#automatic code generation
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🚀 The ChatGPT Desktop App is Changing the Game! 🤯💻 Imagine having an AI assistant that can: ✅ Reply to emails in seconds 📧⏩ ✅ Generate high-quality images with DALL-E 🎨🤩 ✅ Summarize long content instantly 📖📜 ✅ Write HTML/CSS code from screenshots 💻💡 ✅ Translate text across multiple languages 🌍🗣️ ✅ Extract text from images easily 📷📝 ✅ Analyze large datasets from Excel/CSV files 📊📈 👉 This app is designed to save your time. #ChatGPT #ChatGPTDesktopApp #AIProductivity #dalle #TechT
#AI automation#AI content creation#AI email management#AI for business#AI productivity tool#AI social media engagement#automatic code generation#ChatGPT benefits#ChatGPT coding#ChatGPT content summarization#ChatGPT desktop app#ChatGPT email replies#ChatGPT features#ChatGPT for professionals#ChatGPT tools for professionals.#ChatGPT uses#content summarization#DALL-E image generation#data analysis with AI#simplify daily tasks#smart translation#social media automation#text extraction from images
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giving myself the absolute worst dry-eye imaginable by coding my massive blinkie and button horde in Tumblr’s page editor
#how is the coding side of Tumblr’s text editor this shitty#it automatically generates HTML tags and I wish it would stop#and it fucks up what I copy-paste from Notepad after I save it#I need to log back into JSFiddle or something#elly’s webdev adventures
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I just went to a monopoly party and they had joke contracts and just as I was admiring the effort, it was revealed to have been written by AI... It felt like a copout somehow, like it lost its value... Idk the same person sent out standard invites to a different party written by ai, and it just makes it feel like its not from them. It puts distance between people i guess...
i dont know im exhausted and out of social energy, feelings are not great at being put into words right now, but yeah i dont think i like this casual use of ai.
#its one level to use it for homework and assignments cause thats automatically a no#and in industry its really useful for generating code#but like in casual use for everyday things?#its not *wrong* but it feels disingenuous
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it’s so cool being competent in stuff. such a nice feeling
#i wrote some code in like an hour that pulls a bunch of satellite data off the web and stores it to an external hard drive#all i need to do is specify the satellite code the instrument and the date#and it pulls it off the internet and constructs the file path etc#so now i have a massive for loop going to rip all this data off the web#most of this is cobbled together from bits of code i already had but i didn’t know how to automatically generate the local file path#so i’d need to spend ages making a bunch of empty folders lol this is way easier
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New Mature Content Warning Overlay (And How to Get Rid of It)
More fun community label "features"! Unlike the new mandatory label for #NSFW, this one is a bigger deal to me because it affects my entire blog and it can't be avoided by just using a different tag.
Apparently on custom blog layouts, if you happen to post or reblog even a SINGLE post that's been flagged with the mature content community label, a full-page warning overlay will appear blurring out your entire blog that must be manually clicked through every single time the page is refreshed. At first I thought this was just a bug due to my older layout but I've come to realize it's not. It's a feature (as confirmed by this recent changes post) that affects all custom themes. The formatting will vary based on your own theme but here's what it looks like on my blog:
I don't know about you but I find this is stupid and annoying. If it could be dismissed once and never seen again that might be one thing, but that's not the case. The vast majority of my blog is not "mature" enough to warrant such an aggressive and invasive warning. I also think pop-ups are obnoxious in general and I'll be damned if tumblr's going to force me to have one on MY blog.
After some desperate googling for a known workaround and being unable to find even a single mention of it, I decided to take on the challenge myself. I'm not a theme coder, so apologies if there's a better way to do this, but luckily it only took me like 10 minutes to figure out a simple fix, which I'm now sharing with anyone else who may want it:
.community-label-cover__wrapper {display: none}
Just copypaste that somewhere in your CSS (<style> tag) and goodbye pop-up!
If you're not sure how to access your theme code, check out this help article. You can also add the code via the Advanced Options menu, which is actually even better (if you can get it to work, it depends on how your theme was coded), because it will then automatically be reapplied to a lot of themes without having to remember to manually add it every time if you change your theme in the future.
Obviously this will only remove it from your own blog for anyone who may visit it. If you never want to see this warning again on other people's blogs you can also add this custom filter to your ad block:
tumblr.com##.community-label-cover__wrapper
Unfortunately I do not have an easy tutorial on hand for this one as the method will depend on your specific ad block app or extension.
Some additional notes:
After adding the theme code and saving the changes, give it a minute to update as it sometimes takes a little while for the page to refresh.
The warning overlay only seems to appear if a "mature" post is on the FIRST page of your blog, which is still annoying and makes the whole thing even more pointless and stupid because what if someone visits any other page of your blog, and oh no, happens to see "mature" content they weren't warned about?!
The warning also appears on direct links to "mature" posts.
This hack has NOTHING to do with entire blogs that have been flagged as NSFW. It only works for non-flagged blogs with custom themes that happen to have individual "mature" posts.
#I'm not letting my entire blog be penalized for a couple rare singular posts that may or may not even be 'mature' enough to warrant it#tumblr may force us to use community labels#and they may have full control over the new blogview#but MY custom blog layout has always been and always will be MINE to format and present however I want#that's the whole point#psa#tutorial#my words#tumblr#tumblr themes#tumblr hacks#wendy's help desk
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Cheat Code #3 for accommodating disabled characters in sci-fi/fantasy:
If you want your setting to be accommodating, change the environment more than the person.
i.e.: On a worldbuilding level, if you want to portray a society that keeps disabled people in mind, then that needs to be reflected more broadly, even without your disabled character on screen. Because this means that your society was considering disabled people as part of itself when it was figuring out what's necessary.
If your computer takes voice commands, it should also have an optional keyboard in case someone can't speak.
If your magic school has multiple floors, it should have a teleporting rune circle for those that can't take the ever-changing stairs.
Whenever you have a feature you're adding, ask yourself—"If my character couldn't use this, what would they do instead?" And if the answer is "they'd have to wait until they could" or "they need someone else to use it for them," then your setting isn't accommodating. An accommodating setting always has an actionable answer to that question.
And as a bonus, if you follow through with it, oftentimes you'll end up with a more interesting world and story overall. Spells most people can speak can be written in ancient elven instead? That means you can have a character sneak a spell into a magic-banned city by writing it on their hair ribbon, and that it's possible that a book might be a self-generating spell on its own. Your spaceship has textured lines on the walls to let blind people navigate without guidance? Not only can you make it look artistic (different colored paints, glowing patterns), but now your engineer can make it to the warp core when the power's out and oxygen's finite.
Don't limit yourself just to what's needed in the moment. Figure out interesting alternatives to your setting's features, and your world will automatically feel more alive.
Cheat Code 1: How to avoid eliminating disability in your setting
Cheat Code 2: What kinds of aid to use to accommodate disability
Cheat Code 4: How to personalize your character's disability aid
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𝐂𝐇𝐈𝐀𝐑𝐎𝐒𝐂𝐔𝐑𝐎 is a text generator designed specifically for roleplayers using discord. It helps you format your text with ease, ready to be used in Discord, making your roleplay posts stand out. This is my first attempt at a generator. If it has any bugs feel free to dm or inbox me. Please, like or reblog if it helps with your interactions.
› 𝐅𝐄𝐀𝐓𝐔𝐑𝐄𝐒 :
Bold, Italic, Strikethrough, and Underline › Want to make something bold or italic? You can click the B, I, S, or U buttons to quickly format your text while typing in the editor.
Double-Spaced Text › Enable the Double Space checkbox, and it will automatically add extra spaces between words.
Markdown-Ready Text › Once you're done typing and formatting your text, click the Generate Discord Format button. Your text will be converted into Discord's markdown syntax, ready to copy and paste into your chat!
Copy to Clipboard › After generating your formatted text, you can quickly copy it to your clipboard with a single click.
This tool uses some simple coding magic behind the scenes. Built using Quill.js, a text editor library, and some custom JavaScript, it allows you to format text in real time. When you apply styles (like bold or italic), it changes the text instantly, and when you hit Generate, it converts it into the markdown format used in Discord.
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based on this image from @fr3akingtf0utrn

MOVED TO @seratopia
miguel o’hara x reader (fluff) - office life
how miguel o’hara slowly makes you fall for him check out my miguel o’hara masterlist here!
Miguel O’Hara doesn’t fall in love with just anyone.
But... every time he sees you around the office, his hands almost inch towards you like a moth would a light. Something ignites in him that he can’t explain, but he can’t help but want so much more of you.
He likes to give you bagels and coffee during your breaks. (haha) Your work almost seems to magically disappear, and you’re a lot of the time left to finish up the easy stuff. Somehow, he’s even managed to sit with you for lunch, the rest of the spider-people in the cafeteria staring at the two of you while you eat.
The entire building, all of the spider-people seem to know the happenings between you and Miguel, and they love it. It’s become somewhat a staple gossip within the workplace.
Anyone bold enough would pass by Miguel in the hallways and say, “We’re rootin for you, boss!” In which Miguel wouldn’t know how to feel, whether it’d be angry or happy.
As of now, the two of you have been flirting around, evidently more than just coworkers. He’s yours, and you are his. To you, though, he’s the absolute sweetest. He takes work off your plate, he’s kind, and he adores you.
You’ve noticed Miguel getting a bit touchy lately, which you aren’t necessarily complaining about. Whether it’d be on your arm, a gentle hand on your neck to guide you through a crowd, or just being generally close to you, Miguel has been making his advances on you after Lyla spilled how it should be fine to do.
His touch makes you shiver a little; he’s extra warm and so very gentle. You almost always lean into his touch, and Miguel loves it too, he just doesn’t admit it upfront.
“You did great today, Miguel.“ You say.
Both you and Miguel just headed back to Nueva York from a mission, taking out another stray anomaly that wouldn’t come without a fight.
Miguel’s stomach flutters a little. Rarely, he ever gets praised by anyone. He’s the boss, the CEO; most of the time, he feels like it’s expected of him to do the best job. But, praise tastes much more sweeter when it comes from you.
“You did well yourself, sweetie.“
Miguel’s mask dissolves away, leaving behind his pretty face. You don’t think you’d ever get tired of it. He gives you this look of adoration, one that the rest of the office has never, ever seen in person.
You’re in Miguel’s office, well, more like your shared office. Miguel insisted that you’d move into his office, claiming, “I don’t want to go through the entire building just to find you for something.” which is code for, “I can’t live a day without being near you.”
So now, you have your own desk and work area. You’re both alone, no one to bother, (except maybe Lyla, but she knows better.)
You’re at your desk, and Miguel steps up behind you. His big hand slithers to your lower back, running his fingers against the curve of your spine. He’s warm, you can still feel the heat radiating off of him from the previous mission.
You feel him lean in, discreetly nosing his face into the top of your head. You lean in back, bumping your upper back into his chest.
“Is this okay?“ Miguel mumbles, serious heat trailing up to his neck and ears.
You nod. “Yes.”
And it was sealed from there.
Now, Miguel rubs your back too often. His hand fits into place with your back like a puzzle piece, Miguel always finding some kind of way to lay his hand where it belongs. You love it.
In the office? Yes.
During lunch? Yes.
Even on missions, he pulls you by your lower back to usher you away from a hit, and you both play around with that. He’s all fun and games when on missions, flirting, teasing, kissing.
Now, it almost feels wrong when he isn’t touching you.
. . .
“Hey, girl, look at this!“
Lyla pops in, automatically pulling up an internet article on your desk screen. It’s a web article; “The Science Behind Courtship in Male Spiders”
“Lyla, what does this have to do with anything?“ You ask.
Instead, she just scrolls into the article, highlighting a quote; male spiders give “back rubs” to seduce their mates.
You raise your eyebrow.
“You wanna know why Miguel’s been rubbing you so much? It’s cause of that!“ Lyla exclaims, as if she’s discovered this new scientific theory.
“I guess you’re kinda right on that.“ You mutter. But, the more you start to think about it, the more it makes sense.
Now every time Miguel palms your back, you think about the article.

© 𝒄𝒐𝒔𝒎𝒐𝒔𝒊𝒔.
#miguel o'hara#miguel o'hara x reader#miguel o'hara x you#miguel o'hara x y/n#atsv miguel#atsv x reader#atsv lyla#atsv#spiderman#across the spiderverse#lyla#atsv miguel o'hara#x reader#reader inser#fluff#romance#cosmosis-writes ₍⑅ᐢ..ᐢ₎
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UPDATE: As of 25/04/2025, 4chan is back up and running again. This post and its addendum will be kept as is, and will no longer be updated unless it goes back down again. If you were on /ghost/, it was a pleasure shitposting with you.
All right, I know no one gives a shit, but let me give you a recounting of the fall of 4chan from the perspective of someone who was there and has been lurking both 4chan and tumblr for a few years now.
I'll try to provide as much context as I can, but a lot of images were either lost or im too lazy to look for them in the +5000 reply thread in soyjak party.
Anyways, info below:
So, necessary context: a few years back, 4chan had a board called /qa/, which if you know little about the page, you may think every board is like /b/ or /pol/, which means a containment cess pool of grifters, (you) baiters, incels, and other deranged individuals. The thing is, /qa/ was somehow worse. The entire board was plagued and infested with soyjack edits, board culture was a nuclear disaster, anons were incredibly hostile in there, you know the drill, the big bad 4chan, but this time its actually true.
One day, moderation deleted /qa/, anons that posted there got mad, tried to raid other boards, failed, and then moved on to an altchan called soyjack party, which entire purpose you can guess from its name alone.
Apparently, the boards that allow pdf uploads (paper and origami, for example) didn't check if the uploaded file was actually a pdf file, so postscript files could be used to get access. This is as far as my understanding of web backend goes, sorry.
The hacker claims to have been working on this since 2021, and that he had access since about a year ago, but was recopilating data.
Now, what actually happened when the hack ocurred? Well, a banner of miku dancing with a song that played automatically was placed on top of every board, with the text "/QA/ IS BACK", this was possible because apparently no board was ever deleted, they were just hidden from the public.
A thread was then made on soyjack party, claiming authorship over the hack, and shit went south from there. Anons went en masse to talk there, a lot of weird discussion happened, the thread got the bump limit removed and got pinned, more than 5k posts were amassed on the first night alone. Keep in mind this happened at about 8 pm and most of the stuff went on through midnight.
So, the hacker leaked some things, first of all, the html files for the entirety of /j/ and the email address for every moderation member (important note: the pressence of .gov mails was disproven by the hacker themselves, so i guess there were never any feds), what is /j/? the board exclusive for jannies and moderators to discuss actions taken on the website regarding spam, ban evaders, threads spiraling out of control, etc. Among other things, some of the inner workings of 4chan got revealed, such as the web extension for jannies that allows them to do their job easily, how reports are handled, and other stuff. (Anecdotically, some guy got permabanned for calling anons jews or n-words over a 100 times in the same few threads)
Then, the source code got leaked. Important to say, the hacker removed the part of the source code related to the captcha, as to not facilitate bot attacks on the future, and all information related to email verification or 4chan pass users information also got removed, so all in all users are safe.
What was found on the sourcecode? That it was old, mostly. Most boards used code that hasn't been updated since about 2016, and /flash/ used the exact same code from when it was created back on 2011.
From there, desuarchive, a site that archives threads that die from bump limit, opened a dragon ball general on ghost mode, and thus began what later got called /ghost/, a solely text based thread with well over 20k replies as of right now, where a fraction of the 4chan population took refuge and is currently discussing random things with no particular topic. Kinda hard to read, but its comfy.
What does this mean for other sites? Not a lot, really. A lot of anons already crossposted in 4chan and tumblr already, and the ones that din't most likely wont come here. Some of the bigger/most dedicated groups, like /vt/, migrated to other boards. Various altchans are trying/tried to catch some of the flock of users that got lost, but i doubt it will get anywhere, since soyjak party for example was struggling with just the influx of users that came for the hack thread given its poor infrastructure. Kiwifarms saw a surge of new accounts apparently, but a lot of anons kinda loathe the idea of having to register, so theres that.
Smaller communities, such as generals that didn't get a lot of traffic, or boards on the slower end (say, /ic/, /lit/, etc) will probably vanish or disseminate until (or if) 4chan comes back up. I'd say give it a month, don't get your hopes up whether you want it to stay dead or want it to come back.
Given how many anons are staying on places like /ghost/ or other similar archives with the same ghost posting feature, i doubt it will be as bad as people are making it sound. Besides, the communities that are most likely to migrate to places like tumblr are either /co/, /vg/ or /lgbt/ refugees, which aren't THAT bad. Not every board was like the main cesspools (/b/, /r9k/, /pol/).
From now on, either 4chan comes back up in a few weeks (somewhere between 2 weeks to a month is expected), altchans capture the migrating anons, or a brand new imageboard rises from the ashes to become the new go-to site for old 4chan posters.
In conclusion, nothing ever happens, but also don't worry, chances are this won't affect tumblr in the slightest. If it does, you can cash in your "you were wrong" ticket whenever you want, i'll take the L.
As a footnote, keep in mind: NO users were compromised, if you ever posted there and are worried for your safety, physical or digital, you are safe.
Edit: Forgot to add, if you are a 4chan refugee, im BEGGING you to dm me and tell what board you were from and where are you migrating, if at all.
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Epic Systems, a lethal health record monopolist
Epic Systems makes the dominant electronic health record (EHR) system in America; if you're a doctor, chances are you are required to use it, and for every hour a doctor spends with a patient, they have to spend two hours doing clinically useless bureaucratic data-entry on an Epic EHR.
How could a product so manifestly unfit for purpose be the absolute market leader? Simple: as Robert Kuttner describes in an excellent feature in The American Prospect, Epic may be a clinical disaster, but it's a profit-generating miracle:
https://prospect.org/health/2024-10-01-epic-dystopia/
At the core of Epic's value proposition is "upcoding," a form of billing fraud that is beloved of hospital administrators, including the "nonprofit" hospitals that generate vast fortunes that are somehow not characterized as profits. Here's a particularly egregious form of upcoding: back in 2020, the Poudre Valley Hospital in Ft Collins, CO locked all its doors except the ER entrance. Every patient entering the hospital, including those receiving absolutely routine care, was therefore processed as an "emergency."
In April 2020, Caitlin Wells Salerno – a pregnant biologist – drove to Poudre Valley with normal labor pains. She walked herself up to obstetrics, declining the offer of a wheelchair, stopping only to snap a cheeky selfie. Nevertheless, the hospital recorded her normal, uncomplicated birth as a Level 5 emergency – comparable to a major heart-attack – and whacked her with a $2755 bill for emergency care:
https://pluralistic.net/2021/10/27/crossing-a-line/#zero-fucks-given
Upcoding has its origins in the Reagan revolution, when the market-worshipping cultists he'd put in charge of health care created the "Prospective Payment System," which paid a lump sum for care. The idea was to incentivize hospitals to provide efficient care, since they could keep the difference between whatever they spent getting you better and the set PPS amount that Medicare would reimburse them. Hospitals responded by inventing upcoding: a patient with controlled, long-term coronary disease who showed up with a broken leg would get coded for the coronary condition and the cast, and the hospital would pocket both lump sums:
https://pluralistic.net/2024/06/13/a-punch-in-the-guts/#hayek-pilled
The reason hospital administrators love Epic, and pay gigantic sums for systemwide software licenses, is directly connected to the two hours that doctors spent filling in Epic forms for every hour they spend treating patients. Epic collects all that extra information in order to identify potential sources of plausible upcodes, which allows hospitals to bill patients, insurers, and Medicare through the nose for routine care. Epic can automatically recode "diabetes with no complications" from a Hierarchical Condition Category code 19 (worth $894.40) as "diabetes with kidney failure," code 18 and 136, which gooses the reimbursement to $1273.60.
Epic snitches on doctors to their bosses, giving them a dashboard to track doctors' compliance with upcoding suggestions. One of Kuttner's doctor sources says her supervisor contacts her with questions like, "That appointment was a 2. Don’t you think it might be a 3?"
Robert Kuttner is the perfect journalist to unravel the Epic scam. As a journalist who wrote for The New England Journal of Medicine, he's got an insider's knowledge of the health industry, and plenty of sources among health professionals. As he tells it, Epic is a cultlike, insular company that employs 12.500 people in its hometown of Verona, WI.
The EHR industry's origins start with a GW Bush-era law called the HITECH Act, which was later folded into Obama's Recovery Act in 2009. Obama provided $27b to hospitals that installed EHR systems. These systems had to more than track patient outcomes – they also provided the data for pay-for-performance incentives. EHRs were already trying to do something very complicated – track health outcomes – but now they were also meant to underpin a cockamamie "incentives" program that was supposed to provide a carrot to the health industry so it would stop killing people and ripping off Medicare. EHRs devolved into obscenely complex spaghetti systems that doctors and nurses loathed on sight.
But there was one group that loved EHRs: hospital administrators and the private companies offering Medicare Advantage plans (which also benefited from upcoding patients in order to soak Uncle Sucker):
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8649706/
The spread of EHRs neatly tracks with a spike in upcharging: "from 2014 through 2019, the number of hospital stays billed at the highest severity level increased almost 20 percent…the number of stays billed at each of the other severity levels decreased":
https://oig.hhs.gov/oei/reports/OEI-02-18-00380.pdf
The purpose of a system is what it does. Epic's industry-dominating EHR is great at price-gouging, but it sucks as a clinical tool – it takes 18 keystrokes just to enter a prescription:
https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2729481
Doctors need to see patients, but their bosses demand that they satisfy Epic's endless red tape. Doctors now routinely stay late after work and show up hours early, just to do paperwork. It's not enough. According to another one of Kuttner's sources, doctors routinely copy-and-paste earlier entries into the current one, a practice that generates rampant errors. Some just make up random numbers to fulfill Epic's nonsensical requirements: the same source told Kuttner that when prompted to enter a pain score for his TB patients, he just enters "zero."
Don't worry, Epic has a solution: AI. They've rolled out an "ambient listening" tool that attempts to transcribe everything the doctor and patient say during an exam and then bash it into a visit report. Not only is this prone to the customary mistakes that make AI unsuited to high-stakes, error-sensitive applications, it also represents a profound misunderstanding of the purpose of clinical notes.
The very exercise of organizing your thoughts and reflections about an event – such as a medical exam – into a coherent report makes you apply rigor and perspective to events that otherwise arrive as a series of fleeting impressions and reactions. That's why blogging is such an effective practice:
https://pluralistic.net/2021/05/09/the-memex-method/
The answer to doctors not having time to reflect and organize good notes is to give them more time – not more AI. As another doctor told Kuttner: "Ambient listening is a solution to a self-created problem of requiring too much data entry by clinicians."
EHRs are one of those especially hellish public-private partnerships. Health care doctrine from Reagan to Obama insisted that the system just needed to be exposed to market forces and incentives. EHRs are designed to allow hospitals to win as many of these incentives as possible. Epic's clinical care modules do this by bombarding doctors with low-quality diagnostic suggestions with "little to do with a patient’s actual condition and risks," leading to "alert fatigue," so doctors miss the important alerts in the storm of nonsense elbow-jostling:
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5058605/
Clinicians who actually want to improve the quality of care in their facilities end up recording data manually and keying it into spreadsheets, because they can't get Epic to give them the data they need. Meanwhile, an army of high-priced consultants stand ready to give clinicians advise on getting Epic to do what they need, but can't seem to deliver.
Ironically, one of the benefits that Epic touts is its interoperability: hospitals that buy Epic systems can interconnect those with other Epic systems, and there's a large ecosystem of aftermarket add-ons that work with Epic. But Epic is a product, not a protocol, so its much-touted interop exists entirely on its terms, and at its sufferance. If Epic chooses, a doctor using its products can send files to a doctor using a rival product. But Epic can also veto that activity – and its veto extends to deciding whether a hospital can export their patient records to a competing service and get off Epic altogether.
One major selling point for Epic is its capacity to export "anonymized" data for medical research. Very large patient data-sets like Epic's are reasonably believed to contain many potential medical insights, so medical researchers are very excited at the prospect of interrogating that data.
But Epic's approach – anonymizing files containing the most sensitive information imaginable, about millions of people, and then releasing them to third parties – is a nightmare. "De-identified" data-sets are notoriously vulnerable to "re-identification" and the threat of re-identification only increases every time there's another release or breach, which can used to reveal the identities of people in anonymized records. For example, if you have a database of all the prescribing at a given hospital – a numeric identifier representing the patient, and the time and date when they saw a doctor and got a scrip. At any time in the future, a big location-data breach – say, from Uber or a transit system – can show you which people went back and forth to the hospital at the times that line up with those doctor's appointments, unmasking the person who got abortion meds, cancer meds, psychiatric meds or other sensitive prescriptions.
The fact that anonymized data can – will! – be re-identified doesn't mean we have to give up on the prospect of gleaning insight from medical records. In the UK, the eminent doctor Ben Goldacre and colleagues built an incredible effective, privacy-preserving "trusted research environment" (TRE) to operate on millions of NHS records across a decentralized system of hospitals and trusts without ever moving the data off their own servers:
https://pluralistic.net/2024/03/08/the-fire-of-orodruin/#are-we-the-baddies
The TRE is an open source, transparent server that accepts complex research questions in the form of database queries. These queries are posted to a public server for peer-review and revision, and when they're ready, the TRE sends them to each of the databases where the records are held. Those databases transmit responses to the TRE, which then publishes them. This has been unimaginably successful: the prototype of the TRE launched during the lockdown generated sixty papers in Nature in a matter of months.
Monopolies are inefficient, and Epic's outmoded and dangerous approach to research, along with the roadblocks it puts in the way of clinical excellence, epitomizes the problems with monopoly. America's health care industry is a dumpster fire from top to bottom – from Medicare Advantage to hospital cartels – and allowing Epic to dominate the EHR market has somehow, incredibly, made that system even worse.
Naturally, Kuttner finishes out his article with some antitrust analysis, sketching out how the Sherman Act could be brought to bear on Epic. Something has to be done. Epic's software is one of the many reasons that MDs are leaving the medical profession in droves.
Epic epitomizes the long-standing class war between doctors who want to take care of their patients and hospital executives who want to make a buck off of those patients.
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.

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/2024/10/02/upcoded-to-death/#thanks-obama
Image: Flying Logos (modified) https://commons.wikimedia.org/wiki/File:Over_$1,000,000_dollars_in_USD_$100_bill_stacks.png
CC BY-SA 4.0 https://creativecommons.org/licenses/by-sa/4.0/deed.en
#pluralistic#ehrs#robert kuttner#tres#trusted research environments#ben goldacre#epic#epic systems#interoperability#privacy#reidentification#deidentification#thanks obama#upcoding#Hierarchical Condition Category#medicare#medicaid#ai#American Recovery and Reinvestment Act#HITECH act#medicare advantage#ambient listening#alert fatigue#monopoly#antitrust
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IF LISP IS DEAD
Because the self-reinforcing nature of this situation works the other way too: the less you can afford to be passive. If users can get through a test drive successfully, they'll like the product. The Internet is a genuinely big deal. It costs you a little more equity, but being slightly underfunded teaches them an important lesson from the second one. If users can get through a test drive successfully, they'll like the product. The path to wisdom is through discipline, and the most interesting fifteen tokens, where interesting is measured by how far their spam probability is above the threshold. And practically all startups, even the most successful startups, and think it's therefore the mark of a successful startup on behaving like a nonprofit to people who are smart, but not a great bet to succeed, because they only have themselves to be mad at. It's the sort of economic violence that nineteenth century magnates practiced against one another and communist countries practiced against their citizens. Then you'd automatically get your share of the returns of the whole pool.1 The phrase personal computer is part of the patent problem without waiting for the government: ask companies where they stand. If you can't find ten Lisp hackers, then your company is just a guess, but my guess is that Microsoft will develop some kind of purpose, rather than just an effect? Make a soundbite stick in their heads.2
Maybe that will help, if you restrict the sales pitches spammers can make, you will inevitably tend to put them out of business; they feel obliged by various state laws to include boilerplate about why their spam is not spam, and how consistently bad people fail as startup founders. Piracy is effectively the lowest tier of price discrimination. 01 python 0. They will get very frustrated if instead of telling them what you do probably won't work. We never had enough bugs at any one time than we could say as we were walking to lunch. Find one and launch it clearly but apparently casually in your talk, preferably near the beginning. That may sound like a bizarre idea, but it's an everyday thing in Lisp. Police investigation apparently begins with a motive. Why are programmers so fussy about their employers' morals? And understanding your users. This should yield a much sharper estimate of the reputation of each member. By price-insensitive VCs, they'll fall again if VCs become more like one another.
Another way to fly low is to give you money. How much of the next generation. Software is particularly suitable for price discrimination, because the top VCs can supply? It was like the algorithm Google uses now to sort ads, but this predisposition is not itself intelligence. I think part of the patent problem without waiting for the government. And now I have independent evidence: the top links on Reddit are generally links to individual people's sites is as good as or better than the stuff I read on individual people's sites rather than to magazine articles or news stories. In my earlier spam-filtering software, the user could set up a list of every address the user has to do is avoid it.3 A lot of startups, whereas this is probably the first you've founded.4 Never say we're passionate or our product is great. Partly the reason deals seem to fall through so often is that you know what to test most carefully when you're about to release software before it works, but what investors are thinking.
For both Confucius and Socrates, wisdom, virtue, and happiness were necessarily related. There are two bad smelling words, color spammers love colored fonts and California which occurs in testimonials and also in menus in forms, but they invest other people's money, and precisely when you'll have to switch to plan B if plan A isn't working. Even colocating servers seemed too risky, considering how often things went wrong with them. But even correcting for this, startup deals fall through. So some or all of the friends quit their jobs or leave school. Never make users register, never make them wait for a confirmation link in an email; in fact, Gosling makes it clear in the first step, and ngood and nbad are the number of completed test drives, our revenue growth increased by 50%, just from that change. You never do your best work in a suit-centric culture. 9889 and.
In the long term the most important changes in this new world. One idea that I haven't tried yet is to filter based on word pairs, or even still in it, I'd give him the stock for $10, just to figure out a definition of Web 2. Though really it might be wise to give him as much stock as the founders. The reason Yahoo didn't care about targeting.5 The best programmers can work wherever they want. We always looked for new ways to add features with hardware, not just because it pleased users, but also as a way to save computation than as a way to save computation than as a way to improve filtering. At this stage I end up with a much firmer grip on the code. It was pretty advanced for the time. That's the fundamental reason the super-angels, the most decisive of whom sometimes decide in hours.6 Some VCs now require that in any sale they get 4x their investment back before the common stock everyone else has. New Architect magazine said that one line of code. To be a startup, managing them is one of the preceding five sources.
The government spying on people doesn't literally make programmers write worse code. With server-based applications. But later I realized that if you put those two ideas together, you get rich as a power of how early you were. So here we have two pieces of information that I think really would be a lot of C and C. When you release software gradually you get far fewer bugs than desktop software. And you don't have to install anything to use it. They would call support in a spirit more of triumph than anger, as if that could be done for the asking. Another great thing about Web-based software is that you have in your desktop machine.
You can work 16-hour days for as long as there were others that did? You should always have a plan B as well: you should know as in write down precisely what you'll need to do; whereas VCs should be able to optimize for both simultaneously. As long as you might have trouble hiring programmers. In a way. If feeling you're going to take two weeks to close, so we were on Version 4. I can prove this to you without even getting into the differences between them. The key to closing deals is never to stop pursuing alternatives. Over time the teams have gotten smaller, faster, and the default answer is failure, because that is about as much sales pitch as content-based filters are the way to go. And the way to do it for free.
Notes
The wave of the device that will pay for health insurance derives from the study. If you freak out when people tell you who they are not very far along that trend yet.
You can still see fossils of their works are lost. This is isomorphic to the principles they discovered in the 1920s. Then Josh Wilson came in to pick a date, because I realized the other hand, a proper open-source browser. Unfortunately, not like soccer; you have to kill Archimedes.
They're motivated by examples of how hard it is to discount knowledge that at some point, there are a different type of product for it.
Which is also to the founders'. 5% a week for 19 years, but economically that's how both publishers and audiences treat it. It did.
I have yet to find it more natural to the traditional peasant's diet: they hoped they were already profitable. It's not a programmer would find it more natural to the traditional peasant's diet: they hoped they were that smart they'd already be working on is a cause.
Most new businesses are service businesses and except in rare cases those don't scale is to the biggest winners, which draw more and angrier counterarguments. Then when we say it's ipso facto right to do would be a founder; and with that additional constraint, you can eliminate, do not try too hard to compete directly with open source software.
Thanks to John Collison, Ian Hogarth, Jessica Livingston, Robert Morris, Richard Florida, and Sam Altman for reading a previous draft.
#automatically generated text#Markov chains#Paul Graham#Python#Patrick Mooney#term#returns#diet#government#software#founders#date#company#evidence#VCs#code#Internet#business#Collison#cause#Hogarth#time#trouble#fonts#Altman#test#applications#step#key
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PLEASE JUST LET ME EXPLAIN REDUX
AI {STILL} ISN'T AN AUTOMATIC COLLAGE MACHINE
I'm not judging anyone for thinking so. The reality is difficult to explain and requires a cursory understanding of complex mathematical concepts - but there's still no plagiarism involved. Find the original thread on twitter here; https://x.com/reachartwork/status/1809333885056217532
A longpost!
This is a reimagining of the legendary "Please Just Let Me Explain Pt 1" - much like Marvel, I can do nothing but regurgitate my own ideas.
You can read that thread, which covers slightly different ground and is much wordier, here; https://x.com/reachartwork/status/1564878372185989120
This longpost will; Give you an approximately ELI13 level understanding of how it works Provide mostly appropriate side reading for people who want to learn Look like a corporate presentation
This longpost won't; Debate the ethics of image scraping Valorize NFTs or Cryptocurrency, which are the devil Suck your dick
WHERE DID THIS ALL COME FROM?
The very short, very pithy version of *modern multimodal AI* (that means AI that can turn text into images - multimodal means basically "it can operate on more than one -type- of information") is that we ran an image captioner in reverse.
The process of creating a "model" (the term for the AI's ""brain"", the mathematical representation where the information lives, it's not sentient though!) is necessarily destructive - information about original pictures is not preserved through the training process.
The following is a more in-depth explanation of how exactly the training process works. The entire thing operates off of turning all the images put in it into mush! There's nothing left for it to "memorize". Even if you started with the exact same noise pattern you'd get different results.
SO IF IT'S NOT MEMORIZING, WHAT IS IT DOING?
Great question! It's constructing something called "latent space", which is an internal representation of every concept you can think of and many you can't, and how they all connect to each other both conceptually and visually.
CAN'T IT ONLY MAKE THINGS IT'S SEEN?
Actually, only being able to make things it's seen is sign of a really bad AI! The desired end-goal is a model capable of producing "novel information" (novel meaning "new").
Let's talk about monkey butts and cigarettes again.
BUT I SAW IT DUPLICATE THE MONA LISA!
This is called overfitting, and like I said in the last slide, this is a sign of a bad, poorly trained AI, or one with *too little* data. You especially don't want overfitting in a production model!
To quote myself - "basically there are so so so many versions of the mona lisa/starry night/girl with the pearl earring in the dataset that they didn't deduplicate (intentionally or not) that it goes "too far" in that direction when you try to "drive there" in the latent vector and gets stranded."
Anyway, like I said, this is not a technical overview but a primer for people who are concerned about the AI "cutting and pasting bits of other people's artworks". All the information about how it trains is public knowledge, and it definitely Doesn't Do That.
There are probably some minor inaccuracies and oversimplifications in this thread for the purpose of explaining to people with no background in math, coding, or machine learning. But, generally, I've tried to keep it digestible. I'm now going to eat lunch.
Post Script: This is not a discussion about capitalists using AI to steal your job. You won't find me disagreeing that doing so is evil and to be avoided. I think corporate HQs worldwide should spontaneously be filled with dangerous animals.
Cheers!
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But Galway girl.... What about Galway girl.....
i take back everything i said he just said he loves ed sheeran.
#I literally can't hate that song it's impossible it's too septicinnit coded#you mad i love a song I listen to w my husband on our couple playlist?? YOU HATE GAY PEOPLE???! /J#nah in all seriousness though ed sheeran isn't bad he's just generic and so people get annoyed at how he's played everywhere#but he's played everywhere for a reason: he's pallatable to a wide variety of people. that's actually really hard.#music is really hit or miss for most people and ed sheeran is grocery store approved because he's something most people can listen to and#like. vibe aith it even if they wouldn't go out of their way to listen to it.#also i feel defensive of him because people make ginger memes about him and i fucking hate ginger memes and small dick memes and any#“this kind of body is bad” memes so I'm automatically like HE'S OKAY!!!! because i want to defend him from the ginger haters#he is bland as fuck tho but like. yeah he's a plain loaf of bread but bread is arill BREAD bro
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The Assorted TYPE-MOON Collection (as of 7/20/24)
Here is a link to Fate/stay night with the Ultimate Patch.
Here is a link to Fate/hollow ataraxia with the Ultimate Patch and the Fate PSP games.
Here is a link to various other TYPE-MOON games and manga/novels such as Kara no Kyoukai, Tsukihime, Melty Blood, and more Fate.
Some things to note:
ALL GAMES ARE PC GAMES EXCEPT THE FATE/EXTRA SERIES AND UNLIMITED CODES, WHICH ARE PLAYED ON THE PSP
– Kara no Kyoukai: the Garden of sinners, Tsukihime, and Fate are all part of the same metaseries penned by Kinoko Nasu (Witch on the Holy Night is as well, but it is not included in this collection since only the enhanced version is translated which can be bought on current generation consoles and PC)
– Fate/stay night Ultimate Patch has many settings to customize your experience of the game, please play around with them and set them to your liking, but some of my recommendations are **Display > Quality > High (x2.0) [higher resolutions not included due to much larger file sizes with diminishing returns] **Language > English ReTrans (2nd beta) **Patch > [ANY] Content > [Choose "Classic" for a first playthrough if you want a more faithful experience or "Mixed" for a faithful experience with some Vita additions, but might be best for a second playthrough] **Patch > Censorship > check "Show mature content" + "Show Ecchi & Hentai + Fan-made Demosaic" for the full eroge experience or keep "Show mature content" unchecked for the all-ages experience **Patch > Movie Playback Options > check Display subtitles in movies + Movie Quality > High **Patch > Route Lock > Automatic **Patch > Title menu style > Automatic
– Fate/hollow ataraxia Ultimate Patch has many settings to customize your experience of the game, please play around with them and set them to your liking, but some of my recommendations are **Display > Quality > High (x2.0) [higher resolutions not included due to much larger file sizes with diminishing returns] **Patch > Censor > check "Decensor H content" for the full eroge experience or keep "Censor H content" checked for the all-ages experience **Patch > Vita Additions > uncheck "Play Vita OP in-game" and "Vita Ending Credits" to see the original versions of each for a first playthrough **Patch>Movies>check Display subtitles in movies
– Fate PSP includes Fate/Extra, Fate/Extra Perfect Patch+ (the same game as Fate/Extra but patched to include subtitles for all Japanese voice lines, fixes some of the original translation to better match Fate canon, and bug fixes), Fate/Extra CCC (a sequel to Fate/Extra that takes place during that game), and Fate/Unlimited Codes (a fighting game based around Fate/stay night with a few characters from Hollow Ataraxia and Zero)
– Tsukihime series goes Tsukihime > Tsukihime PLUS-DISC (contains Alliance of Illusionary Eyes) > Kagetsu Tohya
– Melty Blood is a series of fighting games featuring the cast of Tsukihime (ReACT is an expansion for the original Melty Blood)
Many more games are available for purchase on PC and current generation consoles such as Witch on the Holy Night, Tsukihime -A piece of blue glass moon-, Melty Blood: Type Lumina, the Fate/Extella series, Fate/Samurai Remnant, and upcoming games such as Fate/stay night REMASTERED, and Fate/Extra Record
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It's so funny when people say "not all AI sucks! only generative AI!" because generative AI is genuinely an amazing technology.
You know why those early AI images like crayon and such were so strange and dreamlike? It's because generative algorithms actually do generate those images. They don't copypaste like a collage, images are created pixel-by-pixel. Generative AIs are actually systems that assimilate concepts, associate them to images, are able to translate instructions in plain human text instead of code and create new things from it (this was seen as pure science fiction less than 5 years ago). This is why AI images now have better quality, because new models are able to understand more concepts and implement them. Because the idea with generative AI isn't and shouldn't for it to be able to just copy-paste images or text, it's the ability to generate new images or text from learned concepts.
This post gets, in a very easy, understandable way, into the details on how this works. And I hope you do give it a read no matter your stand on this:
This, as I always say, was considered pure science fiction, a thing that would not exist until at least the 2100s if at all, and it is now here. And not only by corporations, but open-source models are being researched by the minute.
No, I do not care for AI corporations and I don't care for what they're mostly trying to use AI for (advertising and customer service). I care about what can become of this technology. Advertising and mass produced shit will be shit, no matter if it's done by human or AI. Do I expect an advertisement to be shit because it uses AI? No, I expect it to be shit because it is an advertisement.
What will be interesting, and I think we will see more in the future when the utterly poisoned current discourse about AI calms down, will be when artists with interesting concepts and a good handle of these tools start to create new things, much like synthesizers or photographers didn't ruin music or art, because there was always an artist behind the tool in the first place. Someone is doing those prompts to create something. Your question should be who and why.
#cosas mias#I don't know why I try to take a nuanced measured tone with this since people will scream bloody murder at even the merest hint#that AI might not be a satanic engine but an emerging technology with potential even artistic potential#but whatever
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Humans have the capability of perceiving when they're being stared at, even if they can't see it.
Dr. T'Chem was staring at Lieutenant /θkɡɾɑːˈŋæ/ (or as his current fling affectionately nicknamed her, "Tucker-Annie"), whose dorsal spikes were still rattling after the incident at the holodeck. It was his first time at the witness stand, and he didn't want to ruin a young star sailor's life.
Lieutenant Tucker-Annie was the combat specialist in charge of the training dojo of Federation Vessel TSN457, named after the Terra-Saturn-Ceres coalition where Dr. T'Chem currently served as the xenoanthropologist charged with facilitating human integration to the local Federation of Fraternal Planets and Satellites. The FFPS had the goal of finding planets with intelligent life to trade resources and technology, and due to their recent incorporation, local research vessels were fitted with diverse crews to acclimate everyone to each other's cultures and biological needs. Dr. T'Chem was the human expert in the ship, and was tasked with helping smooth over interpersonal relations among the crew.
The relations were, at that moment, as bumpy as Lt. Tucker-Annie's dorsal spike line.
An incident had occurred during a training exercise. The squad consisted of a Venusian, two Saturnians, three Ceresians, two monks from the Transcorporeal Temple of Robotic Ascension, and five Terrans (two humans, two dogs and a cybernetically enhanced cat). The exercise consisted of getting through a generic jungle scenario and, unbeknownst to the squad, avoiding a team of ninjas lead by Lt. Tucker-Annie trying to take them out one by one. It was supposed to test the way they would react to a surprise attack.
It was not supposed to reveal that humans could sense when they were being stalked.
Of course, any trained sailor would have an ingrained knowledge of potential threats and how to spot them. Look for the shadows that are too dark, listen for the spot air isn't blowing from, things like that. Basic things most people don't think about but that can be identified if you think about them.
This was not that.
"Something's watching us," said Crew Johnson, in that sloppy way only creatures with lips spoke.
"What do you mean? There's cameras everywhere, of course they're watching us," responded Crew Hessikh, slithering over the vines on a tree branch to cross a river. She grabbed the axe in Crew Johnson's belt with her telekinesis and took down a small tree to serve as a bridge.
"Crew Flufflepaws, could you please take a look?" Asked Crew Johnson, nervously looking around. Crew Flufflepaws got on the tree as well and scanned the terrain from above.
"I can't see anything, or smell anything. And my hearing isn't what it used to be. I'll stay on the lookout for—" a horrendous hiss interrupted the automatic translator's feed. Crew Flufflepaws' comm line cut off.
Hessikh and Johnson looked at each other. That was the strongest fighter of their team, gone. They knew it was a simulation, but it still gave them chills.
The rest of their crew mates were split into two different teams further along the path. Crew Fanning's voice came from the comm line.
"Johnson, Hessikh, are you okay? What happened to Flufflepaws?"
"We don't know, Johnson said something was watching us and it went to check, then we lost comms."
"I felt it too. I know this isn't that kind of exercise but I think— AAAHHH!"
Two blaster shots were heard, then a thud.
Lieutenant Tucker-Annie, who was watching Hessikh and Johnson from the mud pit behind the latter, had her tranquilizer dart ready. She got ready to shoot down Hessikh, but then heard a voice over the comm line.
"Code Lithium, we have a Code Lithium, we have to end the simulation, I just took down- I can't-" the breathing was sounding heavier and faster, too fast for a human.
"Fanning, calm down, remember your sutras. We need you focused, what happened?"
"I felt like I was being watched, so I turned around and saw this thing and it scared me and I jumped and I thought it was on stun mode and-"
"It's alright, we're calling it off. Captain, we have a Code Lithium! End the simulation now or- fuck, there it is again. Hessikh, do you see any heat sources?"
"Nothing out of the ordinary- why haven't they shot it down alre-"
The next thing Lieutenant Tucker-Annie remembered was the sound of a heel turn over the mud, followed by darkness.
Lt. Tucker-Annie woke up in the hospital bay, getting her tail regenerated by a robot nurse. She looked over and found her underling on the next bed, with a huge bandage on the side of his neck and a wing in a cast. Thankfully, he would be alright as soon as the stem cell bank was reprogrammed after her treatment.
The disciplinary board was called, an investigation was open, and both Crew Fanning and their captain were put on paid leave while the investigation was ongoing. Dr. T'Chem was called in as an expert after a review of the holodeck footage revealed there was no way Crew Fanning could have heard, seen or smelled the hidden sailor.
It was the first time in a while he hadn't helped himself to a glass of Venusian whiskey for breakfast. He really didn't want to mess this up.
"And would you care to explain how this is possible, Doctor?" Asked the prosecution, staring him down with an unnerving amount of eyes.
"I am as astounded as this court; our firm has been looking into Terran medical literature and we're still trying to figure out how it works; they don't even know, but they know it does happen, it's been documented for thousands of years. I have a hypothesis, but I don't know if it's even testable."
There was a murmur in the court. The judge asked him to elaborate.
"The way eyesight works is the light bounces off of opaque bodies and in its way it collides with the lenses in our corneas, which send it to the brain as electrical signals to be interpreted. The light that doesn't go into our eyes just bounces off our bodies and other opaque objects as well, the photons go everywhere and anywhere. This is the same for most species in this constellation, including humans. But even other Terran species don't have these abilities, as Crew Flufflepaws has testified."
A begrudging meow was heard from the audience.
"Order in the court, please. Dr. T'Chem, what do you suggest is the origin of this mysterious sense?"
The camera drones all hoovered around him. Dr. T'Chem straightened his fins and got close to the microphone.
"I believe it's possible that humans have a sense of touch so sensitive that they can feel the photons that don't bounce back. The ones that go into an eye instead of an opaque body. I think humans can actually feel in their skin when they are being watched."
There was an uproar in the crowd. His paramour, a dark skinned young human from the human settlement known as "Colombia", grabbed the religious symbol on her necklace and made a gesture with it he hadn't quite figured out yet.
The trial had to go on recess.
The implications were incalculable. Three dozen biologists from six different planets, including Terra, had emailed him before the end of the day to ask him to justify himself. Multiple human religious leaders took the chance to link it to demonic possession or moral evils. By the end of the week, four different labs were trying to figure out a way to double blind test shooting a photon cannon on a human's back and trying to get them to sense it.
But most importantly, the news made it outside of the Federation. The rumours about this new species that couldn't be stalked got so far, it ended up affecting the outcome of a border conflict with the Betelgeuse Libertarian Army on the Federation's favour.
Humans were terrifying.
If this is what they evolved to be, what was their planet like?
#Dr. T'Chem's Office#humans are space orcs#humanity fuck yeah#humans are space oddities#humans are deathworlders#open art guild
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