#have a whole bunch!

[eimearkuopio]

You know how we've always joked that economists have successfully predicted five of the last three recessions?

That the ultimate torture for an economist is offering them two identical (read: fungible) candy bars and making them pick one?

AI is like automating the aspect of economics that these jokes are about. You define a metric (in the case of AI, a cost function; for economists, it's usually finding max GDP), you minimise the cost function, and you get a nice simple answer! The problem is that if you have defined a shitty cost function, then automating the process isn't going to give you a better answer than working things out from scratch (or even guessing! In fact, strictly applying even a very good model outside of its valid range will often give a much worse answer than just guessing!).

Please let me tell you about splines and how they apply to organised religion. They're the bit I only learned about this year and they're SO IMPORTANT. For reals they are sooooo important.

"Reviewers told the report’s authors that AI summaries often missed emphasis, nuance and context; included incorrect information or missed relevant information; and sometimes focused on auxiliary points or introduced irrelevant information. Three of the five reviewers said they guessed that they were reviewing AI content.

The reviewers’ overall feedback was that they felt AI summaries may be counterproductive and create further work because of the need to fact-check and refer to original submissions which communicated the message better and more concisely."

Fascinating (the full report is linked in the article). I've seen this kind of summarization being touted as a potential use of LLMs that's given a lot more credibility than more generative prompts. But a major theme of the assessors was that the LLM summaries missed nuance and context that made them effectively useless as summaries. (ex: “The summary does not highlight [FIRM]’s central point…”)

The report emphasizes that better prompting can produce better results, and that new models are likely to improve the capabilities, but I must admit serious skepticism. To put it bluntly, I've seen enough law students try to summarize court rulings to say with confidence that in order to reliably summarize something, you must understand it. A clever reader who is good at pattern recognition can often put together a good-enough summary without really understanding the case, just by skimming the case and grabbing and repeating the bits that look important. And this will work...a lot of the time. Until it really, really doesn't. And those cases where the skim-and-grab method won't work aren't obvious from the outside. And I just don't see a path forward right now for the LLMs to do anything other than skim-and-grab.

Moreover, something that isn't even mentioned in the test is the absence of possibility of follow up. If a human has summarized a document for me and I don't understand something, I can go to the human and say, "hey, what's up with this?" It may be faster and easier than reading the original doc myself, or they can point me to the place in the doc that lead them to a conclusion, or I can even expand my understanding by seeing an interpretation that isn't intuitive to me. I can't do that with an LLM. And again, I can't really see a path forward no matter how advanced the programing is, because the LLM can't actually think.

[chloesimaginationthings]

How Jeremy Fitzgerald survived the FNAF bite

[egophiliac]

buckle up lads we're going BACK INTO THE BOOK

[canisalbus]

[faeriekit]

"Okay." Danny slowly laid the already cold body back onto the table, ready to slide back it into the refuge of cold storage. "Okay. Dead guy. Stay there."

The body didn't move.

"Fantastic. Now. Hang out while I pour the embalming fluid into the pump, alright? It should only be a minute."

And it usually did; working in a funeral home wasn't extremely glamorous, but it paid the bills, and Danny had already been used to the rhyme and rhythm of negotiating death with the public by the time he sent in his mortuary school application. It had been a transition that made sense. And in the end, the degree had only cost him a few extra years post-graduation and a little dig into student loans, and now Danny had a stable 12-8 job and health insurance valid in the state of new jersey.

Today, though, the pump had that decided enough was enough. With a bang and a boom, the pump spat out a cloud of smoke and clunked uncomfortably.

The dead body sat up.

Danny scrambled over to push it back down. "No. We talked about this. Dead people don't move. If you want to stay here and have me put you back together all the time, you have to stay put. Got it?"

Whatever the weird gold-eye corpses were on in Gotham, they at least listened to him on occasion. They weren't ghosts, per se— they never pinged on any of the ghost detection devices Mom and Dad had packed in his going-away-to-college bag— but they were, despite being occasionally animate, perfectly deceased.

Weird. Danny had never gotten used to it. Still, they came in droves, too eager to sit on the top of the basement stairwell and lurk in the corners and stare endlessly at them with their weird, avian eyes, and sometimes they heralded the arrival similarly weird-ass bodies that had lost their heads or their arms or their limbs through the more conventional channels.

"I'm losing too much thread to all y'all coming in all the time," Danny complained to the dead body, who, at the moment, was the only person present to blame. "Stop getting your limbs cut off. This stuff is expensive, you know. It's a specialty order."

The body didn't even have the courtesy to blink. Rude.

"At least let them bury you this time. Every time one of you darts off when my back's turned, my boss thinks I'm stealing corpses. My coworkers think I'm building my own Frankenstein or something."

The corpse neither verbalized nor blinked, but Danny hadn't expected it to; with a sigh, he rolled the corpse back into cold storage, locked its little door (not that locking it in had ever stopped it) and called it quits for the night.

It's not like anyone was paying him for the extra hours anyway.

The whole fic on ao3

[hinamie]

corvidae

[puppetmaster13u]

Prompt 352

“Mother, I crave violence,” a small child interrupts the video call, practically clambering up into Nightingale’s chair. They look around five or so, with white hair and red eyes. Albino perhaps? 

“Ah, apologies, let me take care of this real quick,” Nightingale turns the microphone off when he gets a few acknowledging noises, picking the small child up and moving them from the room. 

“Cute kid,” Barry acknowledged from behind his coworker’s head, having been helping move things. Actually, the kid looked kind of familiar, though from where, who knew. Hard to remember everything with how fast his thoughts usually went. “I didn’t know Nightingale was a father…” 

Then again the specialist was notoriously private, and set most meetings online thanks to some sort of medical conditions. So he supposed it would make it easier to be a stay at home dad if he was there already…

[wheatormeat]

aa dump

[concord-and-cliches]

like a turnabout. or something. is this thing on.

[raycatzdraws]

Wolfie and Four friendship appreciation doodles! They're shared secrets besties! I hope Four's distrust of the shadow crystal doesn't drive anything between them. Wild found his way into this compilation with a force. It seems I can't draw Wolfie and not include him too!

[kindnessoverperfection]

Please, if you can, take a moment to read and share this because I feel like I'm screaming underwater.

NPD (Narcissistic Personality Disorder) stigma is rampant right now, and seems to be getting progressively worse. Everyone is using it as a buzzword in the worst ways possible, spreading misinformation and hatred against a real disorder.

I could go on a long time about how this happened, why it's factually incorrect (and what the disorder actually IS), why it's harmful, and the changes I'd like to see. But to keep this concise, I'll simply link to a few posts under the cut for further reading.

The point of this post is a plea. Please help stop the spread of stigma. Even in mental health communities, even around others with personality disorders, in neurodivergent "safe" spaces, other communities I thought people would be supportive in (e.g. trans support groups, progressive spaces in general), it keeps coming up. So I'm willing to bet that a lot of people on this site need to see this.

Because it's so hard to exist in this world.

My disorder already makes me feel as if I'm worthless and unlovable, like there's something inherently wrong and damaged about me. And it's so much harder to fight that and heal when my daily life consists of:

Laughing and spending time with my friends, doing my utmost best to connect and stay present and focused on them, trying to let my guards down and be real and believe I'm lovable- when suddenly they throw out the word "narcissist" to describe horrible people or someone they hate, or the conversation turns to how evil "people with narcissistic personality disorder" are. (Seriously, you don't know which of your friends might have NPD and feels like shit when you say those things & now knows that you'd hate them if you knew.)

Trying to look up "mental health positivity for people with npd", "mental health positivity cluster bs", only to find a) none of that, and b) more of the same old vile shit that makes me feel terrible about myself.

Having a hard time (which is constant at this point) and trying to look up resources for myself, only to again, find the same stigma. And no resources.

Not having any clue how to help myself, because even the mental health field is spitting so much vitriol at people with DISORDERS (who they're supposed to be helping!) that there's no solid research or therapy programs for people like me.

Losing close friends when they find out, despite us having had a good relationship before, and them KNOWING me and knowing that I'm not like the trending image of pwNPD. Because now they only see me through the lens of stigma and misinformation.

Hearing the same stigma come up literally wherever I go. Clubs. Meetings. Any online space. At the bus stop. At the mall. At a restaurant. At work. Buzzword of the year that everyone loooves loudly throwing around with their friends or over the phone. Feels awesome for me, makes my day so much better/s

I could go on for a long time, but I'm scared no one will read/rb this if it gets too much longer.

So please. Stop using the word "narcissist" as a synonym for "abusive".

Stop bringing up people you hate who you believe to have NPD because of a stigmatizing article full of misinformation whenever someone with actual NPD opens their mouth. (Imagine if people did that with any other disorder! "Hey, I'm autistic." "Oh... my old roommate screamed at me whenever I made noise around him, and didn't understand my needs, which seems like sensory overload and difficulty with social cues. He was definitely autistic. But as long as you're self-aware and always restraining your innate desire to be an abusive asshole, you're okay I guess, maybe." ...See how offensive and ignorant that is?)

Stop preventing healthcare for people with a disorder just because it's trendy to use us as a scapegoat.

If you got this far, thank you for reading, and please share this if you can. Further reading is under the cut.

NPD Criteria, re-written by someone who actually has NPD

Stigma in the DSM

Common perception of the DSM criteria vs how someone may actually experience them (Keep in mind that this is the way I personally experience these symptoms, and that presentation can vary a lot between individuals)

"Idk, the stigma is right though, because I've known a lot of people with NPD who are jerks, so I'm going to continue to support the blockage of treatment for this condition."

(All of these were written by me, because I didn't want to link to other folks' posts without permission, but if you want to add your own links in reblogs or replies please feel free <3)

[ewwww-what]

You are not a coward. You have a goddamn medical condition, alright?

[sheerakk]

[egophiliac]

Wait, did you put a photo of Vil and Neige as kids in Eric’s office??

oh good, I was afraid that wasn't going to read properly and people would just be like "what is this supposed to be". :') but yeah! I like to think Eric was pretty fond of Neige as a kid! single dad sees orphan child approximately the same age as his own son and goes "hmm. okay, you guys are going to be friends now." (this did not go as well as he'd hoped.)

(also I do love how it's kind of a running joke that everyone loves Neige except for Vil, who's standing over in the corner and just seething with furious irrational hatred. someday maybe he'll find someone who doesn't think Neige is the best thing since cinnamon rolls.)

[soni-dragon]

i like the idea that, if danny ever dyes his hair, he discovers that the color turns opposite in his phantom form :)

[puppyeared]

(guy who has never played cotl) haha au time