2026 or 2027 [...] Powerful AI technology will be built during this Administration. [i.e. the current Trump administration -nost]
See also here, where Jack Clark says (my emphasis):
People underrate how significant and fast-moving AI progress is. We have this notion that in late 2026, or early 2027, powerful AI systems will be built that will have intellectual capabilities that match or exceed Nobel Prize winners. They’ll have the ability to navigate all of the interfaces… [Clark goes on, mentioning some of the other tenets of "powerful AI" as in other Anthropic communications -nost]
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To be clear, extremely short timelines like these are not unique to Anthropic.
Miles Brundage (ex-OpenAI) says something similar, albeit less specific, in this post. And Daniel Kokotajlo (also ex-OpenAI) has held views like this for a long time now.
Even Sam Altman himself has said similar things (though in much, much vaguer terms, both on the content of the deliverable and the timeline).
Still, Anthropic's statements are unique in being
official positions of the company
extremely specific and ambitious about the details
extremely aggressive about the timing, even by the standards of "short timelines" AI prognosticators in the same social cluster
Re: ambition, note that the definition of "powerful AI" seems almost the opposite of what you'd come up with if you were trying to make a confident forecast of something.
Often people will talk about "AI capable of transforming the world economy" or something more like that, leaving room for the AI in question to do that in one of several ways, or to do so while still failing at some important things.
But instead, Anthropic's definition is a big conjunctive list of "it'll be able to do this and that and this other thing and...", and each individual capability is defined in the most aggressive possible way, too! Not just "good enough at science to be extremely useful for scientists," but "smarter than a Nobel Prize winner," across "most relevant fields" (whatever that means). And not just good at science but also able to "write extremely good novels" (note that we have a long way to go on that front, and I get the feeling that people at AI labs don't appreciate the extent of the gap [cf]). Not only can it use a computer interface, it can use every computer interface; not only can it use them competently, but it can do so better than the best humans in the world. And all of that is in the first two paragraphs – there's four more paragraphs I haven't even touched in this little summary!
Re: timing, they have even shorter timelines than Kokotajlo these days, which is remarkable since he's historically been considered "the guy with the really short timelines." (See here where Kokotajlo states a median prediction of 2028 for "AGI," by which he means something less impressive than "powerful AI"; he expects something close to the "powerful AI" vision ["ASI"] ~1 year or so after "AGI" arrives.)
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I, uh, really do not think this is going to happen in "late 2026 or 2027."
Or even by the end of this presidential administration, for that matter.
I can imagine it happening within my lifetime – which is wild and scary and marvelous. But in 1.5 years?!
The confusing thing is, I am very familiar with the kinds of arguments that "short timelines" people make, and I still find the Anthropic's timelines hard to fathom.
Above, I mentioned that Anthropic has shorter timelines than Daniel Kokotajlo, who "merely" expects the same sort of thing in 2029 or so. This probably seems like hairsplitting – from the perspective of your average person not in these circles, both of these predictions look basically identical, "absurdly good godlike sci-fi AI coming absurdly soon." What difference does an extra year or two make, right?
But it's salient to me, because I've been reading Kokotajlo for years now, and I feel like I basically get understand his case. And people, including me, tend to push back on him in the "no, that's too soon" direction. I've read many many blog posts and discussions over the years about this sort of thing, I feel like I should have a handle on what the short-timelines case is.
But even if you accept all the arguments evinced over the years by Daniel "Short Timelines" Kokotajlo, even if you grant all the premises he assumes and some people don't – that still doesn't get you all the way to the Anthropic timeline!
To give a very brief, very inadequate summary, the standard "short timelines argument" right now is like:
Over the next few years we will see a "growth spurt" in the amount of computing power ("compute") used for the largest LLM training runs. This factor of production has been largely stagnant since GPT-4 in 2023, for various reasons, but new clusters are getting built and the metaphorical car will get moving again soon. (See here)
By convention, each "GPT number" uses ~100x as much training compute as the last one. GPT-3 used ~100x as much as GPT-2, and GPT-4 used ~100x as much as GPT-3 (i.e. ~10,000x as much as GPT-2).
We are just now starting to see "~10x GPT-4 compute" models (like Grok 3 and GPT-4.5). In the next few years we will get to "~100x GPT-4 compute" models, and by 2030 will will reach ~10,000x GPT-4 compute.
If you think intuitively about "how much GPT-4 improved upon GPT-3 (100x less) or GPT-2 (10,000x less)," you can maybe convince yourself that these near-future models will be super-smart in ways that are difficult to precisely state/imagine from our vantage point. (GPT-4 was way smarter than GPT-2; it's hard to know what "projecting that forward" would mean, concretely, but it sure does sound like something pretty special)
Meanwhile, all kinds of (arguably) complementary research is going on, like allowing models to "think" for longer amounts of time, giving them GUI interfaces, etc.
All that being said, there's still a big intuitive gap between "ChatGPT, but it's much smarter under the hood" and anything like "powerful AI." But...
...the LLMs are getting good enough that they can write pretty good code, and they're getting better over time. And depending on how you interpret the evidence, you may be able to convince yourself that they're also swiftly getting better at other tasks involved in AI development, like "research engineering." So maybe you don't need to get all the way yourself, you just need to build an AI that's a good enough AI developer that it improves your AIs faster than you can, and then those AIs are even better developers, etc. etc. (People in this social cluster are really keen on the importance of exponential growth, which is generally a good trait to have but IMO it shades into "we need to kick off exponential growth and it'll somehow do the rest because it's all-powerful" in this case.)
And like, I have various disagreements with this picture.
For one thing, the "10x" models we're getting now don't seem especially impressive – there has been a lot of debate over this of course, but reportedly these models were disappointing to their own developers, who expected scaling to work wonders (using the kind of intuitive reasoning mentioned above) and got less than they hoped for.
And (in light of that) I think it's double-counting to talk about the wonders of scaling and then talk about reasoning, computer GUI use, etc. as complementary accelerating factors – those things are just table stakes at this point, the models are already maxing out the tasks you had defined previously, you've gotta give them something new to do or else they'll just sit there wasting GPUs when a smaller model would have sufficed.
And I think we're already at a point where nuances of UX and "character writing" and so forth are more of a limiting factor than intelligence. It's not a lack of "intelligence" that gives us superficially dazzling but vapid "eyeball kick" prose, or voice assistants that are deeply uncomfortable to actually talk to, or (I claim) "AI agents" that get stuck in loops and confuse themselves, or any of that.
We are still stuck in the "Helpful, Harmless, Honest Assistant" chatbot paradigm – no one has seriously broke with it since that Anthropic introduced it in a paper in 2021 – and now that paradigm is showing its limits. ("Reasoning" was strapped onto this paradigm in a simple and fairly awkward way, the new "reasoning" models are still chatbots like this, no one is actually doing anything else.) And instead of "okay, let's invent something better," the plan seems to be "let's just scale up these assistant chatbots and try to get them to self-improve, and they'll figure it out." I won't try to explain why in this post (IYI I kind of tried to here) but I really doubt these helpful/harmless guys can bootstrap their way into winning all the Nobel Prizes.
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All that stuff I just said – that's where I differ from the usual "short timelines" people, from Kokotajlo and co.
But OK, let's say that for the sake of argument, I'm wrong and they're right. It still seems like a pretty tough squeeze to get to "powerful AI" on time, doesn't it?
In the OSTP submission, Anthropic presents their latest release as evidence of their authority to speak on the topic:
In February 2025, we released Claude 3.7 Sonnet, which is by many performance benchmarks the most powerful and capable commercially-available AI system in the world.
I've used Claude 3.7 Sonnet quite a bit. It is indeed really good, by the standards of these sorts of things!
But it is, of course, very very far from "powerful AI." So like, what is the fine-grained timeline even supposed to look like? When do the many, many milestones get crossed? If they're going to have "powerful AI" in early 2027, where exactly are they in mid-2026? At end-of-year 2025?
If I assume that absolutely everything goes splendidly well with no unexpected obstacles – and remember, we are talking about automating all human intellectual labor and all tasks done by humans on computers, but sure, whatever – then maybe we get the really impressive next-gen models later this year or early next year... and maybe they're suddenly good at all the stuff that has been tough for LLMs thus far (the "10x" models already released show little sign of this but sure, whatever)... and then we finally get into the self-improvement loop in earnest, and then... what?
They figure out to squeeze even more performance out of the GPUs? They think of really smart experiments to run on the cluster? Where are they going to get all the missing information about how to do every single job on earth, the tacit knowledge, the stuff that's not in any web scrape anywhere but locked up in human minds and inaccessible private data stores? Is an experiment designed by a helpful-chatbot AI going to finally crack the problem of giving chatbots the taste to "write extremely good novels," when that taste is precisely what "helpful-chatbot AIs" lack?
I guess the boring answer is that this is all just hype – tech CEO acts like tech CEO, news at 11. (But I don't feel like that can be the full story here, somehow.)
And the scary answer is that there's some secret Anthropic private info that makes this all more plausible. (But I doubt that too – cf. Brundage's claim that there are no more secrets like that now, the short-timelines cards are all on the table.)
It just does not make sense to me. And (as you can probably tell) I find it very frustrating that these guys are out there talking about how human thought will basically be obsolete in a few years, and pontificating about how to find new sources of meaning in life and stuff, without actually laying out an argument that their vision – which would be the common concern of all of us, if it were indeed on the horizon – is actually likely to occur on the timescale they propose.
It would be less frustrating if I were being asked to simply take it on faith, or explicitly on the basis of corporate secret knowledge. But no, the claim is not that, it's something more like "now, now, I know this must sound far-fetched to the layman, but if you really understand 'scaling laws' and 'exponential growth,' and you appreciate the way that pretraining will be scaled up soon, then it's simply obvious that –"
No! Fuck that! I've read the papers you're talking about, I know all the arguments you're handwaving-in-the-direction-of! It still doesn't add up!
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mostlysignssomeportents · 3 months ago
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Brother makes a demon-haunted printer
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I'm on a 20+ city book tour for my new novel PICKS AND SHOVELS. Catch me in RICHMOND TOMORROW (Mar 5) and in AUSTIN> on Mar 10. More tour dates here. Mail-order signed copies from LA's Diesel Books.
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You guys, I don't want to bum you out or anything, but I think there's a good chance than some self-described capitalists aren't really into capitalism.
Sorry.
Take incentives: Charlie Munger, capitalism's quippiest pitchman, famously said, "Show me the incentive and I’ll show you the outcome." And here's some mindblowing horseshoe theory for ya: Munger agrees with the noted Communist agitator Adam Smith, whose anti-rentier, pro-government-regulation jeremiad "The Wealth of Nations" contains this notorious passage:
It is not from the benevolence of the butcher, the brewer, or the baker that we expect our dinner, but from their regard to their own self-interest. We address ourselves not to their humanity but to their self-love, and never talk to them of our own necessities, but of their advantages.
Incentives matter – if you design a system that permits abuse, you should expect abuse. Now, I'm not 100% on board with this: every one of us has ways to undetectably cheat the system and enrich ourselves, but most of the time, most of us play by the rules.
But it's different for corporations: the myth of "shareholder supremacy" has reached pandemic levels among the artificial lifeforms we call corporate persons, and it's impossible to rise through the corporate ranks without repeating and believing the catechism that there is a law that requires executives to lie, cheat and steal if it results in an extra dollar for the investors, in the name of "fiduciary duty":
https://pluralistic.net/2024/09/18/falsifiability/#figleaves-not-rubrics
And this attitude has leaked out into politics and everyday life, so that many of our neighbors have been brainwashed into thinking that a successful cheat is a success in life, that pulling a fast one "makes you smart":
https://pluralistic.net/2024/12/04/its-not-a-lie/#its-a-premature-truth
In a world dominated by a belief in the moral virtue and legal necessity of ripping off anyone you can get away with cheating, then, sure, any system that permits cheating is a system in which cheating will occur.
This shouldn't be controversial, but if so, how are we to explain the whole concept of the Internet of Things? Installing networked computers into our appliances, office equipment, vehicles and homes is an invitation of mischief: the software in those computers can be remotely altered after you purchase them, taking away the features you paid for and then selling them back to you.
Now, an advocate for market-based solutions has a ready-made response to this: if a company downgrades a device you own, this merely invites another company to step in with a disenshittifying plug-in that makes things better. If the company that made your garage-door opener pushes an over-the-air update that blocks you from using an ad-free, well-designed app and forces you to use an enshittified app that forces you to look at ads before you can open the garage, well, that's an opportunity for a rival company to sell you a better software update for your garage-door opener, one that restores the lost functionality:
https://pluralistic.net/2023/11/09/lead-me-not-into-temptation/#chamberlain
I'm no hayekpilled market truefan, but I'm pretty sure that would work.
However.
The problem is that since 1998, that kind of reverse-engineering has been a felony under Section 1201 of the Digital Millennium Copyright Act, which bans bypassing "an effective access control"
https://locusmag.com/2020/09/cory-doctorow-ip/
There's a pretty obvious incentive at play when companies have the ability to unilaterally alter how their products work after you buy them and you are legally prohibited to change how the product works after you buy them. This is the first lesson of the Darth Vader MBA: "I am altering the deal. Pray I don't alter it any further":
https://pluralistic.net/2023/10/26/hit-with-a-brick/#graceful-failure
I've been banging this drum for decades now – like when I got into a public (friendly) spat with the editor of Wired magazine over their reviews of DRM-based media devices. I argued that it was irresponsible to review a device that could be unilaterally downgraded by the manufacturer at any time, without – at a minimum – noting that the feature you're buying the gadget for might disappear without warning after you've shelled out your hard-earned money:
https://pluralistic.net/2022/12/03/painful-burning-dribble/#law-of-intended-consequences
Of course, companies that get a reputation for these kinds of shenanigans might lose market share to better competitors. Sure, if the company that made your phone or your thermostat or your insulin pump reached into it across the internet and made it worse, you're shit out of luck when it comes to that device. But you can buy your next device from a better company, right?
Well, sure – in a competitive market, that's a plausible theory of "market discipline." Companies that fear losing business to rivals might behave themselves better.
In theory.
But in practice, the world's "advanced economies" have spent the past 40 years running an uncontrolled experiment in what happens if you don't enforce competition law, and instead allow companies to buy all their competitors. The result is across-the-board industrial oligopolies, cartels, duopolies and monopolies in nearly every category of good and service:
https://www.openmarketsinstitute.org/learn/monopoly-by-the-numbers
Now, even a duopoly has some competition. If you don't like Coke, there's always Pepsi. But again, in practice, companies in concentrated industries find it easy to "tacitly collude" to adopt one another's worst habits – the differences between the outrageous payment processing charged by Apple's App Store and the junk fees charged by Google Play are about as meaningful as the differences between Coke and Pepsi.
Which brings me to printers.
I know.
Ugh.
Printers are the worst and HP is the worst of the worst. For years, HP has been abusing its market dominance – and its customers' wallets – by inflating the price of ink and rolling out countermeasures to prevent you from refilling your old cartridges or buying third-party ink. Worse, HP have mastered the Darth Vader MBA, bushing updates to its printers that sneakily downgrade them after you've bought them and taken them home.
Here's a sneaky trick HP came up with: they send a "security update" to your printer. After you click "OK," a little progress bar zips across the screen and the printer reboots itself, and then…nothing. The printer declares itself to be "up to date" and works exactly like it did before you installed the update. But inside the printer, a countdown timer has kicked off, and then, months later, the "security update" activates itself, like a software Manchurian Candidate.
Because that "security update" protects the security of HP, against HP customers. It is designed to detect and reject the very latest third-party ink cartridges, which means that if you've just bought a year's worth of ink at Costco, you might wake up the next day and discover that your printer will no longer accept them – because of an update you ran six months before.
Why does HP put such a long fuse on its logic bomb? For the same reason that viruses like covid evolve to be contagious before you show symptoms. If the update immediately broke compatibility with third party ink, word would spread, and some HP customers would turn off their printers' wifi before the "security update" could be applied to them.
By asymptomatically incubating the infection over a long, patient timescale, HP maximizes the spread of the contagion, guaranteeing a global pandemic of enshittiification:
https://www.eff.org/deeplinks/2020/11/ink-stained-wretches-battle-soul-digital-freedom-taking-place-inside-your-printer
HP has done this – and worse – over and over, and every time I write about it, people pop up to recommend their Brother printers as the enshittification-free alternative. I own a Brother, an HL3170-CDW laser printer that's basically indestructible, cheerfully accepts third-party toner, and costs almost nothing to run.
But I still don't connect it to my wifi. The idea that Brother is a better company than HP – that is possesses some intrinsic antienshittificatory virtue – has always struck me as a foolish belief. Brother has means, motive and opportunity to push over-the-air downgrades to block third-party ink as HP.
Which is exactly what they've done.
Yesterday, Louis Rossman, hero of the Right to Repair movement, revealed that Brother had just pushed a mandatory over-the-air update that locks out third-party ink:
https://www.youtube.com/watch?v=bpHX_9fHNqE
Rossman has a thorough technical breakdown of the heist, but it boils down to this. Brother is just as shit as HP. Look from the men to the pigs and the pigs to the men all you want – you will never spot the difference. Take the Pepsi Challenge – bet you won't be able to guess which is which:
https://wiki.rossmanngroup.com/wiki/Brother_ink_lockout_%26_quality_sabotage
This was the absolutely predictable outcome of the regulatory incentives our corporate overlords created, the enormous, far-reaching power we handed to these corporations. With that great power came no responsibility:
https://pluralistic.net/2025/02/26/ursula-franklin/#franklinite
Filling our devices with computers that run programs that can be changed in secret, that we're not allowed to inspect or alter? It's a recipe for a demon-haunted world, where the devices we entrust with our livelihood, our privacy and our wellbeing are possessed by hellions who escape from the digital Tartarus and are unleashed upon humanity.
Demons have possessed the Internet of Things. It's in Teslas:
https://pluralistic.net/2023/07/28/edison-not-tesla/#demon-haunted-world
and in every other car, too:
https://pluralistic.net/2023/07/24/rent-to-pwn/#kitt-is-a-demon
Our devices – phones, pacemakers, appliances and home security systems – are designed to prevent us to find out what they're doing. That means that when malicious software infects them, then – by design – these devices prevent us from knowing about it or doing anything about it:
https://pluralistic.net/2024/01/18/descartes-delenda-est/#self-destruct-sequence-initiated
This should not come as a surprise to anyone. Show me the incentive and I'll show you the outcome.
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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/2025/03/05/printers-devil/#show-me-the-incentives-i-will-show-you-the-outcome
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sungjinhos · 2 years ago
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IS THIS TOO MUCH?
When Mingyu helps you up with your boxes, you don't think too much of it, really, but when he shows up in the hall with a kid in his arms - something changes.
✦ KIM MINGYU - f!reader
✦ Genre: neighboors-to-lovers, daddy!Mingyu (slightly), angsty (slighlty), smut (minors don't interact), a little bit of health problems, oral sex (f! receiving), unprotected sex (don't do this at home), reader has a few insecurities so keep that Mingyu.
✦ word count: 11k+
✦ Title inspired by Carly Ra Jepsen - Too much.
✦ Thea note: Mingyu is so boyfriend coded I want to punch a wall, lately been thinking about daddy!mingyu a lot and how that would look like, but also Mingyu is not an easy character I swear this was a struggle, but here it is - and of course, it has a pussy drunk mingyu scene. Also thanks again @ni-aaaaaaa for helping me with this one 🫶
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Moving is hard. Moving places is hard. Moving places almost across the country is harder.
So here you are - struggling to hold the elevator and a load boxes, but then he arrives - a knight in shiny armor or just a fit guy in gym clothes and sweats.
"Do you need help with that?" he asks pointing to the boxes.
"Hi, hm -" You start, and you want to be the crazy strong independent lady who doesn't need help, you listened to Destiny Child for fuck sake, you can pay your bills and load your boxes on the goddamn elevator, but you are so freaking tired. It's the second round of boxes and you will probably need to do more and drive to hand over the moving truck, but all you need and truly want is to take a shower, get rid of the sweat, and lay down with arms and legs open on your bed like you are a starfish. But then you remember, did you pack the body soap in the backpack? Suitcase? Boxes n 03 with bathroom-related things? And the bed sheets? Fuck.
"Do you have more or?" The nice guy with strong arms and gym clothes asks already lifting the three boxes at once, putting them in the elevator and stepping in the elevator door and letting you in.
"I have a few more in the truck but-" You click on the fourth floor button.
"Oh" He says pointing at the button and at you. "We’re neighbors, nice. You’re probably in the Mrs Smith apartment, right? Lovely lady, it was nice that her daughter took her in after she moved." The guy continues and you don't quite follow but hey, he is already unloading and leaving the boxes at the 03 door so you gonna take all the help. "Do you want to put them in or do you want to pick up the other boxes on the truck?"
"You don't actually need to-" You ask trying to be a polite neighbor and not a pushover, but Mr. Nice Guy and nice arms cuts you off.
"Oh don't worry, I didn't do back or arms today, if I don't need to squat too much it's alright" He says, big smile gracing his face as he tilts his head and, oh god ,he is quite hot and he is just so nice and big all over and you’re way too tired so you don't want to take the last few boxes and do a fourth trip to the garage when you can do just two - maybe one if the nice guy with big arms lift more than you think in his everyday trip to the gym. So, you just accept, because he could do what your noodles arms could never: lift more the two boxes at once.
"Look,” You say tidying the boxes near your door because you are a good neighbor and you don't want someone to trip in the hall because of you. "I'm very grateful, and I drove for like, more than ten hours, so I'm taking all the help I can get. And I don't know your diet but I'm so buying pizza after this so if you want you can joy. Like paying for all your service with a half of pizza."
So that's how you end up with nice-guy-strong-arms-buff-chest in your new apartment and learn that his name is actually Kim Mingyu and that he’s a software engineer and that he mainly goes to the gym to see people otherwise he would not get out of the house because he works remotely. So you also give your resume-of-life talk that you worked on rehearsing in that ten hour drive - needed to change cities because working on research isn't easy, new PhD in town, works on gender studies, and has a side hustle with a nonprofit.
"Oh, so you are smart smart,” Mingyu replied with a mouth full of pizza, trying to wash it down with coke.
"Nah,” You reply in the same situation. "Dumb enough to go into humanities actually.”
"Hey! That's nothing wrong with humanities," He says. "Once I wanted to be an archeologist - that goes into humanities, right?"
"I don't really know, probably?"
And you and Mingyu guy don't really turn into friends per se - and that's mainly your fault. He’s easy going and always talks to you in the elevator or hall when you’re going to the university and he’s going to the gym. He tells you to knock on his door for a movie, tells you that you both can go to a coffee shop nearby, and tells you that he knows nice restaurants, but you never quite follow his ideas.
You could say that it was because of your routine.  Kind of excruciating; you had a few classes to actually teach, research to plan and execute, and because you were the new one in the department, all the extra winter and summer courses to plan and teach was your obligation. Yey new job!
But the actual reason is that, yes, you are overloaded with your new job, and with the new city, and with new everything. So, when Mingyu asks you just can't bring yourself to actually do it. Part of you thinks he is just being nice, just trying to be friendly, he does have that kinda puppy energy going around him - too big, too excited, too much all over the place and knocking into everything. But part of you is scared that Mingyu nice-guy-all-over might be trying something with you that you can't actually handle right now. 
Because sometimes you catch how Mingyu looks at you - eyes lingering.. And God, this works wonders to your self-esteem. Once, when you actually wore your gym clothes and he was in his jeans for a change, you could see him visibly gulping on the hallway. He asked why he never saw you at his gym, you answered the only way possible, you don't go to the gym, you are one of the runs at the park lunatics, and he said it was a pity really, maybe he can start running and going to the park.
Or that time when you had to go to a nice dinner - fundraising and meeting people was the worst part of the job, but hey, you needed the money and the funds to go around interviewing women in politics across the country, so you put the nicest black dress you had and a pair of high heels. And when you leave the house, you scream to the person in the elevator to wait and do the silliest run in those shoes and it was Mingyu – dressed joggers and hair ruffled, contrasting to your polished appearance. "Hot date?" he asked in a small voice head tilting to look at you because even with your highest heels, he was still taller. "I wish, work, and you?" You answered. "Bad day.  Gonna pick up some beer." And you left the elevator just to see Mingyu ogling at your ass and getting flustered because of it.
So maybe when he asked you out you always brushed over, never actually said no. But you never said yes either. Because even though you were actually trying to handle all the other things in your life and a relationship did fall into the 'not-now-category' or in the 'probably-will-make-me-insane', you liked having Mingyu there, in the back of your mind, filling up your fantasies and what-ifs. It may be a bitch move, but it was what you could handle right now, because really, handling the new job, in a new city, basically friendless, and almost crying at your kitchen table, because one of the students needed a week extension and that alone was almost driving you insane. 
So having Mingyu on the back of your mind was the only thing you could handle right now. Mingyu and his big hands, strong arms and his nice fucking smile, and oh god, he did smell good. Your mind could - and would - wonder when you both got together on that dumb elevator and how you want to climb him like a goddamn tree. And sometimes you let your mind wander and think how everything would go if you said yes. If you went to a nice restaurant, what would happen? Would everything go smoothly and you end up on his sheets? Or yours? How would it feel having Mingyu in your bed? You have all the questions and none of the answers.
So, when you see Mingyu with a mini-Mingyu at his side, arms full of bags, and struggling to close his kid’s coat, you get a little mind blown. You think a little and Mingyu never actually talked about having a son or a daughter you couldn't really tell, and then you blame yourself maybe he didn’t say anything because you never said yes. You never went to the nice restaurant or the coffee shop. And then it fucks you up a bit, because what else do you not know about him - maybe silly things like what is his favorite food? What movies does he like? What in his binge-watch list?
Did Mingyu get married? He’s probably divorced - you think - because you never saw that kid before so mini-Mingyu didn’t live with Big-Mingyu, and also you never saw a woman and you think that if Mingyu was married he would not be looking at your ass in every step of the way down to the garage - or at least you hope not. Oh god, you don’t want to be a homewrecker, but then again, Mingyu doesn’t look like the guy who would do that: hit on you if he was in a relationship. Then it dawns on you, maybe, maybe he was just being friendly.
Right?  
But when Mingyu picks mini-Mingyu in his arms, still with too many bags and gives you a big, warm smile, you almost freeze.
“Hey,” He says clicking the elevator’s button. “Going to the Uni?” He asks as you go to his side, Mini-Gyu’s big eyes on your face - so you just give the little kid your best smile.
“Yep, one professor is out of town so I have a few extra classes this week to teach the kids the joy of classical sociology,” You say eyes leaving Mini-Gyu and actually going to Big-Gyu, and your mind gets fucked up a bit, because one, how do genes work? That kid is actually Mingyu's carbon copy and of course, you have not stepped in biology classes in a few years - but you are pretty sure that cloning is not yet allowed - maybe you should check it out in the ethics committee or something. Maybe Mingyu is committing some kind of crime.
“Nice,” And Mingyu finally looks at the kid who is still staring at you. “This is Minseok.” He says kind of rocking the kid up and down trying to adjust the begs on his shoulder. “Minseok and I are going to the park for a picnic date, aren't we, Minseok?” But Minseok doesn't actually answer, Minseok just hides his face on Mingyu’s shoulder, looking a little shy and you smile because he looks like he just got caught staring.
“Do you need help or?” You ask seeing how Mingyu continues to struggle.
“Nah, this little guy will just walk. He is just being shy he doesn’t know how to act in front of pretty girls,” And you can actually feel the pink in your cheeks and now you quite understand Minseok and the urge to hide. And maybe, maybe Mingyu is hitting on you in every damn elevator trip.
"Poor baby," You coo and you can actually see Mingyu's legs giving up a little and picking himself up. Minseok looks at you, hand closed in your direction, you give him an open palm and he shyly drops a little sticker. "Oh! Thank you very much," You say hand closing against your chest, analyzing the little Pikachu sticker.
"Oh god, I'm raising a womanizer," Mingyu says ruffling the kid’s hair. "Did you already feel in love with noona?" Mingyu asks Minseok and strokes his pink cheeks with his massive hands. You actually can't figure out Minseok's age, is he tiny? Or it is Mingyu that is bigger than the average person?
"I'm old enough to be his auntie, Mingyu." You say actually putting the little sticker in your bag. And for once you are the one that holds the elevator door for Mingyu and the scene looks so domestic that makes your heart clench a bit. You don’t even want a kid, you don’t even know if you are ready for it, but why does Mingyu with little Minseok in his arms make you feel jealous? Jealous of the person that you don’t even know, someone who doesn’t even have a face in your imagination.
"Nah, pretty girls are always noona," Mingyu says and you can feel how your cheeks are turning pink because you feel them hot.. "Anyway, good luck with the classes. We would actually invite you over for our little picnic date but I guess you’re a busy girl."
"You know the real professor is always on my ass, Mingyu." You say heading towards your car.
"Well," Mingyu says finally letting Minseok on the floor, Minseok’s hands tiny on Mingyu's and your heart kinda swells because it is a heart warming picture really. Because you know Mingyu is a fine ass man, with a nice personality paired with a mindblowing body, and he just looks like such a father with Minseok on his hand, well it didn't help that Minseok was the cutest kid you ever laid your eyes on, even though he looked a little shy, a little sad. "You know I am always free, so you can hit me up anytime."
So, when you are talking about how Marx and Weber see the society and the conflicts in it you can't quite stop thinking about Mingyu and Minseok and you could actually cry.
Cry, because you somehow, even with all that Mingyu said to you and all the little flirtatious jabs going on you feel like you lost an opportunity. But at the same time, you want to cry because the relationship gets more complicated if a child is evolved. You may be a bitch over the fact that maybe you lead Mingyu on without actually saying no, but a child? You can't lead a child on, you can’t just kiss-kiss peck-peck your neighbor and say hi to Minseok, or even worse, you can’t start a relationship with Kim Mingyu and then break up with Kim Mingyu after being involved in Minseok’s life. You can’t picture going every weekend to the park and then just vanishing because your life is too busy and the relationship doesn’t quite work. You think that you may be a bitch and break Mingyu’s heart - even though you don't think he’s crazy in love with you to you actually break his heart, but you couldn’t break Minseok because his big eyes and small pout is too cute.
And you want to cry because Mingyu is hot. You noticed that when he picked your boxes and his arms bulged against his sleeve. You have eyes so you can see, every time you see him really, or going to the gym, or in his lounge clothes, or when he is a little bit tidy but still in not formal clothes, you stop a little and you think you never actually saw Mingyu going on a date, or in formal wear. And now it makes sense: having a kid doesn’t actually make dating easier.
But now you see another side of him. Mingyu is endearing, he is cute and you suspect that he could treat you well. He looks reliable, he has a good job, and he is a nice guy. But all that went to a new level when he had a kid in his arms, it made you twitch a little. The way that he looks at the kid in his arms makes your heart inflate like a damn balloon and makes you think about all the other things that you don't know about Mingyu, all the little secrets, all the gaps in his personality.
And oh damn. You had a new problem on your hands. Cute dilf Mingyu was the problem.
So, when you and Mingyu see each other in the hall, you breathe deeply. Afraid to say you are a little relieved when Mingyu is kid-less, but still hot in his gym clothes.
"Park today?" Mingyu asks with a gym bag in his hand.
"Yeah, I'm almost near my 10km mark so I'm pushing it a little bit." You say self-conscious tugging on your clothes, fixing your leggings and top. Fuck, maybe you should've put that baggy shirt on. Why the hell you got out of the house looking like a crazy lady without even brushing your hair? Ok, you said to yourself that the run was the last thing before washing your hair and putting a mask on it, but still, you knew that Mingyu was always in the hall.
"Nice. I heard about the run, right? Some people at my gym are going." Mingyu says eyes still on you, making you twitch. And you know is not Mingyu’s fault.  He;’s always like that - he looks at you, pays attention, not even once you felt like you were not being heard when you were talking to him, not even when you were bitching because someone left the trashcan open.
"Oh god no, I'm not even close to the run’s entry level." You say tongue itching against your mouth. Mingyu has that quality really, he makes you curious and he makes you bold and afraid at the same time. But even if your mind says no, you still go for it. "So, no Minseok today?"
"Ah," Mingyu scratches his neck, almost shy, almost. "No, he is with his mom, the little guy was sick and had a few days off so no school for him, that's why he was so shy he was actually moody, but he liked you enough to give you his treasured Pikachu sticker."
"Oh yes." You actually pick up your phone and show Mingyu, and you feel a little silly but every time you see the Pikachu behind it makes you smile. "It’s not a sticker anymore, it evolved in the lucky charm category."
"Oh" Mingyu says looking at you and at your phone with an endearing look on his face that you couldn't quite puzzle. "That's actually cute."
"I mean," you shrug.
"Well, I gonna tell him that you treasure his Pikachu. It's not like he doesn’t already have a big crush on you." Mingyu teases looking at you like he wants to see every little reaction, like he wants to put the puzzle of you together like every detail matters.
"Stop, he was just being cute and polite you should be proud." You shove Mingyu but he doesn't even bulge. Damn, he was strong.
"Oh I am, but that's not polite, that's his love language, he even talked about you to his mom." Mingyu says eyes still on you, and you think for a second how funny it is, that he actually makes you feel this way, make you feel opposite worlds at the same time, makes you want to run and hide but and makes you want to stretch and bath of every ray of attention he gives you. "And he calls you elevator noona."
"Nooooooo," you say feeling pretty good that you stole the kid's heart in one elevator trip, Minseok was easier to win over than Mingyu.
"Yeeeees," Mingyu mocks you, and again he looks shy but Mingyu is not a shy person so that makes you think, makes you ponder. "Actually, he is going to be around for a few days so if you want to go to the park or-"
"Are you free today?" You ask, and you can see Mingyu's eyes bulge, his face making sure that you know that he is not understanding what you meant.
"Hun?" He says, head moving almost like a dog.
"Today, are you free? I mean I know that you are going to the gym, but we can go to that coffee shop you said and just chat a little." When the elevator stops, Mingyu, like always holding the door for you.
"Oh, hm-" He looks at his bag, then at the elevator door closing, then at you.
"Don't worry,” You say trying to soothe him, hands gesturing and all. “It was dumb to ask when I know you have plans, we can rain-check it."
"No, no, just-" Mingyu start to pat himself searching for his phone, chest, then front pocket, then back pockets, then looking at his bag. "Let me just call Chan and tell him I'm not going to the gym."
"Noooo," You feel so silly that you almost stomp your feet on the ground like a child. "You can go, we can just meet up or rain-check it, don't worry, you always understand when I'm too busy so-"
"Noooo," He copies you. "I’ll tell Chan that I'm doing cardio today," He starts typing on his phone. "I’m doing so much cardio in the park, running is the best exercise ever."
“Now, you’re just mocking me,” You say trying to push him again but this time he pretends you are strong enough to make him move.
“Nah, not doing anything.”
Mingyu doesn't make a big deal of changing plans - which is so weird to you, a planner and an avid checker of to do-lists. The only detour he needs is to stop at his car because he can't run with his gym bag. And that's how you end up running with Mingyu, and even though you have a good pace, Mingyu's legs are just way too big, so you always end up getting a little behind.
And again, Mingyu is so caring and nice that sometimes he dashes off but when he sees you are not following his pace he stops a bit, running in place waiting for you with a big smile. Damn, you are fucked because you feel like every time Mingyu smiles, a halo of sunshine forms against his figure. You knew he was pretty, you knew he was handsome, and you knew he was hot, but now you know that he may be mother's nature favorite and that is just unfair.
Mingyu has long legs, but you have endurance, so when he is almost dying you are good to go - maybe not so good, but you can keep going for a few more kilometers.
"See you could totally go for the run. You can take a lot more than I do." Mingyu says panting, hand on his waist, bending over.
"Nah, that would make running serious and with a goal, that ruins the fun." You say fixing your hair, tying it in a high ponytail again.
"Sometimes I wonder how your mind works," Mingyu says, seriously, making you stop in your tracks, making your head tilt, and actually look at Mingyu who looks like he is trying to puzzle you. "You say things like that and the way you think is so-" He trails off again, looking at his feet, then at everything but you. "The way you think gives me a new perspective on things."
And you could almost cry. Because at the same time, you feel so seen yet vulnerable. You feel more naked than when you are actually naked with some random guy. And you breath so deeply, because sometimes you run laps just to keep things hidden, you go through mental gymnastics trying to keep things under the rug. And it clicks in your head. Maybe that's why you avoid Mingyu, that's why you always say no because to him, you are so easy to read that actually scares you. So, you do the best you can, avoid.
"Ok Mingyu, you called me weird and now you are paying for coffee," you say storming off in front of him.
"I did not call you weird, don't put words in my mouth," He grins, again next to you because of his long legs. You almost think about kicking him in the shin and storming off. "What I am saying is that we are very, very different."
"And that's a bad thing?" You ask self-conscious, feeling your body actually shrink.
"It's not bad, it's different," Mingyu says opening up the door for you. "We think differently, that's all."
"A latte please and a-" You ask Mingyu.
"A latte and an Americano," Mingyu says.
So, you both get your drinks and sit on a pretty outside table per your request. The weather is good enough for it.
"That's what I am talking about," Mingyu says with a sip. "When I am all sweat what I want is to just be inside with the AC on, you prefer to sit outside."
"I'm sweat I feel sticky in the AC." You shrug.
"You see, I feel sticky outside," he responds.
"Do you want to go inside we can-" you say already picking up your drink and getting up when you feel Mingyu's hand on your arm.
"What I am saying is that we are different." Mingyu gives you a soothing smile. "I am data-driven, you lean towards contexts. I need goals, clear goals, otherwise, I feel unmotivated, but you feel like goals take away the fun. We are different and that's nothing wrong with that, so maybe that's why I feel so interested in you."
"I'm not that interesting," you say, taking only a sip to buy more time. Actually, I'm boring."
"See, you can't take a compliment either! I love compliments, just could play a 24h audio just praising me." Mingyu says shamelessly, making you laugh.
"Yeah, I'm not good on that but I'm serious. Like, there’s not much going on here." You say pointing to yourself.
"Oh, like the poets said, if you could see yourself though my eyes," Mingyu says making you blush and look away.
"Don't say things like that." You complain, pouting like a kid.
"Oh, come on," Mingyu’s smile is big, and you see that he’s enjoying making you shy, making you embarrassed. "It's not like it’s not clear that I'm into you, I even asked you out and you were the one that dumped me."
"I didn't dump you," You say almost kicking his shin below the desk, not because you want to but because you almost had a Pavlovian reaction. "I never said no and I'm truly busy."
"Not saying no is not the same as saying yes. I know that I'm being a little pushover, but I am a simple guy. I don't see why hide that I’m into you or find you hot and interesting. And I know that you know that, and I also know that you are not into me so" He shrugs. "It's not a big deal really."
"I-" You start but you almost freeze. "Fuck, I'm so bad at this," You say to Mingyu giving him your best I'm So Sorry Smile "Look I'm not good at this, I don't flirt, and honestly small talk almost kills me. And I gonna sound like such a bitch, but it's me it's not you?" You say again giving Mingyu that smile, searching for any trace of reaction on his face "You are a nice guy and you are funny, and god you are so good looking like almost unreal good looking -" And you laugh because Mingyu is liking the shower of praises, he is enjoying every step of the way like he said he did. "But, I feel like I'm not that ready, all the changes is making me freak out and it is making me so unsure and I need time to put myself up, and I can’t ask for you to wait-"
"Oh, I’m so waiting," Mingyu says, leaning on the chair, crossing his legs and arms and looking so smug.
"I cannot ask you for that because I don't even know when I will feel ready and-" You continue, behaving like Mingyu didn't say a thing.
"Once a week," He says still looking smug it makes you stop in your tracks.
“Huh?”
"Once a week, we can see each other once a week. It can be a date in a nice restaurant, it can be run, it can be a trip to the market, anything really, just-" Mingyu breathes changing positions, and taking a sip of his coffee. "If you don't feel ready or don’t want me like that I will understand and if doesn't work out at least we can be friends, like you said I’m a nice guy."
And that's how you end up entering in Mingyu's life and letting Mingyu enter yours. That's how you end up on Mingyu's sofa, two weeks later, on a Friday night, chilling, Mingyu's head on your lap, fingers threading through his soft hair, paying more attention to him than the movie really. And that’s because Mingyu was kissing you before you two chose the movie. He kissed you against his door, and gave you a peck when you put your bag on his table, and he kissed you again on the sofa, make you whimper because the way he is holding your hips. But he is a nice guy, and you said you were not ready for all that, so he goes back to his good guy persona and lays on the couch, head in your lap, leg almost entirely off the couch.
And then his phone rings and rings, so Mingyu breathes deeply and annoyed, because who dares disturb his head-rubbing time and sits up.
"Hey," Mingyu says and his face changes so fast you can almost feel in the air "Okay okay, just-" he says already getting up and doing his back pocket tap that he always does to go out. "Okay, just give him some Tylenol, ok? I’m already on my way, I can call when I'm about ten minutes away so you can go down, ok? It’ll be faster."
He stops to look at you. And he looks so afraid that you just know it is about Minseok.
"It’s ok. Go." You say because it is, the change of his demeanor says is something important.
"Fuck," Mingyu says, hands going to his hair and tugging it "It’s just Minseok. We just found out he has Crohn's disease and he is having a flare up. We need to take him to the hospital, he is down with a fever so it’s not a good sign and I should go really."
"I can drive," You say getting up as well.
“Oh no, no you can stay really finish the movie, you can totally feel at home, you can cook something or shit-"
"Mingyu," You say searching for his hand, big against yours. "You are shaking." And you can almost feel the energy trapped inside him, making him tremble all over. "Hey it's gonna be OK, Minseok is gonna be fine. I just need you to calm down. I’ll drive and everything will be OK. Minseok needs you calm."
"Ok, ok. Thank you."
So you guys storm off. You guys ended up in Mingyu's car, you fixing up his car seat and his rear view mirror to make comfortable to you. And every time you stop on a red traffic light you check Mingyu out, breath still fast enough for you to notice, face full of worry. And in that moment, you think you care so deeply about Mingyu, because seeing him like that is making your heart break in tiny little pieces.
Because Mingyu is just not like that. To you, Mingyu is always warm, always full of energy. He’s like a warm soft blank that has just enough weight so you can feel grounded on your bed. Mingyu is a night sky - big but so full of stars, those same stars bright enough to guide you home.
When you finally arrive at Minseok's place you see the little guy in his mother's arm and that makes your heart break all over again. You see Mingyu open the door for them, and he goes to the other side putting Minseok in his little chair, the woman doesn't even look at you, her full attention on Minseok, but still you feel uneasy. Out of place. You feel like you are barging in in a scene that is not yours, like an extra ruining the shoot. But then Mingyu is at your side again, hands on your thigh, big in contrast, and you feel his warmth and assurance, so you just drive.
At the hospital, everything seems kind of hectic, and you again feel out place again, asking yourself if you should be there. In your mind, you know you did the best of the situation: you helped Mingyu, and that should be enough. But emotionally, you feel so damn invisible in it all, and that makes you feel even worse because it makes you feel so egoistic. For God's sake, a child is sick needing a hospital and here are you feeling like you need to cry because fuck you feel out of place? Feeling pathetic about it makes you want to cry too.
So, when you and Minseok's mother are side by side, coffee in hands and Mingyu on the loose searching for food, you want to just get up and leave without giving a proper explanation, but you think you need to be a reasonable adult.
"You see…" Minseok's mother starts. "Mingyu never brought a girl home." And you kinda feel strange what she is saying but hey her kid is on the hospital, she may be going crazy. "I never actually even saw one of his girlfriends, ever."
"Oh, I’m not his girlfriend, we’re just friends." You start, but the taste of the phrase feels weird against your tongue.
"Yeah," She laughs, and you know she is laughing at you, which makes everything worse. "I know my brother and I know how he looks to someone." She says, holding her head, elbows on her own thighs, and she looks so so tired, and that too, makes you want to cry. "But I’m glad that you are here. I may not seem glad because my kid is right now on a hospital bed, but-" she says laughing again, and now you are not so sure why she is laughing, she looks so exhausted she is almost out of it. "But since Minseok's father passed away Mingyu is just giving his all you know? He bends over backwards for us. He picks Minseok on school when I can’t get out of the work on time, he was the one who could actually take care of Minseok the last time he went to hospital because I was too damn busy, and he actually cooks for us and he just goes to my home to leave side dishes. He is doing more than he should. He is doing what a father should be doing." She says and you hear her heart breaking, you almost see the blood, because she is so transparent, so worried, so sorry, and all that don't make sense in your head. "What I’m trying to say is that my little brother is precious, so if you fuck up, I might kick your ass."
"I thought he was-"
"Minseok's father? I know I gave birth to a mini version of my brother, but like, it's a little screwed up you didn’t know. Maybe you guys should work on your communication."
And that stays on your mind. Stays on your mind when it gets too late to get an Uber so Mingyu insists on you driving his car back because ubers can be weird and unsafe. Stays on your mind when he doesn't text you. Stays on your mind when you are at university, yet again lecturing about sociology classics and some passionate kids are debating about communism, and you can't even make yourself worry that you are not that older than the people you call kids. Stays on your mind when you arrive home and you can't quite bring enough courage to knock on Mingyu's door.
But then two days after the whole not-Minseok-daddy’s fiasco, Mingyu is at your door. Looking like a truck just hit him, the same clothes from a few days, body a mess, and you suspect that mind too. So, you let Mingyu in, guide him to your shower, go to his home pick up his clothes, and you roll your sleeve and start making Mingyu dinner. You are not a good cook, and Mingyu is certainly better than you, but still, you try your best. It’s what you’ve been doing all your life really.
You are putting garlic and onions in the pan when you feel Mingyu's arms going around you. He puts his forehead on your shoulder, and you can smell your soap’s scent on his skin.
"I'm sorry I vanished."
"It's okay it must have been tough. I understand."
"I know you do, and I'm very thankful for that but-" Mingyu turns his head to your neck, and you can feel his smell you and his hot breath against it. "I still shouldn't have done it. It was a dick move. You were also worried."
"Yeah, but it’s okay. Is he okay?" You say lowering the fire.
"Yeah, he is already talking about how his mom should give him a better cellphone so he can play Pokémon go at the hospital because everything is so boring."
"See? He’s okay. Minseok is fine." You say turning and giving Mingyu a hug, his head going again to your neck, almost rubbing himself on you.
"Yeah, we just need to pay more attention to his diet." He says still bending to hug you.
"See, Minseok is fine, but you don't look so good sir, so let me treat you to a nice, homemade meal." You say giving his butt a little tap because one more second in Mingyu's and everything will be burned in the pan.
"What I did do to deserve you?"
"A lot of things, Gyu, a whole lot of things."
Mingyu eats, and it seems to improve his energy a bit because he insists on watching a movie with you, even tho you know he looks like he may fall asleep at every minute - he didn't actually sleep soundly for two days and you said that to him, but, being the stubborn guy he is, he still insists. So you two end up in your bed, bodies tangled, Mingyu's head on your chest, your fingers going through his hair - he favorite thing in the whole world he says and that makes your heart bloom, full of tiny little flowers.
You wake up in a different situation. Mingyu's body now pressed against your back, his thigh big against yours, and his hand splayed against your other thigh. Mingyu's strong arms around you, and he is warm against you and surprisingly soft. You squirm a little trying to change position until you can face Mingyu, face soft and peaceful.
And fuck.
Maybe you don't just care about Mingyu.
Maybe, just, maybe you have fallen in love with him. Maybe now, after having him on your bed, you will continuously think about how you want to wake up in his arms. Maybe you will continuously think about how you want to be Mingyu's shelter, how you want to be the place he comes back to when times get rougher. Maybe you want to be Mingyu's night sky clear enough and starry enough to guide him home. And all that makes you feel like you want to cry and weep because maybe you are not ready enough. Maybe you will never be. But you want to be, you want so much and that makes things even harder.
So when Mingyu gives you a peck on the lips when he is going home to change for the gym and you are ready for a day in the university you also feel like crying.
And when Mingyu sends you a message asking you out - on a proper date he makes that clear enough you also feel like crying.
And when Mingyu is knocking on your door because you didn't answer and he saw your car in the garage when he was back from his market trip you are already crying before even answering the door.
"Hey-" He freezes and his demeanor changes. "Hey, what's wrong?"
You just continue to cry, feeling like a dumb little kid, feeling like a pan full of water in the stove, boiling and overflowing.
"Hey, babe what's wrong?" Mingyu says, hands on your cheeks making you look at him. "You’re making me worried."
"I just-" You try to say, cleaning your face but you just hiccup harder.
"Are you feeling unwell? Do you need to go to the hospital?"
"No, I'm OK." And you say because you see Mingyu's face squirm in agony.
"Ok, ok. Do you need anything? Do you want me to buy anything? Fix anything? Did someone mistreat you?" Mingyus continues to try searching for something in your face.
"No I-"
"You can tell me if it is someone from your work or-" He tries again.
"It is not about work, it is about us." You finally say, not because you summed up the courage, but because the way Mingyu is acting is breaking your heart all over again.
"Us?" Mingyu bends his head to the side. "Okay, what's wrong with us?"
"Sometimes I get too wrapped up in my head and that's not your fault." You say, just leaving him there and sitting on the sofa. And you feel the urge to just tug at your hair and scream. "And the whole I'm not ready thing and your sister-"
"What did my sister say?" Mingyu cuts you, closer to you, arms folded against his chest.
“It’s  not because of what she said, she is actually right about it-"
"Look babe, I love my sister to death, I love Minseok to death, I’d die and kill for both of them, but my sister is overprotective so whatever she said-"
"She said we don't have good communication." You blur out at once.
"Oh, for fucks sake,"
"And she’s right because I thought Minseok was your kid right?" You tell Mingyu a little exasperated. "Like we've been hanging out right? And I didn't feel comfortable to talk about it with you"
"Everyone thinks Minseok is my kid." Mingyu says like is not a big deal.
"Yeah but your maybe girlfriend shouldn't and I found out on a trip to a hospital when all the time I was thinking about how worried you were because it was your kid." You say bringing your knees to your chest because all this is fucked up, you shouldn't be talking about this with Mingyu because you have no right to, you were the one that spent too much time not saying yes, and when you said yes didn't even feel like a yes to be honest.
"I was worried, and Minseok is my kid in a way.”
"Mingyu,” You breathe deeply, because you feel stupid, and you feel like you are asking too much "Maybe that's my fault too, I'm not blaming you, that's why I told you that I was not ready for a relationship because I always fuck things up. I get so scared that I fuck things up before people realize I'm not good enough fo-"
"For fucks sake," Mingyu says opening his arms and tilting his head again. And you think is the first time you see Mingyu mad or frustrated, or both at the same time, you really can’t tell. "What the fuck do you mean with not good enough? You are caring, you are smart, and you actually drove me to the hospital and stayed there until I kicked you out. All that when we’ve been seeing each other for two weeks, how is that not being good enough?" Mingyu take your hand that is laying against your knee and caresses it with his thumb. "You make me go crazy every time we are together and I feel the happiest I've ever been in these months fuck this year actually has been a hell for me." Mingyu kicks nothing, and you feel so sorry for bringing it up, for crying, because you can see that this is hard for him too. "So yeah, maybe you are not ready so what? Maybe we don't have communication, yeah sure we fucked up, but if you get out of your head, maybe it’s all because I'm the asshole, I'm the one who loves his nephew enough to want to actually fit the dad shoes because Minseok deserves a father figure. I-" Mingyus says and you can see that his knee almost buckles, making him change positions. "I'm still lacking too, maybe I'm a mess too, fuck, maybe I'm not ready too, but I prefer not being ready together than being ready at the wrong time." Mingyu takes another step, and his hand goes to your cheeks caressing it, making you closer your eyes and just enjoy his faint touch. “So don’t feel pressured ok? You are not in this alone, and I told you I’m all okay with waiting and I’m- I may not seem like it, but I am a mess too, I have my doubts too, and I get into my head too. So when you are getting all crazy and stuff just, just let’s have a talk, ok?”
“Okay, yeah. Okay.” You say catching his hand and kissing his palm. “Can we order food? Can we order Chinese?”
“Of course we can, baby.” Mingyu says with a chuckle.
“And then, " You start unsure of yourself because you still think you are asking too much and giving too little. "Then can you tell me about Minseok? Can we talk about the whole history?”
“Of course, we can” Mingyu says, looking at you fondly again, and for once you feel that being transparent to Mingyu is not that bad because you feel like he understands you need. “I may cry though, so…”
“It's okay, I'm pretty sure you gonna be cute crying.” Mingyu gives you a big smile and that makes you feel alright.
So Mingyu tells you a lot. He tells about Minseok's dad death, he tells about his own father's death and how that impacted him, and how he draws the parallel between Minseok and himself. He talks about how his sister is so protective of him even tho she is half his size, he talks about how his sister always picked his fight. He tells you about Minseok favorite things - Pokémon, ice cream, and dinosaurs. He tells you everything he can think of until you two finish up dinner, and he continues to tell you everything when you are laying in his arms, his hands on your hair, your body over him - legs and arms across Mingyu, because you feel the need to hug his big and beautiful heart, but you settle the need hugging him instead.
And you and Mingyu just fall into a routine easily. You sleeping on his bed or him sleeping on yours, even though his feet always hang on the end of your bed because he is just too damn big and tall. You always say goodbyes at the door, or on the elevator, Mingyu going to the gym, you to your work. Sometimes, when Mingyu has a deadline you stop at your favorite restaurant and order food to cheer him up. Sometimes, Mingyu picks you up so you guys can eat out for a change. But the thing is - its always more than once a week.
So when Mingyu knocks on your door, maybe the fourth time this week (without counting the times you knocked on his door) you are ready to give a pretty and polished version, with heels and all, because Mingyu is taking you to the new fancy restaurant across town.
"Hey-Wow" Mingyu says and you almost throw yourself at him, you almost drool and make a fool of yourself, because Mingyu is wearing black slacks and a white button-down, and god your boyfriend is so hot. "You look amazing babe." He says holding your finger up and making you twirl.
"Thanks," You give him a kick peck and spread your hands against his chest. "You don't look so bad either."
The restaurant is nice, the place is beautiful, the food amazing, and the wine Mingyu ordered tastes so good against your tongue. But the only thing you actually think of is him. His pretty skin pecking out of hir shirt collar, his pretty lazy smile against a few cups of wine, his strong arms and peck against the fabric of his shirt.
When you guys finally settle on the Uber, Mingyu does one of the things he does best - he thinks and conjures in his mind that every damn living thing is in love with you, and it is endearing really. He is so protective and caring and that makes you want to jump him too. He nods to the uber and his big ass hand rest on your thigh, just where the hem of your black dress ends.
And you want to kiss him so bad, if it wasn't for the Uber, you could probably ride him in the backseat. You tug Mingyu's arms making him bend a little in your direction, while your other hand is splayed on top of his, fingers interwind. You kiss Mingyu’s jaw and feel his arm up, god, he is so strong and so hard all over it makes you go crazy, makes you want to merge your body with his, so you just try to get closer to him even if you know it's not really possible.
“You smell nice,” You say almost sniffing Mingyu, hand on his biceps and face on the slot of his neck.
“I smell like I always do?” Mingyu answers you but is more a question really. His hand still on you thigh, but this time giving it a squeeze.
“Yeah, but you always smell nice, baby.” You hands travels up - stopping on his chest. Well, fuck the uber really, he probably sees couples feeling eachother up all the time, so you just paw Mingyu chest.
“Thanks babe but,” He says, holding your hand and giving you a chuckle when he sees you pouting on his shoulder.
“No fun.” You say still trying to get your hand free, to feel Mingyu up in the backseat like a fucking teenager. And to be honest you like the prospect of it giggling a little, feeling dumb, but oh so happy.
“No fun?” Mingyu asks you. “I’m the most fun guy you’ve ever met, I love fun. Fun and I are synonyms.”
“Well, I’m trying to feel you up in the backseat of an uber and you’re not letting me, so, you are the most boring guy ever.” You say on Mingyu’s ear, whispering the words, and you just see his body jerking. He starts to cough, looking at you disbelieved, and you do the only thing possible and laugh.
You take pity on Mingyu's situation, because he is almost choking on the backseat. So you behave like a little girl, hands on her lap, no more touching his boobs, or trying to lick his neck and jaw. But you still think about every other thing you want to do to him. You think about how Mingyu’s hands are big and the way he always put on the small of your back, and you question how it would feel against your neck.
You also want to discover every nook and cranny of Mingyu. Because you love the way he is so reliable in every aspects of adult-life that you struggle a little, he was the one that dealt with the new ac installation in your apartment, but you also love the way he gets so silly and pouts with the smallest and easiest things, and deep down you know Mingyu can do that task, he was big and strong, yet you were the one taking the grasshopper off his balcony.
But when Mingyu is glued to your back, hands on your hips and mouth on your neck on the elevator you think that you settle to discover this version of him today. The version that has you wrapped up in his arms, and the version that has the audacity to feel you up in the elevator.
“You are such a jerk.” You say to Mingyu still latched on your neck.
“Me?” Mingyu asks trailing his hand till they stop on your ribcages, fingers digging in.
"Yes, you." You say trying to get out of Mingyu's embrace but he’s just so clinging, glued to your back, and he is actually keeping you in place with his strong arms. "You can do everything and I can't feel up in the uber. It’s unfair."
"Baby, the uber was right there." Mingyus says guiding you though the hall and stopping on your door.
"Yeah and the crazy lady from the 07 can show up at anytime." You say trying to up your door but Mingyu hands are still on you, now on the hem of your dress, toying with it. "I really shouldn't you let get your way with me today."
"Don't even think about that." Mingyu says, hands again on your hips, this time he starts rutting against your back. "I might die." And you two almost trip when you finally open the door and Mingyu's body weight makes you go forward.
"Yeah, but I’m still mad with you." You say tugging on Mingyu's shirt, his large body pressing you against the wall.
"Baby’s mad?" Mingyu coos, and your legs almost give up because the condescending tone his uses make your brain stop. "What can I do then, hmm?" Mingyu says already lifting your dress up. "What can I do so my baby is not mad with me?"
So you do the only thing you think really, you put hands on Mingyu's neck and bring him to a kiss, it is sloppy but you don't even care, because Mingyu's lip feel so soft, and you can trace the taste of the wine on his tongue. And you are so distracted that you only realize Mingyu is getting you naked when he breaks the kiss to take off your dress.
"Fuck-" Mingyu says actually looking at you, hands on your waist holding you back enough so he can see the way that the black lingerie you bought a few days ago cling onto your skin.
"Come here." You say grabbing Mingyu's shirt again, wanting his mouth back on yours. But Mingyu cuts the kiss short again, leaving sloppy kisses on your jaw and neck. "Babe." You call again, hand going to his hair and tugging.
"I know, I know" Mingyu says kissing your collarbone. "Fuck-" He says taking a step back again and you can feel your body going in his direction, but Mingyu's hand steadies you against the wall. "Just- you look so pretty." Mingyu says looking at you and you’d almost feel shy if you didn't feel so needy. "Look at you." He says hand traveling to touch your boobs so fucking softly you almost melt, fingertips grazing against your lingerie.
"Babe," You whine again, trying to get Mingyu's attention, but he doesn't care, too lost kissing your chest.
"Fuck-" Mingyu says grabbing your hips, toying with your panty line. "Wanna eat you out so bad," He says like almost begging and you need to balance yourself on his shoulders. "You’ll let me right?" Mingyu says looking at you, eyes still against on your skin.
And you feel like your mouth is not working properly so you just give him a nod and it's enough for Mingyu trails his lips lower and actually kneel in front of you. And that alone should be fucking illegal, so when he plants a little kiss on your mound you think you are ready to go straight to hell because you just want to shove his face on your pussy, but instead you just hold Mingyu's face, hands on his jaw.
"I-" he starts, hands on your ass, fingers digging on your skin. When you look at him again he looks so out of it, so lost, so pussy drunk you can almost cry. And when Mingyu actually starts to lap at your pussy, your lingerie still in place you feel actually insane, clenching around nothing and the feel of your wet panties against your core makes you tug at his hair. The way Mingyu looks - eyes closed, hair a mess because of you, eyebrows furrowing in concentration makes your hips buckle against his mouth, but he just keeps going, like there is no other thought in his mind.
"Babe please I need-" You say breathing rapidly, and you feel the urge to cry again, because is so good but at the same time is not enough.
"Hm?" Mingyu says mouth still on you, eyes opening looking at you.
"Need more." You say pathetically, but if you need to beg, you will beg.
"Yeah?" Mingyu asks. "Gonna give to you baby." He says just so he can get his mouth off of you to tug your panties to the side. Then his mouth is on your pussy again, like he can't really spent more than two seconds apart. And you just mew, one hand on Mingyu's hair, and another one trying to keep your body straight against the wall. "Fuck-" Mingyu says again tugging at your panties to the side again, and you can feel it digging at your chest but you don’t care. "How can a pussy taste so good?" Mingyu asks but you doesn't really have an answer, and you feel Mingyu's strong hands on your leg, manhandled your into position, leg against his shoulder, hand splayed on your thigh, while the other one goes to your pussy opening you up. "Pussy’s so pretty fuck, could eat you out for days." He says almost breathless before going back to lap at your pussy, fingers still keeping your open and sucking at your clit.
And everything makes you feel insane. Of course Mingyu's tongue against your entrance makes your knees give up, of course the way he keeps you open for his mouth makes it so dirty, but whats really keeps you going, what makes you reach the edge so fast is the way he hums against your pussy, like it's his favorite thing in the world, the way he is so fucking desperately laps at it, the way the everytime your hips buckle Mingyu just follows the moviment because he can't take his mouth off you for a fucking second and it's what makes you cum. And you actually need to hold Mingyu's head for a minute so he leaves your pussy in other to you catch a breath.
"Need a minute," You say explaining when he looks at you puzzled. "Sensitive."
"Did you just-" Mingyu stops, looking at you and at your pussy making you laugh a little. "Did you just cum?"
"Yeah?"
"Fuck, you are so hot." He says giving the leg that still on his shoulder a bite. "But you can take more right?" He says fingers tracing your pussy, pressing your clit making you jump a little. "You need to take more babe, gonna eat your pussy again, open you up with my fingers," he says fingers on your entrance "and then will you make you come on my cock I know you will take so fucking well-" and he plants a kiss on you clit again. "Pretty pussy taking my cock hm? Gonna make you enjoy it, promise, gonna make you feel good."
And you don't doubt for a second that he will make you feel good, fuck he just made you cum against a wall two steps away from your door, but before you can say anything Mingyu is attatched to your pussy again.
"Wait, babe" Mingyu says. "This damn thing is getting on my way." He says letting your legs fall down and he finally takes off your panties, not even bothering to get really off of you, Mingyu just let one of your legs free while your panties sits on your feet. "God, if you let me, I will eat you out everyday, lick this pussy everyday before getting out of bed." He says like he is telling you about a new habits like drinking water first thing on the morning, or have a juice everyday - but he is talking about how he wants to bury his face on your legs like he is doing now, tongue going against your folders, arm going around your leg and opening you open again for him, while the other one goes to your ribcage keeping your body upright. And you loose track of time really, just focusing on Mingyu's tongue against you, humming all over again. "Fuck, how can a cunt taste so fucking good." Mingyu says mouth leaving your pussy as his fingers tacking its place. "You are making me insane, going to cum at my pants if we keep going like this." And you can actually see Mingyu palming himself.
"We can-" You try to start but he just chuckles.
"Oh no, don't worry about me." He says eyes leaving you and going again to your pussy, and you feel so exposed in Mingyu's hand, his digit finally entering you which makes you whimper, until know you didn't really paid attention on how empty you felt. "Making you feel good is enough for me." He says like he is not fingerfucking you to the second orgasm of the night. And again is not really the actions itself, of course. Mingyu’s longer fingers entering you is so fucking good, the way his thumb goes at your clitoris rubbing it in circles makes you cry, but when you look down and Mingyu barely blinks, eyes on your pussy and licking his lips like he didn't eat your pussy for minutes, is what makes you break, the way he looks so fucked blissed about giving you pleasure like he doesn’t need anything else.
And you come on his fingers and almost melting, but Mingyu lifts and holds you up, giving your ass a squeeze.
"So fucking hot-" Mingyu says his strong arms around you making you move towards the sofa, and you are pretty sure he is just dragging you around because your legs gave up. "Could use my mouth to clean you up-" and you almost scream when he is laying on the sofa, letting himself get comfortable between your legs.
"Babe, I love your mouth," you say tugging in Mingyus shirt, and how the fuck he is not naked. "but really I need your cock, otherwise I might go crazy." And you use your last few working neurons to start open the buttons on his shirt but suddenly stop when Mingyu just shoves two fingers inside you again.
"Hm, but you look stuffed enough baby." Mingyu says lowering himself and giving you a kiss, you feeling the taste of your pussy on his mouth.
"Mingyu, please" You beg. "Please, I-"
"Shh, it's okay, gonna give it to you." He says finally getting off his shirt and you feel so empty you can feel yourself clenching over nothing, and you can see how Mingyu just watches your pussy. "Fuck, baby, don't worry" He says already opening up his pants. "Gonna give to you real good, gonna make you feel so full."
"Oh, thank god." You say making him laugh before getting naked, and fuck, he was pretty and big all over. And you almost drool because, shit, even his dick is pretty. "Can I suck you off?" You ask already crazy enough that you mind-mouth filter just vanished.
"Oh fuck," Mingyu say hips buckling, making his cock sits on your mound, and he looks so big. Thank fuck he stretched you out. "Yeah, yeah not now though, might cum on your mouth."
"That's alright."
"Babe," Mingyus mewls, head resting on your collarbone, looking defeated. "Don't say things like that I almost-" He says hips buckling again. "Wanna fuck you properly."
"Ok, ok, but later…"
"Yeah, you can choke on it later, I won't be against it." And god, you want Mingyu to shut the fuck up because if he keeps talking to you, you’re gonna cum again without his dick inside you. "Fuck, might not last long" Mingyu says, and you almost laugh at him, because he is acting like you are not one step away from being spent just because of your mouth. Mingyu guides his cock with his hand, mouth watering looking at it, and when you feel hime ntering you you actually sees your boyfriend gulp.
And then you think about Mingyu saying how different you both are from each other. How his main sense is his vision, while for you, every touch sends you overdrive. And how both of you are so different but fit so well, because when Mingyu is fucking you, his body against yours, mouth at your jaw and hand holding yours, you feel like earth could collapse and the world could end because you already had the taste of the most important thing in the world; the taste of being loved by Mingyu, and you are sure nothing will come close to it.
You feel the urge to make Mingyu feel the same way, so loved and so cherished. So while Mingyu is fucking you, you try your best, you kiss his jaw - and it's messy and sloppy, but it's the best you can do when his dick is stretching you out. You claw at his shoulder, and you put your legs around his waits.
"Fuck, baby-" You try to speak again but you feel unable to, like your brain are not even trying to put more than two words together.
"I'm so fucking close." Mingyu says with his thrust getting faster, out of rhythm, body more pressed against yours.
And you just let the wave wash over you. You can feel Mingyu getting even more unruly, babbling things that you can't really make sense because, fuck, you are so gone. The way that he fills you up in every corner is just different, the way that he stretches you almost makes you feel like you arrived at a point of no return, and when you cum, clenching around him, Mingyu reaches his breaking point.
"Fuck-" He says getting off of you, and getting his hair out of his face, and his smile is so big, so beautiful and so lazy you could just kiss him if your limbs were working really.
"Hey baby, can you please take my bra off?" You say already turning on the bed but when Mingyu's laugh reaches your ears you are so fucking glad that you moved.
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shadowmaat · 10 months ago
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Jedi Service Corps
The Legends-fueled propaganda of "bad students get sent to the Agricorp/Services" has always bothered me. First of all, forcing kids into a career not of their choosing isn't the best way to encourage them to perform well.
The Services in general seem to get a bad rap, and TBH it's kind of bizarre to assume that every kid who winds up being taken in by the Jedi wants to grow up to be a cop. LOL!
There is so much untapped potential being ignored, and even within the four pseudo-canon branches there's a lot to explore.
Agriculture. Farmers Without Borders. LOL! It isn't just about growing plants, it's about analyzing trends, understanding ecosystems, geology, climatology, politics, etc. There's mechanical engineering so you know how to fix the machines that do the hardest labor (often illegally, given corporate software locks and so forth). Probably a lot of fiddly stuff with plant genetics, too, given similar issues with seed corporations.
Being Jedi, I'm sure they're also aware of the need to include "ornamental" plants to help with the emotional welfare of hurting/devastated populations.
Education. This field must be fucking wild. Sure, you have your future creche masters and archivists, but I imagine there are those who do public outreach, too, and go to schools to teach kids about what the Jedi do beyond waving laser swords. There's probably also a need for teachers in isolated/rural areas to help with basic things like reading, writing, and maths. Ditto areas devastated by wars and natural disasters, where kids need a safe distraction from trauma. I bet Educorp and Agricorp team up more often than people might think.
There's also the sheer variety of topics. Even something basic like history will have a wide net. Galactic history, region-specific, planetary, etc. And then there's the arts. Music, singing, dance, physical media, holo media, theatre, and so much more. There will be differences between species, understanding what they need to know, how they learn best, and what their aging process is like. Teachers to cover the full range of mortal maturity, from teaching toddlers to old-timers. And don't get me started on teaching "forbidden" topics in repressive communities.
Medical. LOL. Every. Single. Species. And often subtypes between them. So many specialists needed. And again, you probably have a number that specialize in helping in disaster areas. Hello, Educorp, let's help teach these people how to best care for themselves. Maybe Agricorp can help with showing folks how to purify their air and water. There must be SO many diseases, some of which have inoculations and so that don't. And again, figuring ways to smuggle medicine and supplies to those who need it despite the extortionist rates corporations charge. Repairing faulty equipment, finding work-arounds when the parts aren't there. Triage. Using the Force to help heal is all well and good, but sometimes they still have to get hands-on.
Even with non-emergency stuff, I imagine they're still kept busy. The idea of a Jedi "country doctor" settled in some remote area sounds delightful. Communities that get "lost" in the shuffle or otherwise overlooked. Veterinary medicine as a sub-specialty.
Jedi having a special "knack" for determining what's wrong with someone, finding early warning signs before it's too late, etc. Comforting the dying. Comforting the survivors. ALL the mental health stuff and neurodivergence.
Exploration. Jedi Starfleet. LOL! It isn't all about discovering new worlds, though. Sometimes it's rediscovering planets and cultures that have been forgotten. Charting new hyperlane routes and hoping the end doesn't pop you out in the middle of a star.
I betcha you could fold so many things into this one. Botany. Archaeology. Xenoanthropology. Medicine, of course, since new worlds/people means new poisons, venoms, and diseases. New or ancient languages? It'd help to have someone around who could work on translating. Diplomats to help you talk to people. Geologists. Zoologists. A bit of everything.
Sure, there'd be room for solo missions, but I imagine there'd be bigger ships that they'd launch from. A place to come back to so the brains can pore over everything you brought back and see what they can determine from it. And big ships (or any ships really) means pilots, engineers, general crew, logistics, and all those fun things.
Anyway, I can see plenty of room for additional corps, too, but of the ones that get mentioned in Legends there's still a huge playing field.
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mariacallous · 1 month ago
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These days, when Nicole Yelland receives a meeting request from someone she doesn’t already know, she conducts a multi-step background check before deciding whether to accept. Yelland, who works in public relations for a Detroit-based non-profit, says she’ll run the person’s information through Spokeo, a personal data aggregator that she pays a monthly subscription fee to use. If the contact claims to speak Spanish, Yelland says, she will casually test their ability to understand and translate trickier phrases. If something doesn’t quite seem right, she’ll ask the person to join a Microsoft Teams call—with their camera on.
If Yelland sounds paranoid, that’s because she is. In January, before she started her current non-profit role, Yelland says she got roped into an elaborate scam targeting job seekers. “Now, I do the whole verification rigamarole any time someone reaches out to me,” she tells WIRED.
Digital imposter scams aren’t new; messaging platforms, social media sites, and dating apps have long been rife with fakery. In a time when remote work and distributed teams have become commonplace, professional communications channels are no longer safe, either. The same artificial intelligence tools that tech companies promise will boost worker productivity are also making it easier for criminals and fraudsters to construct fake personas in seconds.
On LinkedIn, it can be hard to distinguish a slightly touched-up headshot of a real person from a too-polished, AI-generated facsimile. Deepfake videos are getting so good that longtime email scammers are pivoting to impersonating people on live video calls. According to the US Federal Trade Commission, reports of job and employment related scams nearly tripled from 2020 to 2024, and actual losses from those scams have increased from $90 million to $500 million.
Yelland says the scammers that approached her back in January were impersonating a real company, one with a legitimate product. The “hiring manager” she corresponded with over email also seemed legit, even sharing a slide deck outlining the responsibilities of the role they were advertising. But during the first video interview, Yelland says, the scammers refused to turn their cameras on during a Microsoft Teams meeting and made unusual requests for detailed personal information, including her driver’s license number. Realizing she’d been duped, Yelland slammed her laptop shut.
These kinds of schemes have become so widespread that AI startups have emerged promising to detect other AI-enabled deepfakes, including GetReal Labs, and Reality Defender. OpenAI CEO Sam Altman also runs an identity-verification startup called Tools for Humanity, which makes eye-scanning devices that capture a person’s biometric data, create a unique identifier for their identity, and store that information on the blockchain. The whole idea behind it is proving “personhood,” or that someone is a real human. (Lots of people working on blockchain technology say that blockchain is the solution for identity verification.)
But some corporate professionals are turning instead to old-fashioned social engineering techniques to verify every fishy-seeming interaction they have. Welcome to the Age of Paranoia, when someone might ask you to send them an email while you’re mid-conversation on the phone, slide into your Instagram DMs to ensure the LinkedIn message you sent was really from you, or request you text a selfie with a timestamp, proving you are who you claim to be. Some colleagues say they even share code words with each other, so they have a way to ensure they’re not being misled if an encounter feels off.
“What’s funny is, the low-fi approach works,” says Daniel Goldman, a blockchain software engineer and former startup founder. Goldman says he began changing his own behavior after he heard a prominent figure in the crypto world had been convincingly deepfaked on a video call. “It put the fear of god in me,” he says. Afterwards, he warned his family and friends that even if they hear what they believe is his voice or see him on a video call asking for something concrete—like money or an internet password—they should hang up and email him first before doing anything.
Ken Schumacher, founder of the recruitment verification service Ropes, says he’s worked with hiring managers who ask job candidates rapid-fire questions about the city where they claim to live on their resume, such as their favorite coffee shops and places to hang out. If the applicant is actually based in that geographic region, Schumacher says, they should be able to respond quickly with accurate details.
Another verification tactic some people use, Schumacher says, is what he calls the “phone camera trick.” If someone suspects the person they’re talking to over video chat is being deceitful, they can ask them to hold up their phone camera to their laptop. The idea is to verify whether the individual may be running deepfake technology on their computer, obscuring their true identity or surroundings. But it’s safe to say this approach can also be off-putting: Honest job candidates may be hesitant to show off the inside of their homes or offices, or worry a hiring manager is trying to learn details about their personal lives.
“Everyone is on edge and wary of each other now,” Schumacher says.
While turning yourself into a human captcha may be a fairly effective approach to operational security, even the most paranoid admit these checks create an atmosphere of distrust before two parties have even had the chance to really connect. They can also be a huge time suck. “I feel like something’s gotta give,” Yelland says. “I’m wasting so much time at work just trying to figure out if people are real.”
Jessica Eise, an assistant professor studying climate change and social behavior at Indiana University-Bloomington, says that her research team has been forced to essentially become digital forensics experts, due to the amount of fraudsters who respond to ads for paid virtual surveys. (Scammers aren’t as interested in the unpaid surveys, unsurprisingly.) If the research project is federally funded, all of the online participants have to be over the age of 18 and living in the US.
“My team would check time stamps for when participants answered emails, and if the timing was suspicious, we could guess they might be in a different time zone,” Eise says. “Then we’d look for other clues we came to recognize, like certain formats of email address or incoherent demographic data.”
Eise says the amount of time her team spent screening people was “exorbitant,” and that they’ve now shrunk the size of the cohort for each study and have turned to “snowball sampling” or having recruiting people they know personally to join their studies. The researchers are also handing out more physical flyers to solicit participants in person. “We care a lot about making sure that our data has integrity, that we’re studying who we say we’re trying to study,” she says. “I don’t think there’s an easy solution to this.”
Barring any widespread technical solution, a little common sense can go a long way in spotting bad actors. Yelland shared with me the slide deck that she received as part of the fake job pitch. At first glance, it seemed like legit pitch, but when she looked at it again, a few details stood out. The job promised to pay substantially more than the average salary for a similar role in her location, and offered unlimited vacation time, generous paid parental leave, and fully-covered health care benefits. In today’s job environment, that might have been the biggest tipoff of all that it was a scam.
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wolfliving · 2 years ago
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It starts with him
What was once a promise of technology to allow us to automate and analyze the environments in our physical spaces is now a heap of broken ideas and broken products. Technology products have been deployed en masse, our personal data collected and sold without our consent, and then abandoned as soon as companies strip mined all the profit they thought they could wring out. And why not? They already have our money.
The Philips Hue, poster child of the smart home, used to work entirely on your local network. After all, do you really need to connect to the Internet to control the lights in your own house?  Well you do now!Philips has announced it will require cloud accounts for all users—including users who had already purchased the hardware thinking they wouldn’t need an account (and the inevitable security breaches that come with it) to use their lights.
Will you really trust any promises from a company that unilaterally forces a change like this on you? Does the user actually benefit from any of this?
Matter in its current version … doesn’t really help resolve the key issue of the smart home, namely that most companies view smart homes as a way to sell more individual devices and generate recurring revenue.
It keeps happening. Stuff you bought isn’t yours because the company you bought it from can take away features and force you to do things you don’t want or need to do—ultimately because they want to make more money off of you. It’s frustrating, it’s exhausting, and it’s discouraging.
And it has stopped IoT for the rest of us in its tracks. Industrial IoT is doing great—data collection is the point for the customer. But the consumer electronics business model does not mesh with the expected lifespan of home products, and so enshittification began as soon as those first warranties ran out.
How can we reset the expectations we have of connected devices, so that they are again worthy of our trust and money? Before we can bring the promise back, we must deweaponize the technology.
Guidelines for the hardware producer
What we can do as engineers and business owners is make sure the stuff we’re building can’t be wielded as a lever against our own customers, and to show consumers how things could be. These are things we want consumers to expect and demand of manufacturers.
Control
Think local
Decouple
Open interfaces
Be a good citizen
1) Control over firmware updates.
You scream, “What about security updates!” But a company taking away a feature you use or requiring personal data for no reason is arguably a security flaw. 
We were once outraged when intangible software products went from something that remained unchanging on your computer, to a cloud service, with all the ephemerality that term promises. Now they’re coming for our tangible possessions.
No one should be able to do this with hardware that you own. Breaking functionality is entirely what security updates are supposed to prevent! A better checklist for firmware updates:
Allow users to control when and what updates they want to apply. 
Be thorough and clear as to what the update does and provide the ability to downgrade if needed. 
Separate security updates from feature additions or changes. 
Never force an update unless you are sure you want to accept (financial) responsibility for whatever you inadvertently break. 
Consider that you are sending software updates to other people’s hardware. Ask them for permission (which includes respecting “no”) before touching their stuff!
2) Do less on the Internet.
A large part of the security issues with IoT products stem from the Internet connectivity itself. Any server in the cloud has an attack surface, and now that means your physical devices do.
The solution here is “do less”. All functionality should be local-only unless it has a really good reason to use the Internet. Remotely controlling your lights while in your own house does not require the cloud and certainly does not require an account with your personal information attached to it. Limit the use of the cloud to only the functions that cannot work without it.
As a bonus, less networked functionality means fewer maintenance costs for you.
3) Decouple products and services.
It’s fine to need a cloud service. But making a product that requires a specific cloud service is a guarantee that it can be enshittified at any point later on, with no alternative for the user owner. 
Design products to be able to interact with other servers. You have sold someone hardware and now they own it, not you. They have a right to keep using it even if you shut down or break your servers. Allow them the ability to point their devices to another service. If you want them to use your service, make it worthwhile enough for them to choose you.
Finally, if your product has a heavy reliance on the cloud to work, consider enabling your users to self-host their own cloud tooling if they so desire. A lot of people are perfectly capable of doing this on their own and can help others do the same.
4) Use open and standard protocols and interfaces.
Most networked devices have no reason to use proprietary protocols, interfaces, and data formats. There are open standards with communities and software available for almost anything you could want to do. Re-inventing the wheel just wastes resources and makes it harder for users to keep using their stuff after you’re long gone. We did this with Twine, creating an encrypted protocol that minimized chatter, because we needed to squeeze battery life out of WiFi back when there weren’t good options.
If you do have a need for a proprietary protocol (and there are valid reasons to do so):
Document it. 
If possible, have a fallback option that uses an open standard. 
Provide tooling and software to interact with your custom protocols, at the very least enough for open source developers to be able to work with it. This goes for physical interfaces as much as it does for cloud protocols.
If the interface requires a custom-made, expensive, and/or hard-to-find tool to use, then consider using something else that is commonly available and off the shelf instead.
5) Be a good citizen.
Breaking paid-for functionality on other people’s stuff is inherently unethical. Consider not doing this! Enshittification is not a technical problem, it is a behavioral one. Offer better products that are designed to resist enshittification, and resist it yourself in everything you do.
Nothing forced Philips to do what they are doing: a human made a decision to do it. They could have just as easily chosen not to. With Twine’s server lock-in, at least we chose to keep it running, for 12 years now. Consider that you can still make a decent living by being honest and ethical towards the people who are, by purchasing your products, paying for your lifestyle. 
We didn’t get here by accident. Humans made choices that brought us to this point, and we can’t blame anyone for being turned off by it. But we can choose to do better. We can design better stuff. And we can choose not to mess things up after the fact.
We’re putting this into practice with Pickup. (We also think that part of an IoT reset is giving users the creative freedom of a general-purpose device.) If you’re looking for something better and our product can fill a need you have, consider backing us. We cannot claim to be perfect or have all of the answers, but we are absolutely going to try. The status quo sucks. Let’s do something about it.
Published October 15, 2023 By Jeremy Billheimer
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askagamedev · 7 months ago
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Summer 2025 Game Development Student Internship Roundup, Part 1
Internship recruiting season has begun for some large game publishers and developers. This means that a number of internship opportunities for summer 2025 have been posted and will be collecting applicants. Internships are a great way to earn some experience in a professional environment and to get mentorship from those of us in the trenches. If you're a student and you have an interest in game development as a career, you should absolutely look into these.
If you know of any game development internships that aren't listed here, please tell me! I'll try to collect another batch when EA posts theirs as a follow-up.
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Technical Artist Intern (Remote!)
Sound Design Intern (Remote!)
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Game Design Intern
Game Engineering Intern
Data Analytics & Data Science Intern
Localization Production Intern
Environment Art Intern
Animation Intern
VFX Intern
3D Character Art Intern
Site Reliability Engineering Intern
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Concept Artist Intern (Canada)
Animation Intern
VFX Intern
Game Engineering Intern
Technical Artist Intern
Threat Intelligence Analyst Intern
UI/UX Design Intern
User Research Intern
Computer Graphics Intern
Software Engineering Intern
Production & Project Management Intern
Concept Artist Intern (California)
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World Designer Intern
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3D Artist Intern
Animation Programmer Intern
Animation Technical Design Intern
Audio Design Intern
Backend Engineer Intern
Balance Design Intern
Character Artist Intern
Engine Programmer Intern
Environment Art Intern
Game Design Intern
Game Security Intern
Gameplay Programmer Intern
Gameplay Systems Engineer Intern
Salesforce Developer Intern
Software Engineer Intern
Environment Art Intern
Game Design Intern
Gameplay Programmer Intern
Tools Programmer Intern
Technical Artist Intern
Technical Character Animation Intern
Technology App Portfolio Intern
Tools Programmer Intern
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Concept Artist Intern
At time of writing, Electronic Arts was performing maintenance on their recruiting site and should have new openings posted on November 12th 2024. I'll do a second round of internship opportunities once they post, along with Ubisoft and any others I missed.
Brush up your resume and focus on any game dev work you've done. Amateur game dev work counts! Tabletop game mastering counts! Amateur board and card game design counts! Making your own CCG fan sets or draft cube counts! Game jam work counts! These make a bigger difference when it comes to hiring than most other kinds of work experience.
If you need assistance with your resume/CV, cover letter, or have other questions, join our discord and ask. The server is full of experienced developers who can help review your materials and give you suggestions. I also suggest taking a look at my Game Career FAQ. There's a lot of answers in there already. Best of luck out there.
[Join us on Discord] and/or [Support us on Patreon]
Got a burning question you want answered?
Short questions: Ask a Game Dev on Twitter
Long questions: Ask a Game Dev on Tumblr
Frequent Questions: The FAQ
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AITA for wanting to stay in an important team position?
(For reference: 🎮🎮🤖)
(Sorry for the long post and any bad grammar!!)
So i (16F) am in a robotics team at my school, we take part in a pretty big national and global competition called FIRST.
recently my team got through to national stages, which is a MASSIVE deal, not exactly an everyday occurrence.
Our robot requires two drivers, one for the main body, and one for the arm. The whole time we’ve had the robot working, i have been the arm driver (apart from a couple lunchtime sessions where other people tried it out briefly) and took part in the actual qualifying rounds. I’m also the CAD designer so i designed the claw part and know what i have to do to make it move in the correct fashion and not damage it. My friend Pen (not any real names ofc) is the main body driver and has spent so much time working on the robot no one is disputing her driving.
The problem comes in with two people - Plane and Bolt. I’ve never particularly gotten on with Plane, while ive been kind of neutral with Bolt. There’s no active hostile feelings with us at the moment, but they have been pretty aggressive to people in the past, gatekeeping roles and new people joining - they had a huge fight on the team group chat over it with my friend Keyboard. They also tried to stop Pen (who was originally doing software) and another person in our team (ill call her Remote) from being engineers, but im the end Plane and Bolt did none of the hard work, doing very easy things while Remote and Pen were left doing all the manual work on the body, while i attached the arm.
Both Plane and Bolt decided in the week before the qualifying event that they wanted to drive the arm, and that we should rotate at the event. Thankfully the supervising teacher got involved and told them no, i had put in the time, he guessed maybe they could try do some more practise before the national event. Me and Pen were drivers in that and are now in the top 19% of global drivers, which i am insanely happy about. Despite being ill the day of the event, Plane was the human player, which means you still get to be around the field while not directly touching the controllers or the robot, but can help.
The first session after the event, Plane comes up to me saying how badly she wanted to be the driver and she was going to put in the practise. I told her that I didn’t want to be mean, please don’t take this the wrong way, but it depends on what our teacher says, and really, it’s a matter of skill. Me and Pen have had the time practising together, it’s not a personal attack on you. The next event is only 8 weeks away (a lot of that is holiday) so im really sorry, but it’s not up to me. You’ll have to take it up with the teacher.
She was obviously not happy with this and walked out of the room without saying anything else. I’m panicking that I was too rude but she’s been far more aggressive to me before and I haven’t got super pissed at her for it?
The rest of the team apart from Plane and Bolt agree with me, and I really want to stay driver because honestly I enjoy it. It’s something im good enough at as well, and I don’t super enjoy just sitting in the audience feeling useless.
Tumblr, AITA?
What are these acronyms?
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capicola323427 · 8 months ago
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Japanese Kirby Fangames!
If we're talking about old Kirby fangames, may I interject with some I've found myself?
So, about two weeks ago give or take I've found a folder I've long forgotten on my computer containing a series of Japanese Kirby fangames I've downloaded from a now defunct Kirby fansite called Ashika no Hobii. It's been a a while since its shut down, so I figured I'd share with those who might be interested in these sorts of things.
Puchi Puchi Kirby - 2016 Karamero Games, Karakara
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It's a lemmings type game wherein you use Kirby's abilities to lead Kirby to the goal. The Kirbies will automatically bounce off of any obstruction or wall. This can include using Rock to turn a Kirby into stone so that they become a stone that will cause the Kirbies to go into the opposite direction, Hi-Jump to jump over large gaps, and Sword to break any Star Blocks in your way. It ranges from a medium to high difficulty. You start out with 21 levels so it's not a short game.
Bikaby Land - 2014 Karakara
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This is a mirrored styled puzzle game based off of Binary Land where you control the results of Kirby being split in two pieces by Splice n' Slice from Fofa Factor. It's a little tricky because the two mirror each other in opposite directions when it comes to movements but after a bit it becomes really fun!
LOLOLALA - 2021 Karamero Games, Egger Engines Software, Castle Lololo Laboratory
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It's a LoloLala fangame, the best way to describe it is to see it as more of a remaster. Comes with a training mode, small adventure mode, and maze mode. You might need some basic knowledge of Japanese to get the full experience of the game. From looking at the credits this was a large fangame project among different people.
Kirby's Word Puzzle - 2013, Karamero Games, Karakara
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This is a Japanese Kirby themed word puzzle game. Good way to learn Japanese words related to Kirby. You slide shift blocks from side to side to make words. It has six levels in total.
Balance Number - 2016, Ashika no Hobii, Egger Engines Enterprise
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A game where you play as Lolo and have to use numbers to balance a bridge to save Lala. You jump to grab a floating number block and then place it on the red question mark, if your math is correct then it'll balance out. All the while Lala will continue to slowly roll across the bridge. I like this game in particular because it is the closest I'll ever get to a Kirby edutainment game.
Star Breaker - ???, Ashika no Hobii
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I believe this is supposed to be a remake of that one block breaker game featuring Rick from Kirby's Toy Box. Not much I can say, it's works well!
GO! Lemi-Robo! - 2018, Ashika No Hobii
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This is another lemmings type of game where you play as the robotic Kirby you control in Planet Robobot with the remote controller in those casino levels. However, unlike Puchipuchi Kirby, you don't control with arrows keys and have to actively type out the instructions with really simple code to make it move. I found this game in particular to be fun! Reminder, use 8 and 9 for parenthesis.
There were others like this fangames of Samurai Kirby or a Kirby parody of Action53 in my folder, but to my knowledge those can still be downloaded for now. The games I've listed are from a now defunct (as far as I'm aware of) Japanese Kirby fansite called called Ashika no Hobii (あしかのほびぃ), or ashihobi.net. From what I can tell and gather, the download links for these games are completely gone or lead to dead ends with the site's shut down. You can find the site from the Internet Archive as, thankfully, there were some captures taken. I've downloaded and compiled these games for archival purposes. They work fine but need to be ran with a locale emulator. Some of the games will have a .txt document which has instructions for the games and how to play them, along with credits too.
As a side note, I would like to recommend a YouTube channel, KirbyYellow or きね. They're a channel that does a lot of Kirby quizzes but also makes videos with gameplay on various Kirby fangames and Kirby fan RPGs. If you're interested in looking at niche Kirby fangames, they're the channel you're looking for. They tend to put links to downloads in they description, however, don't be surprised if those links are now defunct.
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justforbooks · 26 days ago
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The Optimist by Keach Hagey
The man who brought us ChatGPT. Sam Altman’s extraordinary career – and personal life – under the microscope
On 30 November 2022, OpenAI CEO Sam Altman tweeted the following, characteristically reserving the use of capital letters for his product’s name: “today we launched ChatGPT. try talking with it here: chat.openai.com”. In a reply to himself immediately below, he added: “language interfaces are going to be a big deal, i think”.
If Altman was aiming for understatement, he succeeded. ChatGPT became the fastest web service to hit 1 million users, but more than that, it fired the starting gun on the AI wars currently consuming big tech. Everything is about to change beyond recognition, we keep being told, though no one can agree on whether that will be for good or ill.
This moment is just one of many skilfully captured in Wall Street Journal reporter Keach Hagey’s biography of Altman, who, like his company, was then virtually unknown outside of the industry. He is a confounding figure throughout the book, which charts his childhood, troubled family life, his first failed startup Loopt, his time running the startup incubator Y Combinator, and the founding of OpenAI.
Altman, short, slight, Jewish and gay, appears not to fit the typical mould of the tech bro. He is known for writing long, earnest essays about the future of humankind, and his reputation was as more of an arch-networker and money-raiser than an introverted coder in a hoodie.
OpenAI, too, was supposed to be different from other tech giants: it was set up as a not-for-profit, committed by its charter to work collaboratively to create AI for humanity’s benefit, and made its code publicly available. Altman would own no shares in it.
He could commit to this, as he said in interviews, because he was already rich – his net worth is said to be around $1.5bn (£1.13bn) – as a result of his previous investments. It was also made possible because of his hyper-connectedness: as Hagey tells it, Altman met his software engineer husband Oliver Mulherin in the hot tub of PayPal and Palantir co-founder Peter Thiel at 3am, when Altman, 29, was already a CEO, and Mulherin was a 21-year-old student.
Thiel was a significant mentor to Altman, but not nearly so central to the story of OpenAI as another notorious Silicon Valley figure – Elon Musk. The Tesla and SpaceX owner was an initial co-founder and major donor to the not-for-profit version of OpenAI, even supplying its office space in its early years.
That relationship has soured into mutual antipathy – Musk is both suing OpenAI and offering (somewhat insincerely) to buy it – as Altman radically altered the company’s course. First, its commitment to releasing code publicly was ditched. Then, struggling to raise funds, it launched a for-profit subsidiary. Soon, both its staff and board worried the vision of AI for humanity was being lost amid a rush to create widely used and lucrative products.
This leads to the book’s most dramatic sections, describing how OpenAI’s not-for-profit board attempted an audacious ousting of Altman as CEO, only for more than 700 of the company’s 770 engineers to threaten to resign if he was not reinstated. Within five days, Altman was back, more powerful than ever.
OpenAI has been toying with becoming a purely private company. And Altman turns out to be less of an anomaly in Silicon Valley than he once seemed. Like its other titans, he seems to be prepping for a potential doomsday scenario, with ranch land and remote properties. He is set to take stock in OpenAI after all. He even appears to share Peter Thiel’s supposed interest in the potential for transfusions of young blood to slow down ageing.
The Optimist serves to remind us that however unprecedented the consequences of AI models might be, the story of their development is a profoundly human one. Altman is the great enigma at its core, seemingly acting with the best of intentions, but also regularly accused of being a skilled and devious manipulator.
For students of the lives of big tech’s other founders, a puzzling question remains: in a world of 8 billion human beings, why do the stories of the people wreaking such huge change in our world end up sounding so eerily alike?
Daily inspiration. Discover more photos at Just for Books…?
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pkrosche · 1 year ago
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Meeting You pt. 2: cat cam for the win
Second part in my short little Sterek meet cute series is now up on AO3 here: https://archiveofourown.org/works/56423434
Main inspiration for this one is this Tyler Hoechlin doppelganger (see below and tell me I'm wrong, I dare you!) I spied in a few videos from the Mr. Kitters the Cat account (absolutely adorable cat cam videos and I love them to death, linked below the cut). He's such a smiley mailman and was so cute playing with the kitten (named Ducky, if you can believe the cuteness) that I had to incorporate it into a meet cute with a remote working software engineer cat dad Stiles to round it out.
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emptymanuscript · 3 months ago
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We Proved It: AI Mastering Is A Waste Of Money
Ok, this is quite interesting all on its own. If you’re in to music creation it’s probably worth watching for that.
But my particular interest is AI and art. More specifically AI and Creative Writing which this is not about but which I think probably shows some good parallels.
I’ll be frank and admit I have not actually experimented with any AI Creative Writing software because I’m not really comfortable at this time with the ethics of using AI for Creative Writing. Even as I’m not really comfortable ignoring it for fear that there is a basic technological advantage in some kind of normalized usage as a tool for professionals somewhere in there that is in the process of development and will eventually be usable without all the ethical concerns and I’m falling behind out of puritanism. So that’s my bias warning. Most of what I see and know about AI says it is not ok to use AND I am very suspicious about that answer because I don’t feel ok getting my hands dirty to double check my assumptions. 
I will also clarify that I don’t think the issue is that AI can’t create art. I’m significantly more worried that it CAN, just at a totally unacceptable cost. Even if it can’t right now, the rate of advancement tells me that now is very much a temporary state. If it is allowed to develop and gets consistent use, especially in the way it has done so far (utterly ignoring legal and moral boundaries) it absolutely WILL EVENTUALLY be able to fulfill its promises. That “eventually” may even be uncomfortably SOON. But, as is, that will be a bad thing, not a good thing because of the total costs involved in allowing that to occur.
Watching this, though, makes me suspect that using AI for creating art is really just an act of not realizing that better and more ethical tools have already been made. People have simply made a LOT of tools over the years to help themselves and others out.
What I’m particularly reminded of watching this is Plotto.
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Plotto is an OLD book at this point, originally published in 1928. Cook originally wrote Plotto for himself as a way to speed up and simplify his own writing because he got paid by the word, and not very much per word. He made a successful career for himself by writing (and publishing) quite a lot of stories, extremely fast.
Plotto is essentially writing a plot summary via flowchart. It is a writing algorithm for how to plot according to what has worked in the past (same as an LLM), written before such a thing was remotely possible with computers. If your not sure how to plot a story, it is probably just as good as AI without the attendant moral struggles.
While Plotto is the most detailed and finely delineated example I can think of off the top of my head, it isn’t remotely the only thing that can help you do on your own what AI is supposedly doing for you but probably better in everything but the shortest run. 
Nearly every book I keep on my Creative Writing Recommendations page can help in this kind of pattern assembly without all the downsides.
And, nothing will help you quite as much as taking your favorite stories (I highly recommend starting with your favorite movies rather than books or television shows because they will be the quickest structures to digest) and using those resources to back engineer the mechanics of a particular story. 
The particular benefit is that you will not be utterly reliant on the tool. You, yourself, will improve and be able to challenge and innovate patterns to achieve particular desired effects. And those skills will continue to benefit you (assuming you use them) even if AI eventually gets to whatever place it needs to get for it to be the better choice because you will be able to discern what it does best and what you need other things for because you’ll be an expert on what actually needs doing by that point.
It will help you even right now. One of the people I keep running into in the AI Writing space is a guy working on a vampire novel in a historical setting. However, that is an incredibly loose definition of a story space, since many, many kinds of radically different stories can fit that definition. Simply plugging what he plugs in to the AI is allowing the AI to choose most of the details of even what kind of story he is writing. It may have a somewhat consistent output with itself but he isn’t wielding the kind of control he thinks he is. He’s simply accepting that this is how a vampire story works when that isn’t true at all. And I strongly suspect he doesn’t know that because he hasn’t read enough vampire stories to know what even is possible. That’s not terribly important if you want to write the kind of vampire story the AI happens to pick. It is necessarily shooting yourself in the foot if you want to write something else.
Which is WHY it is helpful to back engineer a lot of stories. Not random ones, mind you, ones you like. The act of back engineering your tastes yourself, instead of simply letting someone or something else do it, is that you can figure out the breadth of it and what resonates with you. Which you will always do BETTER than the average, even if the average may sell better in general principle. The hardest thing any iteration of AI is going to have to do is learn you as an individual rather than simply assume you follow simple statistical likelihoods.
Statistically speaking, you like James Cameron’s 2009 movie Avatar. And that is the most likely kind of story you will most likely make the highest profit with. Great if Avatar actually is your favorite movie of all time. A huge problem if it isn’t and that isn’t what you want to write. The more LIMITS you place on your possibilities, the more likely you are to get the correct answer.
There is a reason that Michelangelo described the process of making his famous David statue as simply removing everything that was not David from the stone.
But you have to know what is dross and what is David for that to work. And AI can’t do that for you. It can only imitate the choices others have already made AND it has no idea WHY those choices were made, which is the most important determiner of what is junk to be cut away and what is story to reveal. If you don’t know why, you don’t know what to cut.
So, learn.
It’s going to cost you the same amount of money and time to learn how to prompt the AI well at the expense of learning how to create story well. You might as well learn what will benefit you both ways.
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mostlysignssomeportents · 8 months ago
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Quinque gazump linkdump
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On OCTOBER 23 at 7PM, I'll be in DECATUR, presenting my novel THE BEZZLE at EAGLE EYE BOOKS.
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It's Saturday and any fule kno that this is the day for a linkdump, in which the links that couldn't be squeezed into the week's newsletter editions get their own showcase. Here's the previous 23 linkdumps:
https://pluralistic.net/tag/linkdump/
Start your weekend with some child's play! Ada & Zangemann is a picture book by Matthias Kirschner and Sandra Brandstätter of Free Software Foundation Europe, telling the story of a greedy inventor who ensnares a town with his proprietary, remote-brickable gadgets, and Ada, his nemesis, a young girl who reverse engineers them and lets their users seize the means of computation:
https://fsfe.org/activities/ada-zangemann/index.en.html
Ada & Zangemann is open access – you can share it, adapt it, and sell it as you see fit – and has been translated into several languages. Now, there's a cartoon version, an animated adaptation that is likewise open access, with digital assets for your remixing pleasure:
https://fsfe.org/activities/ada-zangemann//movie
Figuring out how to talk to kids about important subjects is a clarifying exercise. Back in the glory days of SNL, Eddie Murphy lampooned Fred "Mr" Rogers style of talking to kids, and it was indeed very funny:
https://snl.fandom.com/wiki/Mr._Robinson
But Mr Rogers' rhetorical style wasn't as simple as "talk slowly and use small words" – the "Fredish" dialect that Mr Rogers created was thoughtful, empathic, inclusive, and very effective:
https://memex.craphound.com/2019/07/09/the-nine-rules-of-freddish-the-positive-inclusive-empathic-language-of-mr-rogers/
Lots of writers have used the sing-songy fairytale style of children's stories to make serious political points (see, e.g. Animal Farm). My own attempt at this was my 2011 short story "The Brave Little Toaster," for MIT Tech Review's annual sf series. If the title sounds familiar, that's because I nicked it from Tom Disch's tale of the same name, as part of my series of stolen title stories:
https://locusmag.com/2012/05/cory-doctorow-a-prose-by-any-other-name/
My Toaster story is a tale of IoT gone wild, in which the nightmare of a world of "smart" devices that exert control over their owners is shown to be a nightmare. A work colleague sent me this adaptation of the story as part of an English textbook, with lots of worksheet-style exercises. I'd never seen this before, and it's very fun:
http://ourenglishclass.net/wp-content/uploads/sites/6/2024/09/bravetoaster.pdf
If you like my "Brave Little Toaster," you'll likely enjoy my novella "Unauthorized Bread," which appears in my 2019 collection Radicalized and is currently being adapted as a middle-grades graphic novel by Blue Delliquanti for Firstsecond:
https://arstechnica.com/gaming/2020/01/unauthorized-bread-a-near-future-tale-of-refugees-and-sinister-iot-appliances/
Childlike parables have their place, but just because something fits in a "just so" story, that doesn't make it true. Cryptocurrency weirdos desperately need to learn this lesson. The foundation of cryptocurrency is a fairytale about the origin of money, a mythological marketplace in which freely trading individuals who struggled to find a "confluence of needs." If you wanted to trade one third of your cow for two and a half of my chickens, how could we complete the transaction?
In the "money story" fairy tale, we spontaneously decided that we would use gold, for a bunch of nonsensical reasons that don't bear even cursory scrutiny. And so coin money sprang into existence, and we all merrily traded our gold with one another until a wicked government came and stole our gold with (cue scary voice) taaaaaaxes.
There is zero evidence for this. It's literally a fairy tale. There is a rich history of where money came from, and the answer, in short is, governments created it through taxes, and money doesn't exist without taxation:
https://locusmag.com/2022/09/cory-doctorow-moneylike/
The money story is a lie, and it's a consequential one. The belief that money arises spontaneously out of the needs of freely trading people who voluntarily accept an arbitrary token as a store of value, unit of account, and unit of exchange (coupled with a childish, reactionary aversion to taxation) inspired cryptocurrency, and with it, the scams that allowed unscrupulous huxters to steal billions from everyday people who trusted Matt Damon, Spike Lee and Larry David when they told them that cryptocurrency was a sure path to financial security:
https://pluralistic.net/2024/02/15/your-new-first-name/#that-dagger-tho
It turns out that private money, far from being a tool of liberation, is rather just a dismal tool for ripping off the unsuspecting, and that goes double for crypto, where complexity can be weaponized by swindlers:
https://pluralistic.net/2022/03/13/the-byzantine-premium/
We don't hear nearly as much about crypto these days – many of the pump-and-dump set have moved on to pitching AI stock – but there's still billions tied up in the scam, and new shitcoins are still being minted at speed. The FBI actually created a sting operation to expose the dirtiness of the crypto "ecosystem":
https://www.theverge.com/2024/10/10/24267098/fbi-coin-crypto-token-nexgenai-sec-doj-fraud-investigation
They found that the exchanges, "market makers" and other seemingly rock-ribbed institutions where suckers are enticed to buy, sell, track and price cryptos are classic Big Store cons:
http://www.amyreading.com/the-9-stages-of-the-big-con.html
When you, the unsuspecting retail investor, enter one of these mirror-palaces, you are the only audience member in a play that everyone else is in on. Those vigorous trades that see the shitcoin you're being hustled with skyrocketing in value? They're "wash trades," where insiders buy and sell the same asset to one another, without real money ever changing hands, just to create the appearance of a rapidly appreciating asset that you had best get in on before you are priced out of the market.
This scam is as old as con games themselves and, as with other scams- S&Ls, Enron, subprime – the con artists have parlayed their winnings into social respectability and are now flushing them into the political system, to punish lawmakers who threaten their ability to rip off you and your neighbors. A massive, terrifying investigative story in The New Yorker shows how crypto billionaires stole the Democratic nomination from Katie Porter, one of the most effective anti-scam lawmakers in recent history:
https://www.newyorker.com/magazine/2024/10/14/silicon-valley-the-new-lobbying-monster
Big Tech – like every corrupt cartel in history – is desperate to conjure a kleptocracy into existence, whose officials they can corrupt in order to keep the machine going until they've maximized their gains and achieved escape velocity from consequences.
No surprise, then, that tech companies have adopted the same spin tactics that sowed doubt about the tobacco-cancer link, in order to keep the US from updating its anemic privacy laws. The last time Congress gave us a new consumer privacy law was 1988, when they banned video store clerks from disclosing our VHS rental history to newspapers:
https://en.wikipedia.org/wiki/Video_Privacy_Protection_Act
By preventing confining privacy law to the VCR era, Big Tech has been able to plunder our data with impunity – aided by cops and spies who love the fact that there's a source of cheap, off-the-books, warrantless surveillance data that would be illegal for them to collect.
Writing for Tech Policy Press, the Norcal ACLU's Jake Snow connects the tobacco industry fight over "pre-emption" to the modern fight over privacy laws:
https://www.techpolicy.press/big-tech-is-trying-to-burn-privacy-to-the-ground-and-theyre-using-big-tobaccos-strategy-to-do-it/
In the 1990s, Big Tobacco went to war against state anti-smoking laws, arguing that the federal government had the right – nay, the duty – to create a "harmonized" national system of smoking laws that would preempt state laws. Strangely, politicians who love "states' rights" when it comes to banning abortion, tax-base erosion and "right to work" anti-union laws suddenly discovered federal religion when their campaign donors from the Cancer-Industrial Complex decided that states shouldn't use those rights to limit smoking.
This is exactly the tack that Big Tech has taken on privacy, arguing that any update to federal privacy law should abolish muscular state-level laws, like Illinois's best-in-class biometric privacy rules, or California's CPPA.
Like Big Tobacco, Big Tech has "funded front groups, hired an armada of lobbyists, donated millions to campaigns, and opened a firehose of lobbying money," with the goal of replacing "real privacy laws with fake industry alternatives as ineffective as non-smoking sections."
Whether it's understanding the origin of money or the Big Tobacco playbook, knowing history can protect you from all kinds of predatory behavior. But history isn't merely a sword and shield, it's also just a delight. Internet pioneer Ethan Zuckerman is road-tripping around America, and in August, he got to Columbus, IN, home to some of the country's most beautiful and important architectural treasures:
https://ethanzuckerman.com/2024/08/29/road-trip-the-company-town-and-the-corn-fields/
The buildings – clustered in within a few, walkable blocks – are the legacy of the diesel engine manufacturing titan Cummins, whose postwar president J Irwin Miller used the company's wartime profits to commission a string of gorgeous structures from starchitects like the Saarinens, IM Pei, Kevin Roche, Richard Meier, Harry Weese, César Pelli, Gunnar Birkerts, and Skidmore. I had no idea about any of this, and now I want to visit Columbus!
I'm planning a book tour right now (for my next novel, Picks and Shovels, which is out in February) and there's a little wiggle-room in the midwestern part of the tour. There's a possibility that I'll end up in the vicinity, and if that happens, I'm definitely gonna find time for a little detour!
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Tor Books as just published two new, free LITTLE BROTHER stories: VIGILANT, about creepy surveillance in distance education; and SPILL, about oil pipelines and indigenous landback.
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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:
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krunal-vyas · 4 months ago
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Hire Dedicated Developers in India Smarter with AI
Hire dedicated developers in India smarter and faster with AI-powered solutions. As businesses worldwide turn to software development outsourcing, India remains a top destination for IT talent acquisition. However, finding the right developers can be challenging due to skill evaluation, remote team management, and hiring efficiency concerns. Fortunately, AI recruitment tools are revolutionizing the hiring process, making it seamless and effective.
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In this blog, I will explore how AI-powered developer hiring is transforming the recruitment landscape and how businesses can leverage these tools to build top-notch offshore development teams.
Why Hire Dedicated Developers in India?
1) Cost-Effective Without Compromising Quality:
Hiring dedicated developers in India can reduce costs by up to 60% compared to hiring in the U.S., Europe, or Australia. This makes it a cost-effective solution for businesses seeking high-quality IT staffing solutions in India.
2) Access to a Vast Talent Pool:
India has a massive talent pool with millions of software engineers proficient in AI, blockchain, cloud computing, and other emerging technologies. This ensures companies can find dedicated software developers in India for any project requirement.
3) Time-Zone Advantage for 24/7 Productivity:
Indian developers work across different time zones, allowing continuous development cycles. This enhances productivity and ensures faster project completion.
4) Expertise in Emerging Technologies:
Indian developers are highly skilled in cutting-edge fields like AI, IoT, and cloud computing, making them invaluable for innovative projects.
Challenges in Hiring Dedicated Developers in India
1) Finding the Right Talent Efficiently:
Sorting through thousands of applications manually is time-consuming. AI-powered recruitment tools streamline the process by filtering candidates based on skill match and experience.
2) Evaluating Technical and Soft Skills:
Traditional hiring struggles to assess real-world coding abilities and soft skills like teamwork and communication. AI-driven hiring processes include coding assessments and behavioral analysis for better decision-making.
3) Overcoming Language and Cultural Barriers:
AI in HR and recruitment helps evaluate language proficiency and cultural adaptability, ensuring smooth collaboration within offshore development teams.
4) Managing Remote Teams Effectively:
AI-driven remote work management tools help businesses track performance, manage tasks, and ensure accountability.
How AI is Transforming Developer Hiring
1. AI-Powered Candidate Screening:
AI recruitment tools use resume parsing, skill-matching algorithms, and machine learning to shortlist the best candidates quickly.
2. AI-Driven Coding Assessments:
Developer assessment tools conduct real-time coding challenges to evaluate technical expertise, code efficiency, and problem-solving skills.
3. AI Chatbots for Initial Interviews:
AI chatbots handle initial screenings, assessing technical knowledge, communication skills, and cultural fit before human intervention.
4. Predictive Analytics for Hiring Success:
AI analyzes past hiring data and candidate work history to predict long-term success, improving recruitment accuracy.
5. AI in Background Verification:
AI-powered background checks ensure candidate authenticity, education verification, and fraud detection, reducing hiring risks.
Steps to Hire Dedicated Developers in India Smarter with AI
1. Define Job Roles and Key Skill Requirements:
Outline essential technical skills, experience levels, and project expectations to streamline recruitment.
2. Use AI-Based Hiring Platforms:
Leverage best AI hiring platforms like LinkedIn Talent Insightsand HireVue to source top developers.
3. Implement AI-Driven Skill Assessments:
AI-powered recruitment processes use coding tests and behavioral evaluations to assess real-world problem-solving abilities.
4. Conduct AI-Powered Video Interviews:
AI-driven interview tools analyze body language, sentiment, and communication skills for improved hiring accuracy.
5. Optimize Team Collaboration with AI Tools:
Remote work management tools like Trello, Asana, and Jira enhance productivity and ensure smooth collaboration.
Top AI-Powered Hiring Tools for Businesses
LinkedIn Talent Insights — AI-driven talent analytics
HackerRank — AI-powered coding assessments
HireVue — AI-driven video interview analysis
Pymetrics — AI-based behavioral and cognitive assessments
X0PA AI — AI-driven talent acquisition platform
Best Practices for Managing AI-Hired Developers in India
1. Establish Clear Communication Channels:
Use collaboration tools like Slack, Microsoft Teams, and Zoom for seamless communication.
2. Leverage AI-Driven Productivity Tracking:
Monitor performance using AI-powered tracking tools like Time Doctor and Hubstaff to optimize workflows.
3. Encourage Continuous Learning and Upskilling:
Provide access to AI-driven learning platforms like Coursera and Udemy to keep developers updated on industry trends.
4. Foster Cultural Alignment and Team Bonding:
Organize virtual team-building activities to enhance collaboration and engagement.
Future of AI in Developer Hiring
1) AI-Driven Automation for Faster Hiring:
AI will continue automating tedious recruitment tasks, improving efficiency and candidate experience.
2) AI and Blockchain for Transparent Recruitment:
Integrating AI with blockchain will enhance candidate verification and data security for trustworthy hiring processes.
3) AI’s Role in Enhancing Remote Work Efficiency:
AI-powered analytics and automation will further improve productivity within offshore development teams.
Conclusion:
AI revolutionizes the hiring of dedicated developers in India by automating candidate screening, coding assessments, and interview analysis. Businesses can leverage AI-powered tools to efficiently find, evaluate, and manage top-tier offshore developers, ensuring cost-effective and high-quality software development outsourcing.
Ready to hire dedicated developers in India using AI? iQlance offers cutting-edge AI-powered hiring solutions to help you find the best talent quickly and efficiently. Get in touch today!
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thesapphireprincess · 2 years ago
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Software Engineer 👩🏾‍💻
I recently learned that you can become a Software engineer without a degree. I found a free Introduction to software engineering course on YouTube. It was created by a computer science professor and he goes over everything that a beginner needs to know and what is learned in a full semester. I also found these free Harvard courses and after you complete them you can purchase a verified certificate. The certificate will look so good an a resume and it will show that you know the material.
💌 Being a Software Engineer isn’t the only option for a high paying job without a degree. This is just the one I am choosing.
There are so many resources online but after this I will most likely enroll into a software engineering boot camp since this is what most people do. I found that there are a lot of software engineers who do not have a degree but are still making a ton of money because the work is so valuable. I learned that you can get almost any 6 figure high paying job without a degree except in the medical field. This job will not be replaced by AI which is a relief.
The starting salary for an entry level position is around 70-80k in the United States as of June 2023. Even 60k would be great but there are people making 100-250k a year as a software engineer. The people who work at the big companies make even more than that.
This is a great way to set up your financial future. Imagine being able to save $1000-$2000 a month. Imagine where you’ll be at in 10 years. You can even use this as a starting base to set your life up financially. You’ll be able to afford to live anywhere in the world especially if you get a remote job. Places like San Diego, New York, London or Hawaii. You can afford the cost of living. You can afford to live in any of the major cities and have a really comfortable life. You will have lots of money that you’ll be able to multiply. You’ll actually be able to save up for a house and have actual money to invest. So many opportunities will be available to you. You can live below your means in the best way possible.
Personally I’ve always wanted to live by the beach in a city. By this time next year I’ll be living in a new city with a great high paying job. My current job will look amazing on my resume because I work side by side with engineers and technicians on a daily basis at a reputable company so I can totally jazz up my resume to sound really good. Which totally counts as ✨experience✨. I’ve been working here for a couple of years now which will look even better because it shows longevity.
I definitely plan on moving to San Diego or Hawaii next year when my lease is up. I will update y’all in a week on my progress.
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motsimages · 30 days ago
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Some basic distinctions coming from my understanding of them as a millennial with "user knowledge" of IT. Many things may be wrong, I am doing this as a kind of test for myself and also as basic info for those who haven't really stopped to think about this.
- Internet: as the name says, it is a NET of INTERconnected computers. How does it exactly work, I am not sure, but some computers are servers, which means they hold information that other computers (not servers) can access. Your phone is not a computer and is not a server. I don't know if it could turn into one, I think it would require a lot of RAM memory and other things to power it. If a server disconnects, you can't access the information it has. If all servers of the internet disconnect, I guess there would be no internet??
- RAM memory: one of the important things that makes the computer run. Not the same as the hard disk or the other memory (I don't remember the name now). It doesn't save files or programs, it helps manage tasks when you use the computer.
- File: information you save in your computer. It can have different formats and uses, like a .doc Word document, a PDF (file), an image in .jpg, etc.
- Folder: a place to put several files. I am not sure if it is a program.
- Browser: it's a program that you use to access the internet. You can see webs, databases, blogs... I think you cannot access the internet without a browser or other specific program for it.
- Search engine: it's a website that allows you to look for information in a database or several. Google is the most famous one. It used to be good and is now shit. Libraries also have search engines to look for books. I think outside of the internet, your computer could potentially also have a search engine to find files and folders? Unsure about this last part.
- Corpus: this is very specific but very useful for translators. It has a lot of documents of specialised content that you can look up and compare. For instance, historical documents to look for an idiom in the 16th Century. Or texts in French and Italian to see how they refer to the same information and compare the way native speakers speak.
- Program: I think this can also be software (maybe not all software are programs but all programs are software?). A specific thing you install in your computer to do something. For instance, Adobe Photoshop. I am now unsure if Microsoft Office is a program or not. Feels like it is but...
- Application: tbh I am not sure what is the difference with a software or program, but I know they don't exactly do the same things even if it looks like it. I feel it's like a smaller version of a program that the user can modify less.
- Chat GPT: I have never used it but from what I hear, it's a program that you can access remotely through some website? A specialised search engine/corpus that makes up things based on the information it can access.
I have to say that making this list I can see why people confuse program with website with browser with internet. Many programs can be accessed remotely from a website that you open in a browser, or maybe with an app. And then there's the whole thing of the Web 2.0, which is mainly all social media websites and I don't fully understand.
Feel free to comment and correct stuff.
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