#learning with story

[inkberrytales]

The Owl That Teaches You French: Why Duolingo’s New AI Is Brilliant (and a Bit Worrisome)

A Curious New Era: Language Learning by Owl After reading Aftermath’s excellent reflection on Duolingo’s new homegrown AI models (link here), I found my tail curling thoughtfully around my teacup.Some celebrated the owl’s cleverness. Others raised their hackles.As for me—Professor Fox, single parent, den-builder, and enthusiastic language fumbler—I sat by the hearth, sipped my tea, and pondered…

[iamthemess]

JL finding out bat secrets, but it's in the most simple ways.

Barry: how old do you think Robin is?

Oliver: you met him last week, he's like 12

Barry: yeah but like, he was 14-ish when we started the justice league

Hal: maybe he's an immortal vampire like batman

Nightwing: that's ridiculous

Hal: we have aliens and gods on this team. Why not vampires?!

Wally: can't be immortal if he was 14 then but 12 now

Barry: I've cracked it, there's more than one

Oliver: Your genius amazes and astounds

Barry: So the first Robin should be like 30 by now

Dick: WHAT

Dick: 30! IM 26

Dick now in crisis: I AM NOT THAT OLD YET

Barry: Hold on, wha-

*Wally silently laughing at Dick despite them being almost the same age*

Oliver: Were you Robin?!?!?!

Dick: I can't believe this betrayal! It's called mid 20's and you're no longer invited to Christmas Ollie!

Oliver: I was invited to your Christmas!?!

Wally: Well, not anymore you're not

Hal: Can I come?

Dick: that's up to Batman

Hal:...

Dick: Coward, this is why you aren't invited to family Christmas

Barry: YOURE RELATED TO BATMAN?!

Oliver: I WAS INVITED TO BATMANS FAMILY CHRISTMAS?!?!?!

[stars-obsession-pit]

“Mom, why do you think ghosts are intrinsically evil?”

“It’s what the science says, of course!”

“No, I mean like, what were the studies? What did they actually observe”

“Ohh, I get what you mean, Danny! Well across all reputable reports of encounters with the ghosts strong enough to matter, they’ve always attacked first and never responded to attempts at communication! There’s no reason for them to do that if they’re not evil!”

“Huh…”

…

Danny, learning about Ghost Speak and how humans can’t understand it: hmm.

Danny, learning that ghosts greet each other and bond by fighting: hmmm.

[reasonsforhope]

"For most people, a rat is at best an unwelcome guest, and at worst, the target of immediate extermination. But in a field clinic in Tanzania, rats are colleagues—heroes even.

Far from a trash bin-dwelling NYC street rat, the African giant pouched rat is docile, intelligent, easier to train than some dogs, and for East Africans, the performer of lifesaving tuberculosis diagnoses every day.

400,000 new cases of tuberculosis (TB) were estimated to have been prevented by these rats, whose sense of smell would make a bloodhound take notice. As [TB is] the number-one killer among infectious diseases worldwide, many of those 400,000 can be translated into lives saved.

“Not only are we saving people’s lives, but we’re also changing these perspectives and raising awareness and appreciation for something as lowly as a rat,” said Cindy Fast, a behavioral neuroscientist who coaches the rodents for the nonprofit APOPO.

“Because our rats are our colleagues, and we really do see them as heroes.”

APOPO uses giant pouched rats to sniff out traces of TB in the saliva of patients. In parts of Tanzania, a saliva smear test under a microscope by a human may only be 20-40% effective at detecting TB.

By contrast, a giant pouched rat like Ms. Carolina, a now-retired service rat who worked for APOPO for 7 years, raised the rates of detection on TB samples by 40% in the clinic where she worked.

Pictured: An APOPO employee with one of their trained rats

It would take 4 days for scientists to analyze the number of samples that Carolina could screen in 20 minutes. For that reason, when Carolina retired last November, a party was thrown at the clinic in her honor, and she was given a cake.

TB is sometimes thought of as a thing of the past—a disease for which doctors used to prescribe “dry air,” leading a modern sense of humor to muse at the antiquated, pre-antibiotic medical advice.

But it remains the number-one cause of death globally from a single infectious pathogen, and Tefera Agizew, a physician and APOPO’s head of tuberculosis, told National Geographic that once people see what the nonprofit’s rodents can do to slow the spread, they “fall in love with them.”

3,000 times in her career did Carolina detect one of the six volatile compounds that can be used to identify Mycobacterium tuberculosis, and she got a hero’s send-off to a special compound to live out the rest of her days with her closet friend and sniffer colleague Gilbert, in a shaded enclosure dubbed “Rat Florida.”

“We’ve made special little rat-friendly carrot cakes with little peanuts and things on it that the rat would enjoy,” Fast said. “Then we all stand around and we clap, and we give three cheers, hip hip hooray for the hero, and celebrate together. It’s really a touching moment.”

APOPO has made headlines for its use of these rats in other lifesaving tasks as well: landmine clearance.

One of the world’s great underreported scourges (a lot like TB, coincidentally) is landmine contamination. There are 110 million landmines or unexploded bombs in the ground right now in about 67 countries, covering thousands of square miles in potential danger. Thousands of civilians are killed or injured by these weapons every year.

GNN reported on APOPO’s demining efforts using pouched rats back in 2020. One rat named Magawa alone identified 39 landmines and 28 items of unexploded ordnance across an area the size of 20 football fields.

If at the start of this story you didn’t like rats, maybe Magawa and Carolina will have changed your mind."

-via Good News Network, March 31, 2025

[ashenquill]

Tim seems like the type to have a Snapchat story dedicated to his crashouts

He frequently posts videos of himself yelling about the idiots he encounters in his daily life, and people live for it.

Tim, in his car: I AM SO FUCKING SICK OF BAD DRIVERS! IF YOU WANT TO DRIVE LIKE A PRE-SCHOOLER, THEN PULL UP IN THE LITTLE TYKES COZY COUPE, MOTHERFUCKER. I AM TWO SECONDS AWAY FROM REAR-ENDING YOU! AT LEAST THEN YOU MIGHT BE ABLE TO GO THE FUCKING SPEED LIMIT

Tim, barely visible and whisper-shouting in a dark closet: If I have to deal with Lex Motherfucking Luthor one more time I might just have to commit a felony about it. Because what do you mean you "aren't familiar" with our DEI policy outline???? We've been doing business for years????? We've had this EXACT CONVERSATION, like, TEN TIMES--

Tim, not even bothering to find an empty room: I should have stayed an only child.

Dick’s voice offscreen: Huh?

Tim, deadpan: The only good outcome of having siblings is that if they threaten to kill me, I might actually get a fucking break —— assuming they can grow a spine long enough to actually make good on their threats, that is.

Dick, in the background: C’mon, Tim you guys just quit fighting— Damian, stop- DAMIAN

Damian, now in frame, making a spirited attempt to free himself from the upside-down hold he has been wrangled into by attacking Dick’s ankles: I only wish to give him what he wants, Richard!

Dick: No, Dami, what did we say about- STOP BITING ME

Tim, staring deadpan at the camera while the others fight behind him: I have never envied Jason Todd more in my life

[fuckyeahchinesefashion]

It's not what I expected by 我是阿彪叻

[sleepgarden]

Pupa ✢ The writing reads:

Time envelops and keeps me Not awake / Not asleep In this chrysalis / In this shroud I am stillborn / I am buried alive Yet I change / I am changing / And I ache Held still

I started this over a year ago and came back to it periodically, but I decided to just finally finish it. It’s morphed, undone itself, and transformed many times in the process of illustrating it. Sincerely, I considered giving up on the piece. I am glad I didn’t despite its awkwardness; I admit that it doesn’t sit in the eye well. But somehow I feel that it suits the piece and what it means.

I am, if anything, relieved to have finished an illustration finally. It’s been nearly eight months since my last. Prints are available in my shop. (I also have mini prints for $5cad/$3.40usd!)

[tariah23]

The manga industry, especially JUMP, needs to hurry up and do away with weekly scheduling for mangaka. There needs to better regulations put into place for their health and safety because this is pitiful. Two weeks - monthly updates should’ve already been the standard for the manga industry at this point. These money grabbers will only continue to put the lives of these artists at stake for the sake of capitalism unless some serious changes are implemented.

[bizarrelittlemew]

i can't wait to be 30+ and still in fandom and i can't wait to be 40+ and still in fandom and i can't wait to be 50+ and still in fandom and i can't wait to be 60+ and still in fandom and i can't wait to be 70+ and still in fandom and i can't wait to be 80+ and still in fandom and i can't wait to be 90+ and still in fandom and i can't wait to look back on my life and know that i loved things deeply and passionately and was inspired to create and was part of communities with incredible people from all over the world brought together by the stories that touched us

[lgbtlunaverse]

There's a version of the "don't go grocery shopping while hungry" rule specifically for writers where you should never under any circumstances be allowed to touch your draft within 3 hours of reading a really good story. Because sometimes when you read something great your head goes "fuck this is so much better than my stuff I should make that more like THIS instead!" Look at me. That's the devil talking and you should close the document NOW.

[sully-s]

Might give this a proper background someday but for now I don't know I just like the simplicity of it.

[inbabylontheywept]

Memories of Grandpa Dale

I was playing in the barn, but I was also hiding from my grandpa. I was aware that this hurt his feelings, but I didn’t know what else to do. Every year I’d ever visited him before, he’d seemed kind of mad at me, but I’d hoped still that year was the year that we’d finally be friends. I even made a list of things to do together. 

Unfortunately, the list did not fix things¹ so I'd been forced to acknowledge that if he couldn't be happy with me there, and he couldn't be happy with me gone, then perhaps he simply could not be happy. At least, not until someone invented The Secret Third Thing.

(But I was only nine. So. That someone would probably not be me.) 

Fortunately, being happy is a task that I've never needed to delegate - I’m actually quite good at it. I’d been sad in the barn for maybe an hour or so, but eventually that got boring, so I invented a new game where I would chase big clouds of shiny blue flies off the sun-warmed horse-poop and try to shoo them towards a corner of the barn that I knew had a large spiderweb in it. 

I was perfectly aware that this is not ideal for the flies, but I had just read Charlotte’s Web, so my empathy function was very biased towards spiders, who I perceived as patient and compassionate and slightly maternal women. Who just happened to have eight legs.  

(I, like most nine year old boys, would have personally been willing to fight a war for every patient, compassionate, slightly maternal woman I had ever met. If you, personally, have ever hugged a little boy who was trying very hard not to cry in front of his friends after skinning his knee, know that there is a child in this world that would kill in your name.)

(Now live with that knowledge.) 

I played my game with the flies for a long time. Long enough to get into a rhythm of running and laughing and then panting outside on my back while wallowing in the long green grass.

It was during one of those walks outside to lay in the grass that I noticed my mom. She was sitting on a hay bale, looking baffled. I don’t know how long she’d been there, but I was too young and confident to even feel odd. She asked me what I was doing, and I just kind of gestured to the ceiling, and said, You know, just. Feeding spiders.²

She nodded. I was feeding spiders. Of course. 

We sat there a few moments. It was an amicable silence, but I was still faintly relieved when she broke it.  

Your grandpa’s been looking for you, she said. He got some grapes earlier. Wanted to take you to feed the ducks.

I've always really liked feeding ducks³. Visiting them had actually been the next thing on my list. 

I was baffled by the effort. 

He’s mad at me, I pointed out. My mom, to her credit, looked genuinely confused. 

He’s not, she said. 

But he was mad when we picked blackberries, I pointed out. And when we went on that walk down to the prairie. And he snapped at me this morning when I asked if I could have some of his dried mangos. 

The mangos had been my last straw. The weirdest part was that he didn’t even say no, he just (angrily) said of course you can, as if it was an insult to his hospitality that I was asking when just the year before he’d yelled at me because I ate a tin of dried apples. Apparently, I was just supposed to know that those apples were exclusively reserved for The Apocalypse. 

(To be fair, my grandpa has always been very worried about the apocalypse, but mostly in the context of not having enough dried apples for it. There was a period of my life where I thought that The Apocalypse referred to some kind of prophesied biblical event where there would be No More Apples. This thought has stuck with me for a very long time⁴.)

Well. Yeah. My mom said. He’s mad. But he’s not mad at you. He’s just… Mad. 

I mulled this over. 

What about the mangos? I asked, and she shrugged at that. 

Alright, so that time he was mad at you, but that’s being mad one time in three days. Cut the man some slack, you’ve been asking him for permission before eating anything. 

I just don’t want to eat the wrong thing, I said. I’ve always been very defensive of my rule-following. Both because rules are important, and also because that #10 can of dried apples ripped through me like a shotgun full of razor blades⁵. That “snack” had 400% the recommended daily fiber for an adult man. And I was very definitely not a grown man when I ate it.  

It was a very painful experience is what I am trying to say. 

I know, my mom said. 

I don’t even like apples, I added. Still defensive. 

I know, my mom said again. She’s very good at saying it. It always feels like she’s agreeing with me, and not just trying to rush me onto The Point. Sometimes, people need to make detours from The Point in order to explain things. Like, hypothetically, why they once ate a very large number of dehydrated apples. My mom is wise, and she has always known this. . 

I just really wanted to eat something sweet, I continued. They don’t keep anything sweet in the whole house. The day before I ate those apples, I licked all the salt off a saltine just so I could eat the cracker plain. And then the cracker tasted just like a cookie. To me. That’s how crazy I was going. 

My mom nodded her head sympathetically. 

My first month of college, she said conspiratorially, I ate about a box of poptarts a day. 

There was another longish pause as both of us considered what led us to this point. 

My parents are crazy, my mom said at long last. It’s a very peaceful statement to her. I'm sure it was stressful when she first realized it, but she's had a long time to make her peace, and she's made it well.  

Will you go with me? I asked. To feed the ducks?  

He’s not mad at you, she said again. Reemphasizing her point. He’s just mad. It’s just how he is. 

But she went with me anyway.

I watched Grandpa Dale closely the whole way to the pond to see if my mom was right. She was. She almost always is.  He was angry while he drove, and he was angry while he parked and he was even angry while he strode purposefully towards the park. When we got there, he took several grapes, and he angrily put them in his hand, and angrily extended the hand towards the ducks, and he looked at me, and for maybe a tenth of a second he looked okay. Not exactly happy, but a little less mad. Then a duck bit the webbing between his pointer finger and his thumb.

He immediately, without hesitation, without even a second thought, hit the duck with a haymaker⁶. For a human, the punch would have been devastating, but the duck had the benefit of having essentially no inertia, so it just kind of moved sideways and looked perplexed. 

You son of a bitch, my grandpa said. This is a funny thing for anyone to say to a duck, but it was especially funny to hear coming from a former Mormon Bishop. 

Quack,⁷ said the duck. 

My mom started laughing. I'd felt a sort of holy terror at the anger my grandpa was exuding in that moment, but the moment she laughed I realized how absurd it was. I was watching a grown man beef with a duck. I was watching a grown man beef with the world. 

I started laughing too. In a better world, maybe my grandpa would've joined. Maybe he would've taken a good hard look in the mirror and questioned why exactly he was so angry. But he didn't. Instead he swore at the duck some more, and he threw his remaining handful of grapes at it overhand, like a baseball, and then the duck ate the grapes out of the water, and my mom actually laughed so hard she started dry heaving a little, and my grandpa had to go sit in the car for a few minutes by himself to regain his composure. 

¹ He managed to pick blackberries angrily

² Unfortunately, I do this kind of response quite a bit.

³ I got my first kiss from my wife because I managed to capture a duck. They're like, a motif for my life. Very lucky to have that.

⁴ I reference it again in this very weird short story.

⁵ I eat a lot of strange things.

⁶ My wife is concerned people will not know what a haymaker is. It is simply the most redneck kind of punch.

⁷ ...What did you expect it to say?

[hinamie]

green

[poorly-drawn-mdzs]

Don't worry, they're into that.

(Want to know if this ancient sea god of destruction gets more belly paps? Or perhaps...a kiss? Find out in Tiger Tiger!)

[tibli]

i have been trying to figure out why the whole 'fae god' and katniss everdeen things with kendrick lamar on here were bothering me, and i think i finally put it into words.

most posts like that are probably coming from well-meaning white people (i am also partially a White People, to be clear), who otherwise dont really listen to rap. they cannot find a way to 'relate' to this black man who sings largely about issues that affect the black community– and rather than try and meet him where he is, they have to fit him into these little tumblr cultural boxes before he can be 'palatable' to them.

they have to shave off the rougher/more abrasive aspects of his work and activism because it makes them uncomfortable, that way they can pigeonhole him into something that allows them to enjoy his work without the critical analysis that MUST come with it

he is not your fae god, he is not a YA protagonist, he is not a little gremlin or a cinnamon roll or a blorbo. He is a human being with opinions and beliefs that deeply permeate his work, and to ignore that truth is to ignore the entire point. PLEASE try to engage with artists' work outside of the lens of tumblr fandom, and i mean that as nicely as possible. you are doing YOURSELF a disservice