♥♥♥ Love is Larry is Love ♥♥♥

~~ Annika ~~ 24 ~~ Canada ~~ she/her ~~ demipanro ace ~~ I love love, I hate hate. I believe that Harry Styles and Louis Tomlinson are in a romantic relationship. I will not stand for anyone hating on anyone. Talk to me, I love you!

[righthandarm-man]

can you remember the name of every person you’ve kissed?

yes, I remember all their names

I could name most of them but there are few I can’t remember

if you put all of them in a room I could put a name to at least half the faces

i’m not confident I could name a quarter of them, let alone half

I can’t remember more than one or two names

I’ve never kissed a soul and want to see the results

Voting ended onJul 23

[gallusrostromegalus]

I was raised agnostic and tend to remain ambiguous on theological matters.

-but my house has a porch on the second story that affords me a terrific view of my neighborhood and the Colorado Front Range and I was partaking of some peace before the 4th Of July Finger-Loss Festivities begin, and I have had a

~*Spiritual Experience*~

I just watched my neighbor try to unload an actual wooden pallet that had to have been forklifted into the back of his insecurity pickup worth of fireworks.

Except that he does not have a forklift in his garage.

He does have so much sports memorabilia and cardboard boxes of unsold MLM Merchandise and patriotically themed camping gear and posters of women in bikinis and flags of suspect political organizations in his garage that there is only BARELY enough space for the fireworks and certainly none for his truck.

So he had to unload the individual boxes of recreational explosives from the back of his truck and stack them in the minimal space he had cleared by hand. This is a tedious and time-consuming process as this neighbor has purchased a wide variety of recreational and locally illegal explosives instead of many of just a few types, so the individual boxes are rather small.

He begins, and this is crucial to what happens next, by cutting apart the industrial-grade saran wrap his explosives dealer had so carefully wrapped his merchandise in, and discarded it unsecured on his lawn.

Where Outdoor Conditions sometimes happen.

His process for unloading the fireworks is to 1. Climb up through the gate into the bed of his pickup truck (a feat made unusually difficult due to the slope of his driveway, and this man's fascinating decision to wear the world's Siffest and least Flexible Denim Overalls. 2. Once in the pickup bed, he selects ONE (1) box from the pile He is apparently from a niche religious institution that doesn't believe in stacking things. 3. Carries it awkwardly around the palette that barely fits in the truck bed 4. His wife yells "Be careful!" when he nearly falls out of the pickup. 5. He Yells "SHADDUP!" back at her. 6. The Large German Shepherd barks from inside the house. 7. He yells "SHADDUP!" back at her too. 8. He sets the (1) box down on the gate 9. Slowly and awkwardly climbs out of the pickup bed 10. picks the box back up, and carries it into the garage.

Question: Aren't you going to help this poor man? Answer: Absolutely Not.

There's four military veterans, MANY dogs, and several people with dementia in this neighborhood, all of whom are terrified by this chicanery every year and many neighbors have repeatedly asked him to maybe do the fireworks somewhere else. (This is the Eighth Year Running he's held a major demolition event in his driveway, and for those of you who can do math, you may be able to guess the precipitating incident to this little ritual) Additionally, I live in Colorado, a state marginally less prone to spontaneous and catastrophic conflagrations than a rotting grain silo, but only marginally. Our recreational explosives laws are written accordingly.

I am in fact calling the Non Emergency line to report Fireworks violations, and reading off the brand labels to someone named Dorothy, who is gleefully totaling up a SPECTACULAR fine for my oblivious neighbor.

However, while I'm on the phone with Dorothy, I notice the wind begin to pick up. and by "Notice" I mean "The Industrial Saran Wrap he left on his Lawn earlier is suddenly swept up about 100 feet into the air by an updraft intense enough to make my ears pop" And by "Pick Up" I mean "I look up to see the sky has turned a fun and exciting shade of glass green, and the bottoms of the clouds are bumpy and rounded, and the overall effect is not unlike looking up through the bottom of the cup at God's Matcha Boba Tea."

For those of you who do not live in places with Inclement Weather, these conditions mean "You have about 30 seconds before a Major Meteorological Event Occurs."

I move under the eaves. "Hang on Dorothy." I say, nose filling with Petrichor. "The show is about to be cancelled." "Oh, that doesn't matter!" Dorothy cheerfully informs me. "It's illegal for him just to possess those, no matter if he actually gets to set them off or not." "Terrific, because he's gotten maybe five boxes out of a hundred inside."

Sometimes, the weather gods are Merciful and give you a verbal warning, typically in the kind of thunderclap that makes your ears ring.

The Gods were not merciful today.

It's not often that I am in the time, place, correct angle or in a properly observational frame of mind to see this, But I got to see it today. Huh. I thought. I've never seen a cloud just DIVE for the ground before. Oh. I realized as it got closer. That's RAIN.

Sometimes, a thunderstorm will form in such a way that the rain that would normally be distributed over an area of say, five to tent square miles, is instead concentrated into an area of say, my neighborhood exactly.

So today, I was granted the rare privilege of being able to actually see the literal wall of water descend from On High and DIRECTLY onto my porch, my street, and my neighbor's truck, and his pile of unwrapped fireworks.

The sheer impact force of the downpour immediately scatters the teetering pile of fireworks boxes in the back of the truck, like the wrath of God striking down the tower of Babel. Boxes tumble, then are washed out of the bed of the truck by the deluge. Smaller Boxes are carried down the road in a little line by the stream forming in the gutter, like little impotent explosive ducklings.

My neighbor was definitely yelling something, but I could not hear what over the DEAFENING noise several million gallons of water makes upon high-speed contact with the earth's surface, but there was a lot of arm-waving and faces turning red as he went looking for the saran wrap that had probably blown to Nebraska by now, while his wife started disassembling the complex three-dimensional puzzle of interlocking material goods in search of a tarp. They do not have a tarp. They have one of those wretched Thin Blue Line flags though, and my neighbor jogs out in a futile effort to cover what's left in the truck.

Which is when the hail begins.

"HELLO?" Yelled Dorothy. "HI!" I shouted. "WE'RE HAVING SOME WEATHER!" "OH GOOD!" she shouts back. "WE NEED THE MOISTURE!"

I watch for a minute longer, but the loss was immediate and catastrophic- the hail is the size of marbles and dense and cares not for your pitiful cardboard and cellophane, ripping the boxes asunder and punching holes in the few things covered in plastic. The colors on the Thin Blue Line Flag are seeping all over the remains of that it was supposed to protect in a particularly apt visual metaphor. Not even the few boxes that made it into the garage are spared, as the German Shepherd escapes from indoors, and in an attempt to assist her humans, jumps directly into the small stack of not-yet-ruined boxes, scattering them into the driveway and deluge. She even picks one up so her humans will chase her around the yard, before dropping it in the gutter to be swept away.

So. I was raised Agnostic -but even I can recognize when God slaps someone upside the head and shouts "NO!" at them.

---

(If you laughed, please consider supporting my Ko-fi or preordering my book of Strange Stories on Patreon)

[draconym]

[draconym]

great work everyone hit the bathhouse

[mudvi]

[justalurkr]

Text of tweet under the cut because it is loooong.

But... Stochastic Parrots.

Timnit Gebru was fired from Google in December 2020 for refusing to retract a research paper, and every single warning that paper made about large language models has now happened at a scale the industry spent 4 years trying to make people forget about.

Her name is Timnit Gebru.

She co-led the Ethical AI team at Google. She co-wrote a paper called "On the Dangers of Stochastic Parrots" with Emily Bender at the University of Washington and two other researchers. The paper was 14 pages long. It was submitted to a top AI ethics conference. And it was the reason Google decided that one of the most senior Black women in AI research could no longer work there.

The story Google told publicly was that she resigned. The story she told, confirmed by 2,695 of her colleagues in an open letter, was that she was fired by email while on vacation because she refused to either retract the paper or remove her name from it.

The paper had not even been published yet.

Here is what she actually wrote, and why every prediction inside it has now come true.

The first warning was about scale itself. Bender and Gebru argued that training ever-larger models on ever-larger scrapes of the internet would produce systems that appeared fluent but had no actual understanding of language. They called these systems stochastic parrots because they would repeat patterns from training data with statistical confidence and zero comprehension. The paper predicted that this apparent intelligence would fool both users and developers into trusting outputs that were structurally incapable of being reliable.

This was 2020. GPT-3 had just come out. The paper predicted the hallucination problem before anyone had a word for it.

The second warning was about bias amplification. The paper documented in detail that internet-scale training data contains systematic overrepresentation of dominant viewpoints and underrepresentation of marginalized ones. The models would not just absorb this bias. They would amplify it, because the optimization process rewards confident outputs, and confidence in language patterns tracks frequency in the training set.

The prediction was that hiring tools built on these models would discriminate against women. That healthcare triage tools would underperform on Black patients. That loan approval systems would entrench inequality while presenting their decisions as neutral algorithmic judgment.

Every one of those things has now been documented in deployment.

Amazon's hiring algorithm penalized resumes that contained the word "women" in any context. Healthcare risk scoring algorithms used by major US hospitals were found to systematically underestimate the medical needs of Black patients. Apple Card's credit algorithm gave wives credit lines 10x lower than their husbands for the same financial profile.

The third warning was about environmental cost. The paper calculated that training a single large language model produced emissions equivalent to the lifetime output of 5 cars. The prediction was that the race to scale would create an environmental footprint that would eventually rival entire industries.

In 2024, Google's emissions were up 48% from 2019, and the company explicitly blamed AI infrastructure. Microsoft's were up 29%, same reason. Both companies have now quietly abandoned the climate commitments they were publicly celebrating the year Gebru was fired.

The fourth warning was about documentation. The paper argued that the training datasets being assembled were too large for anyone to actually audit. Nobody at Google, OpenAI, Meta, or any other lab could tell you with confidence what was in the data their models were trained on. This was not a temporary problem to be solved later. It was a permanent feature of the approach.

In 2023, researchers discovered that the LAION-5B dataset, used to train Stable Diffusion and other major image models, contained thousands of images of child sexual abuse material. The companies that had trained on the dataset had no way of knowing. The paper predicted that category of failure 3 years before it was found.

The fifth warning was the one Google cared about most.

Bender and Gebru argued that the deployment of these systems would centralize linguistic and cultural power in the hands of the small number of companies that could afford to train them. The internet would become a place where the dominant voice was a statistical average of dominant voices, presented as a neutral assistant. Languages underrepresented in the training data would degrade over time as more web content was generated by these systems and fed back into the next training run.

This is now happening in real time. A 2024 study found that 57% of new web content in English is AI-generated or AI-assisted. Researchers studying low-resource languages have documented active degradation in translation quality, because the synthetic content fed back into training is itself worse in those languages.

The paper Google fired her for predicted the model collapse problem before model collapse had a name.

The mechanism behind why this all happened is the part of her work that nobody quotes.

Gebru's argument was not that AI is dangerous in some abstract sci-fi sense. Her argument was that AI is dangerous in a very specific structural sense. The technology was being built by a small group of researchers who shared similar backgrounds, worked at similar companies, and were rewarded for shipping products faster than competitors. The incentive structure made it impossible for safety, ethics, and bias concerns to slow anything down. Anyone inside the system who raised those concerns was either ignored, sidelined, or removed.

She was making that argument from inside Google.

Then Google proved her right by removing her.

The team Google had built to make sure their AI was safe was dismantled in 90 days because they did the job they had been hired to do. Margaret Mitchell, the other co-lead of the Ethical AI team, was fired two months after Gebru for searching through her own emails for evidence of how Gebru had been treated.

Gebru did not stop. She founded DAIR, the Distributed AI Research Institute, in 2021. The mission is to do AI research outside the control of the companies that have a financial interest in not hearing the answers.

Every prediction in the Stochastic Parrots paper has now been validated by deployment. Hallucinations are an industry-wide problem the largest labs cannot solve. Bias amplification has been documented in hiring, healthcare, lending, and criminal justice. Environmental costs are larger than entire small countries. Training data audits remain impossible. Model collapse is an active research crisis at every major lab.

The question worth sitting with is the one almost no one in the industry will say out loud.

Every researcher with the technical credibility to call out these problems watched what happened to her in December 2020 and made a calculation about their own career. The number of people willing to speak publicly about safety and ethics issues inside the major AI labs collapsed after that firing and has not recovered.

The researcher Google fired for warning about exactly what is now happening was right.

The company that fired her is now the second-largest deployer of the technology she warned about.

And the people inside that company who agree with her are not allowed to say so.

[going2hell4everythingbutbeingbi]

getting lost in boston is fun because I turned around on a street corner three times and some guy yelled "hey stupid! the bus is that way!" very helpful interaction and accurate insult, 10/10 no notes

[going2hell4everythingbutbeingbi]

one time I walked around a building a couple times looking for a bathroom and this guy went "this bitch thinks she's on a merrygoround, where the fuck are you tryna go? bathroom? one floor down to the right behind the door that says bathroom."

[mentohol-blog]

My very first time in Boston. I was absolutely miserable, trying to drag my giant suitcase up a lengthy set of stairs in the pouring rain. This guy who had already reached the top looked back at me with the most pure expression of disgust I’ve ever seen in anyone’s eyes, marched back down the stairs, grabbed my suitcase, carried it to the top, left it there for me, and walked away without ever saying a word. I think about him often.

[just7frogsinapeoplesuit]

For the people in the notes going "why is Boston like this": a) the insults are a way to show you have no ulterior motives when helping someone (and don't need to be thanked or repaid), and b) Boston was settled by the Irish

[lighthouseshepard-deactivated20]

fries. envelopes. ive been awake for 18 hours can i go to bed now.

[lighthouseshepard-deactivated20]

you know i think the fact that friends and enemies autocorrected to this and i didn't notice is reason enough i should sleep

[lighthouseshepard-deactivated20]

[allwaswell16]

Hi, there was once a trend of top 15 fics to take to prison. Could you do your top 15 (and not well known, but hidden gems) larry fics to take to 1 monyh vacation in the countryside with nothing to do but relax, rest and read. (I would love if your followers could reblog this post and do their lists as well) as vacation season is nearing. 🥰😍

Hi, anon! Love that you wanted to bring this back! And I especially love that you want hidden gems! If you don't know about this, here is the link from my masterpost as I happen to be the one who gathered up the links lol:

🌸 Prison Binder Fics (Official list)

The official list had 23 fics, so I'm going to go with that number for your challenge, if that's okay. And I'm keeping with a Louis/Harry pairing in the spirit of the original list.

Also, I just want to give the short version of the story of this absolute legend of a person for anyone who wasn't around back then or hasn't heard about this...

iknowplacesmp6 aka Na'ama was a 19 year old (at the time) Israeli woman who ran a humorous Taylor Swift update account on twitter called LegitTayUpdates. She spent time in prison for refusing to enlist in the IDF. She went viral after she was released for her tweets regarding why her update account had been quiet (she was in prison) and her anti-Zionist views. Read articles about her here and here .

While Na'ama was in prison, she saw a binder of contraband fanfics that was passed around, and it turns out they were Larry fanfics that a fellow prisoner's sister had sneaked in for her. Na'ama tweeted about the binder and ended up getting the list of fics for us.

And now for my list in no particular order:

- 23 HIDDEN GEM MUST READ FICS -

Love After the End of the World by @mercurial-madhouse

All I've Ever Known by @haztobegood

don't be afraid to love (and love again) by localopa / @voulezloux

This Multiplicity of Powers by @helloamhere

You Make Lovin’ Fun by @homosociallyyours

Unveiled by @phdmama

Train Tracks and Porcelain by @jaerie

now you're in my life (I can't get you off my mind) by we_are_the_same / @so-why-let-your-voice-be-tamed

fondre ton absence by @scrunchyharry

I Am the Blinking Light by @dearmrsawyer

You Still Like to Wear my Jumper (Five steps of letting go) by FelintoGirl / @felinto-girl

Your Reign is Free (to give along to Santa) by LadyLondonderry / @londonfoginacup

Gemma's Dad (Could Use A Guy Like Me) by @lululawrence

it's time to begin by @disgruntledkittenface

Roll Like Thunder by croisblue / @forwhatiam

another dream but always you by you_explode / @nobodymoves

what's left of my halo's black by LiveLaughLoveLarry / @loveislarryislove

In the Strangest of Ways by SunTomato / @sun-tomato

Don't Delete The Kisses by @louislittletomlintum

De amore ex tempore by @persephoneflouwers

Eyes on the Horizon by yeah_alright / @uhoh-but-yeah-alright

When the Lights Go Out by thelarenttrap / @antidotetogo

The Risen by @creamcoffeelou

To keep this going I invite anyone who sees this to make a list of 23 hidden gem fics (or less if you can't come up with 23)! If we get enough lists, I'd love to make a masterpost of all the rec lists! So please dm it to me or tag me in your list! Going to also tag some fic reccers off the top of my head who might want to join in!

@sunbathingwithyou @berrystainedsue @sunflowervoltwentyeight @hl-obsessed @addie-snowflakelths

[simply-a-dream]

“don’t take it personally” how would you like me to take it then? professionally? romantically? academically?

[creative-anchorage]

[suriandtaal]

[penny-anna]

honestly funny to me that project hail mary stars Ryan Gosling bcos like imagine being an alien and the first human you meet is Ryan Gosling. im imagining Rocky trying to figure out how physical attractiveness works for humans (u know out of scientific curiosity) and while trying to get a fix on it being like 'Grace considered attractive??' and Grace is like nooo not really I'm pretty regular.

& then later in the event of making contact w other humans Rocky being like 'so that was a fucking lie'

[bulkhummus]

based off of this post

[memewhore]

[spleenyz]

[fallout-lou-begas]

[kermittingacrime]

ask and you shall receive.

[gayvampyr]

[bombsights]

and this is why baseball is the best sport (see also: these baseball sidequests)

[wowwforever]

how could you post all this and not include that Matt Hilton (bee guy) got a baseball card out of this event

[nobodyfamousposts]

Not all heroes wear capes.

[whitepeopletwitter]

[brinnanzaart]

Copy of Relax colorwork chart - Brinn's Ko-fi Shop

a fun thing about me is that I believe children are full human people with agency and interiority who deserve autonomy and respect. trans ch

I simply would like there to be fewer dead teenagers.

[smogwife]

“In the early days of the millennium, people would celebrate Beltane by posting pictures of dry ramen, a popular noodle dish at the time. The significance of this, however, has been lost to time. Some anthropologists theorize it was an offering of sustenance to an obscure god named Justin, so that he could complete his mythological world tour and thus keep the natural balance of the cosmos for another year.”

[woodwool]

"we shouldnt be pathologizing human behaviour" i absolutely agree!! but are you going to acknowledge that in order for something to be considered a symptom it has to be intense and frequent enough to a degree that noticably impacts your quality of life or is what you actually wanted to say more along the lines of "everyones a little adhd just get over it 🙄"