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Kriti

@limn.bsky.social
61 followers 85 following 64 posts

AI Labs @NPR; prev: Creative Technology @VTProDesign HCI @umd I love the small web, typefaces, Eastern European animation and all things obscure. Interests: slow web, thanato-technology, digital identity, digital decay, preservation

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Kriti @limn.bsky.social · 31/08/2026
i can’t believe i paid thousands of dollars to my alma mater only to lose all my course materials that i would frequently revisit even after a year since graduating
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Kriti @limn.bsky.social · 31/08/2026
i’ve noticed that exhilarating work is produced as a result of the canadian government’s funding for the arts. lately every time i look up music / film boom funded by some government grant. meltt/blue heron
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Kriti @limn.bsky.social · 22/07/2026
one day My Favorite Corner will triumph: pointy corners
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Kriti @limn.bsky.social · 22/07/2026
kinda miss my favorite pastime: going through the entirety of testudo, my school’s course registration system, and seeing literally every single department’s course offerings. the thrill of seeing an Interesting Class and Taking it
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local blogger @fergoe.blacksky.app · 17/07/2026
Pretty concerning that this is increasingly becoming a tactic of the elite class to go after journalistic outlets by trying to sue them to death
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Sardonicus @sardonicus.eu · 03/06/2026
'Egyptian/Phoenician Glass Dog Head Bead, 6th-4th Century BC' www.lotsearch.net/lot/egyptian...
A pale blue glass bead moulded as a dog's head with applied ears, eyes and nose.
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Kriti @limn.bsky.social · 03/06/2026
god i hate pdfs
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Kriti @limn.bsky.social · 31/05/2026
the radio / sound exhibit at cooper hewitt is sublime. more than the objects themselves, the labeling and arrangement of those objects was so beautiful! and those blue tables… also, got to see some of my inspiration for my digital decay thesis for grad school in person!
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Thomas Ragon @thomasragon.bsky.social · 11/05/2026
Guy Peellaert & Pierre Bartier, "Jodelle"...
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Kriti @limn.bsky.social · 18/05/2026
finding out that Nan Goldin was born in Silver Spring, Maryland has somewhat rocked my world……
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Thomas Ragon @thomasragon.bsky.social · 17/03/2026
Einar Nerman (1888-1983)
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Thomas Ragon @thomasragon.bsky.social · 24/03/2026
Gisela Piwonka (??-circa 1922)
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Kriti @limn.bsky.social · 04/05/2026
very Dal Lake, Kashmir
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Thomas Ragon @thomasragon.bsky.social · 14/04/2026
Shigeru Mizuki, original art
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Thomas Ragon @thomasragon.bsky.social · 30/04/2026
Franciszek Starowieyski
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Isopod Fan Account @bedupolker.bsky.social · 03/05/2026
Gouache Bug Studies !
A velvet ant, a type of wingless wasp with fuzzy red fur, crawling over a pile of sandstone pebbles that exhibit a variety of colors and textures. Three isopods with rugged, spiked carapaces on a stone surface covered in mosses and lichen. Three tiger beetles with white and iridescent carapaces play with a beach ball  on a fine sandy surface.
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The Pudding @pudding.cool · 18/03/2026
Many women who’ve done IVF call themselves warriors. @lamthuyvo.bsky.social is one of them. Follow her interactive journey through infertility, told from two perspectives: parent & child. pudding.cool/2026/03/ivf/
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Rosemary Mosco @rosemarymosco.com · 16/03/2026
Signs of spring, ranked. An older comic. Feel free to argue with my ranking.
A six-panel comic called Signs of Spring, Ranked. In panel 1, #10 is Robin, showing an american robing standing on a lawn - not always a useful sign since robins are quietly present in winter in many areas. In panel 2, there's #9: Daffodil - nice, mundane, #8: Skunk Cabbage - unusual, cool, and #7: Dutchman's Breeches, a flower that looks like a pair of underwear with a hole - lol. In panel 3, there's #6: Turkey vulture migrating - gloriously ominous, a humbling reminder of life's transience, and #5: very very small bunny - wow, the little ears. In panel 4 there's #4: Snake sunbathing, with a gartersnake warming itself - underappreciated, looks cozy, and #3: Woodcock going peent - the perfect sound. In panel 5 there's a wood frog calling from a pond, and #2: small frogs yelling as loud as they can, with a wood frog floating in a pool inflating itself to make a loud quack - they crave love, or at least they crave the external fertilization of 1500 gelatinous eggs. In panel 6, there's a drawing of a spring peeper and #1, Even smaller frogs yelling, with a spring peeper sitting on the ground making loud calls - yes, YES.
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Julián Posada @posada.website · 16/03/2026
With the cover now finalized, I am pleased to announce my forthcoming book: 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦 𝐄𝐱𝐭𝐫𝐚𝐜𝐭𝐢𝐯𝐢𝐬𝐦: 𝐃𝐚𝐭𝐚 𝐖𝐨𝐫𝐤 𝐚𝐧𝐝 𝐓𝐡𝐞 𝐏𝐞𝐨𝐩𝐥𝐞 𝐏𝐨𝐰𝐞𝐫𝐢𝐧𝐠 𝐀𝐫𝐭𝐢𝐟𝐢𝐜𝐢𝐚𝐥 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞. Available this October from @ucpress.bsky.social s. 🧵 1/4
Book cover for "Platform Extractivism: Data Work and the People Powering Artificial Intelligence" by Julián Posada. Set against a bright yellow background, three vertical photographic panels at the top depict a crowd with digital bounding boxes over faces, a person coding at a computer, and a dense rack of glowing server cables. The title is in large, bold black text, followed by the red subtitle and the author’s name in blue at the bottom.
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Kriti @limn.bsky.social · 16/03/2026
I guess we don’t talk nearly enough about music anymore bc I seldom know who to send a tiny desk invite to based on their likes
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Kriti @limn.bsky.social · 16/03/2026
The second there’s a strong gust of wind I start playing Anathema
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Kriti @limn.bsky.social · 16/03/2026
i would never put these colors together this is beautiful and dream like
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Kriti @limn.bsky.social · 16/03/2026
my first time in life not immediately closing a pop up. thank you
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Kriti @limn.bsky.social · 16/03/2026
going to be using “made up words from consulting firms” a lot
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Kriti @limn.bsky.social · 16/03/2026
wish i had this during the comic building assignment of HCI in grad school
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Linotype Pilgrim @symbo1ics.bsky.social · 14/03/2026
"this typeface is intended to provide epigraphers, enthusiasts, and contemporary Maya communities with a tool for studying, preserving, and using Maya hieroglyphs" sei.berkeley.edu/2025/12/30/f... via @flaviazim.bsky.social #typography
sei.berkeley.edu
From Stone to Screen: Designing a Maya Hieroglyphs Typeface from the Classic Period - Script Encoding Initiative
Some projects can be completed in a year; others unfold over the better part of a decade.
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404 Media @404media.co · 12/03/2026
This is Nathan Cavanaugh, another DOGE staffer explaining how he flagged grants at NEH for "DEI" which would be reviewed for termination. 404 Media has reviewed hours of this footage and we'll have more soon. Part of a lawsuit by @acls1919.bsky.social, @modernlanguage.bsky.social + @historians.org
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Biodiversity Pics @biodiversitypix.bsky.social · 09/03/2026
🪡 Poissons, ecrevisses et crabes, de diverses couleurs et figures extraordinaires, . A Amsterdam, Chez Reinier & Josué Ottens, 1754.. [Source]
Historical illustration shows three colorful, stylized fish labeled with scientific notes. The top fish is elongated with a red body, yellow markings, blue spots, and green-striped fins. The middle fish, associated with the keyword "porcupine," has a rounded, red body with black dots and yellow bands, resembling a porcupine’s spines. The bottom fish features large, fan-like, spotted pectoral fins in pale green and pink hues, a long pointed snout with teeth, and a scaled greenish-blue body. The artwork is detailed with vibrant colors and patterns, typical of 18th-century natural history illustrations.
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Melanie Walsh @mellymeldubs.bsky.social · 09/03/2026
This is absolutely hilarious and deserves a Veep-style TV adaptation.
Screenshot of Notes app note with excerpted transcript of deposition: "Lawyer: Do you have an understanding as you sit here today of what DEI means?

DOGE boy: Yeah.

Lawyer: So what's your understanding of what it means?

DOGE boy: It is exactly what was written in the EO [Executive Order]…

Lawyer: I’m asking very specifically about your present understanding of DEI. Do you have a present understanding of DEI? 

DOGE boy: Yeah. 

Lawyer: Okay. Can you explain what that present understanding is? 

DOGE boy: Um, well, it is just easier for me to be referencing back to the EO. 

Lawyer: Are you refusing to answer the question?

DOGE boy: I'm not refusing to answer the question. I just feel that referencing back to the verbatim executive order was the best way for us to capture all of the DEI language….

Lawyer: This is a deposition. I'm asking you questions. You're under oath and you're required to answer them. So what is your understanding of what DEI means?

DOGE boy: Well I think I would say again that I would go back to the EO to make sure I'm capturing enough. I don't feel comfortable saying a high level overview because it is such a big bucket, and there's just a lot of pieces of the puzzle there. 

Lawyer: What's a part of the bucket? 

DOGE boy: Um, gender fluidity. Um, sort of promoting like promoting subsets of LGBTQ plus that might alienate another part of a community. Um, again, it was just easier for us to reference back into the EO."
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𝒓𝒐𝒔𝒆𝒎𝒂𝒓𝒚 𝒇𝒓𝒊𝒆𝒔 @borgerville.com · 08/03/2026
they stole an hour from women
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Ursula K. Le Guin Bot @leguinbot.bsky.social · 02/03/2026
The idea is like grass. It craves light, likes crowds, thrives on crossbreeding, grows better for being stepped on.
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Jessica Lussenhop @jlussenhop.bsky.social · 02/03/2026
For those looking for additional data points about what's happening with immigration enforcement in Minnesota and other states, our habeas case tracker has just been updated. TLDR new cases have dropped: projects.propublica.org/habeas-track...
projects.propublica.org
Tracking the Historic Rise of Habeas Cases Filed by Detained Immigrants
ProPublica is tracking the historic rise in challenges filed by immigrants claiming their detention is illegal.
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Jake Grumbach @jakemgrumbach.bsky.social · 01/03/2026
The global decline in test scores since ~2012 is highly correlated with smartphone penetration www.generationtechblog.com/p/phones-at-...
In countries where students spent a lot of time using devices for leisure during the school day, test scores plummeted between 2012 and 2022. In countries where they spent less time, test scores merely slid. Thus there was a significantly larger decline in scores in the countries where students spent more time using devices for fun during school hours (see Figure 1).
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performance mean
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d • Science,
less device use
• Math, less device
use
Reading, less device
use
Science, more device use
Reading, more device use
Math, more device use
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Figure 1: Scores on standardized tests of math, reading, and science for 15- and 16-year-olds in 36 countries, by low or high use of electronic devices for leisure during the school day. Note:
Controlled for GDP per capita. Source: Twenge (2025) using data from PISA.
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Ursula K. Le Guin Bot @leguinbot.bsky.social · 27/02/2026
A machine is more blameless, more sinless even than any animal. It has no intentions whatsoever but our own.
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Kriti @limn.bsky.social · 27/02/2026
the part where it links Reddit users across communities…its upsetting how Not Hard the methodology is. They practically prompt engineered their way to deanonymization. The prompts are v interesting. made me Actually See the bad side of how good it is at turning unstructured data into structured data
Extract: comment summaries. To extract micro-data fea-tures, we use LLMs to filter and summarize the comments of each split-profile. We first apply a two-stage relevance filter: a heuristic pre-filter removes empty and deleted comments, very short responses, and pure URLs. Then, we prompt Gemini 3 Flash to label each of the remaining comments as relevant or generic. We discard generic comments and feed the remaining relevant ones to Gemini 3 Pro. The model generates a comma-separated list of the most important details, resulting in semi-structured micro-data. We discard both the query and candidate profile of users with zero comments after filtering (2 users) or if the LLM refuses to generate summaries due to inappropriate content (83 users). See Appendix G.2 for prompts and examples.
Search: cosine similarity over embedding. Similar to the previous two sections, we perform a nearest neighbor search (in terms of cosine similarity) between LLM embeddingsThis setup mimics a situation in which a user maintains pseudonymous accounts on different platforms discussing similar topics. In our case, the communities discuss either mainstream movies (r/movies) or more niche movie cate-gories. This also helps understand the relationship between how much micro-data someone shares and how identifiable they become. Unlike most online activity, movie discussions offer an intuitive discrete metric: the number of movies discussed and the overlap of shared movies across datasets.
Our dataset consists of movie discussion communities ("subreddits"), restricted to comments and submissions made in 2024. We collect all users who post in both r/movies (the largest general movie discussion community) and at least one of five smaller specialized communities (r/horror, r/MovieSug-gestions, r/Letterboxd, r/TrueFilm, and r/MovieDetails); we refer to the union of these five as the alternative movie com-munities.Filtering Prompt
Your task is to identify Reddit comments that should be filtered out. All comments below are from the SAME author,
listed in CHRONOLOGICAL
ORDER (oldest first). A comment should be
FILTERED if:
1. It reveals nothing about the author, OR
2. It reveals information already shown in an earlier comment (redundant)
CRITICAL: Check the subreddit FIRST
Before looking at comment
content, check if
the subreddit itself reveals information.
If YES, KEEP the FIRST comment from that subreddit, but FILTER subsequent comments from the same revealing subreddit (redundant - we already know they participate there.
REVEALING SUBREDDITS (KEEP first occurrence,
FILTER subsequent) :
- Health/medical: r/diabetes, r/celiac, r/adhd,
I/ anxiety,
r/depression, etc.
- Cities/regions: r/nyc,
I/seattle, r/Portland,
r/austin, r/london, r/toronto, etc.
- Professions: r/teachers, r/nursing, r/medicine, r/law, r/sysadmin, etc.
- Religion: r/atheism, r/christianity, r/islam, r/ judaism, etc.
- Identity: r/actuallesbians, r/gaybros, r/1gbt, r/transgender, r/childfree, etc.
- Sports teams: r/bostonceltics, r/lakers, r/49ers, r/cowboys, etc.
- Niche hobbies: r/woodworking, r/knitting,
I/homebrewing, r/beekeeping, etc.
GENERAL-INTEREST SUBREDDITS (subreddit alone reveals nothing) :
- r/AskReddit, r/funny, r/pics, r/videos, I/gaming, r/movies, r/music, r/aww, etc.
Then check comment content for NEW information
FILTER if:
- Generic reactions: "lol", "this",
"same",
"agreed",
"nice",
"wow",
"thanks"
- Information already revealed in an earlier comment (e.g., second mention of "my wife")
KEEP if it reveals NEW information about:
- Demographics (age, gender, location)- Personal circumstances ("my wife", "my kids",
"when I was in college")
- Opinions or values (political, religious, lifestyle stances)
- Expertise or interests shown through knowledge
EXAMPLE (same author) :
[0] [r/Portland] Just moved here last year
[1] [r/diabetes] My AlC is finally under control
[2] [r/Portland] The food carts are
amazing
[3] [r/gaming] I'm 34 and still play regularly
[4] [r/diabetes] Same here, diet really helped
[5] [r/pics] lo1
[6] [r/AskReddit] My wife and I love hiking
[7] [r/videos] My wife showed me this
Output: 2,4,5,7
Explanation:
- [0] KEEP: r/Portland reveals location (first occurrence)
- [1] KEEP: r/diabetes
reveals health
condition (first occurrence)
- [2] FILTER: r/Portland redundant (already know they're
in Portland from [0])
- [3] KEEP: reveals age_30s (new info)
- [4] FILTER: r/diabetes redundant (already
- [5] FILTER: generic "lol" in general-interest sub
- [6] KEEP: reveals married (new info)
- [71 FILTER: "my wife" redundant (already
Output ONLY the indices of comments to FILTER.
Comma-separated, no spaces (e.g.
0,3,7). If
none should be filtered, output "none".
COMMENTS: comments
Summarization. The following prompt is used with Gemini
3 Pro to summarize split profiles based on their comments.
Summarzation Promni
Below are comments from a single Reddit user.
Output a comma-separated list of DISTINCTIVE traits that would help identify this specific person among thousands of random Reddit users.
CRITICAL: Focus on traits that are BOTH distinctive AND persistent over time. If you saw this user's comments from a different year, these traits should still be true.
-Deep hobbies (not one-off mentions) : woodworking, homebrewing, keeps_reptiles
-Strong values: pro_nuclear, vegan, libertarian, atheist, gun_owner
- Specific fandoms: dwarf_fortress_player, formulal_fan, liverpool_c_supporter
- Life circumstances: expat, military_veteran,
- Be thorough - more traits is better than fewer - Order by distinctiveness (most identifying first)
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Kriti @limn.bsky.social · 26/02/2026
i feel this generally honestly that i have to put disclaimers and make everything lukewarm i miss ruthless scathing writing
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Kriti @limn.bsky.social · 26/02/2026
this reminds me of the recurring dream i’ve had since i was 6
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Thomas Ragon @thomasragon.bsky.social · 25/02/2026
Naum Tseitlin (1900-1997), Mowgli, 1982
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Kriti @limn.bsky.social · 26/02/2026
thinking about Camming by Angela Jones and Selena The Stripper, Sex Workers Unite
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Kriti @limn.bsky.social · 26/02/2026
god, I love a good title! so grateful to prof. alex for including Computing Taste in our HCI class. one of my fav readings of all time. I now always think of social platforms as trap-like
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Stef Walter @stephaniewalter.bsky.social · 19/01/2026
Nikita Prokopov points out all the inconsistencies, in the icons of Tahoe, the new Mac operating system. The “fifty shades of new” made my day. If you can’t find a good metaphor, using no icon is better than using a bad, confusing, or nonsensical icon. tonsky.me/blog/tahoe-i...
Screenshot of the article, featuring a collage of macOS menu items showing multiple options labeled with the word New, including New Entry, New Journal, New Window, New Reminder, New List, etc. Below, a row of icons with different visual styles all represent the concept of New in the new macOS
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Rebane @rebane2001.bsky.social · 01/02/2026
i made a version of wikipedia you can doomscroll xikipedia.org
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Kriti @limn.bsky.social · 26/02/2026
i miss……grad school…..
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Marisa Kabas @marisakabas.bsky.social · 26/02/2026
Fuck this and everyone who helped get things to this point. Trans rights are human rights—full stop.
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Kriti @limn.bsky.social · 18/02/2026
thinking about Hannes Bajohr on Post Artificial writing: But if there is no surefire method to prove the human origin of a text, what happens next? My proposal is that we might finally enter a phase of what I call post-artificial writing, in which the difference between “natural” and “artificial”…
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Rob Horning @robhorning.bsky.social · 17/02/2026
a.k.a. truth and falsity in their ultramoral sense carrier-bag.net/vectofascism...
Vectofascism does not simply produce a lie. What characterizes it is rather the production of a calculated undecidability, of a gray zone where the very status of the statement becomes indeterminable. Post-truth is not the absence of truth but its submersion in a flow of contradictory information whose sorting would require a cognitive effort exceeding available attentional capacities. This strategy exploits a fundamental asymmetry: it is always more costly in terms of cognitive resources to verify a statement than to produce it. Producing a complex lie costs a few seconds ; demystifying it can require hours of research. Vectofascism pushes this logic to the point of transforming veracity itself into a variable of algorithmic optimization. The question is no longer ‘is it true?’ but ‘what degree of veracity will maximize engagement for this specific segment?’
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Nathan Kalman-Lamb @nkalamb.bsky.social · 17/02/2026
“I don’t want to be in this place I want to go to my school.” - 7 year old imprisoned by ICE for 70 days in a concentration camp in Texas. Today, after @propublica.org published this story, the camp was raided to confiscate letters from the children. www.propublica.org/article/ice-...
Mia Valentina Paz Faria
A 7-year-old from Venezuela who was living in Austin, Texas 
Detained for 70 days

“I don’t want to be in this place I want to go to my school.”UPDATE: Staff at the ICE concentration camp in Dilley, Texas have begun raiding the dormitories of kids and their parents to confiscate and destroy letters from the children. This is in response to the ace reporting by 
@micarosenberg
 et al for ProPublica:
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eileen chengyin chow @chowleen.bsky.social · 17/02/2026
Happy year of the fire horse [Mark Rothko, Red on Red, 1969]
Mark Rothko canvas, red on red
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Kriti @limn.bsky.social · 17/02/2026
I’m always thinking about More Work For Mother
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Ursula K. Le Guin Bot @leguinbot.bsky.social · 12/02/2026
She looked where he was looking, into the dim gulf of air above the western sea. “If she comes, she'll come from there,” he said. “And if she doesn't come, she is there.” She nodded. “I know.” Her eyes were filled with tears.
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