is there such a thing as a beta but instead of reading for line edits or plot notes, they just read my work and recommend what tags to put on ao3 outside of like. warnings.
Lulu's Totally Unofficial Guide to the Top 10 Freeform Tags to Add to Your Fanfic
Genre - Fluff, Angst, Hurt/Comfort, Slice of Life, Case Fic, etc.
AU - If it's an AU, what kind? What role do each of the characters play? How is it different to their canon role?
Parts of canon - If it's not an AU, what part of canon is it about? Is it set before, during or after a particular episode?
Themes - Are there any topics or ideas which you are trying to explore, or which come up repeatedly?
Minor Warnings - Is there anything you think you should warn for that isn't included in the archive warnings?
Format & Length - Is your work art, video, podfic, etc? Does it use a particular format like a Drabble or 5+1?
Characters - What is going on with each of your major characters? If you had to describe them with one or two adjectives, what would you pick? (Format as [Adjective] [Character Name].)
Relationships - What is going on with each of your major relationships? Are there any relationship tropes like Slow Burn or Enemies to Lovers in your story?
Tropes - Are there any tropes or common story elements in your story that haven't been tagged yet? If your work was on TV tropes, what are the first things you would add?
Sex - If your work includes sex, what kink(s) and specific act(s) does it involve?
Remember: you can always look at the drop-down menu for suggestions. But! If you want to tag something that doesn't appear on the drop-down menu, you can & should write in a new tag!
This is one of the things r/ao3 is actually pretty helpful for, in fact I think centrumlumina's guide is almost word-for-word match for advice that i see posted regularly on there. Its also great for "here's a thing that happens in my story/i want to warn readers about, is there a tag for that?" (Or even "this tag i already know about doesn't suit my purposes for xyz reasons. What can i do instead?")
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Every time I apply my oestrogen gel because of menopause I think "there is a trans woman somewhere who is also sitting in her underwear post shower waiting for the gel to dry before she finishes getting dressed" and I feel happy and a sense of kinship and camaraderie with her even though I am not a trans woman or even trans femme in anyway
But I know how to apply the gel because I saw posts from trans women how to apply it and I feel that even though are reasons for using it are different that we are not so different
So for any woman or non binary person out there who are sitting post oestrogen gel application and scrolling on their phone as they wait for it to dry...we are doing this together and this genderqueer person lovee you
"Six weeks into the term, I assigned my rhetoric and writing students a 20-page article. It was the same length I had assigned for five years and the same length I had read without complaint as an undergraduate a decade ago. Not one student finished it.
When I asked why, a student answered honestly: It was too long, and she kept losing track of what the paper was about. This was not a remedial class: These were students who had cleared the admissions process and written essays good enough to get them here. Yet a routine academic reading assignment had defeated them.
Every generation of professors has complained that their students cannot read. The lament is usually overblown, but data have caught up to anecdote, and what I am seeing in my classroom is no longer a hunch. There is a measurable, generational collapse in sustained reading and writing, and the academy is responding to it with improvisation and exhaustion rather than the structural overhaul it requires.
In February 2024, Adam Kotsko, who teaches in the Shimer Great Books School at North Central College, wrote in Slate that students who once handled 30 pages of reading per class meeting now seem βintimidated by anything over 10 pages and seem to walk away from readings of as little as 20 pages with no real understanding.β Crucially, he added that this is βnot a matter of laziness on the part of the studentsβ but of underlying skills they were never given a chance to build.
The Chronicle of Higher Educationβs 2024 investigation found the same pattern across institutions as different as the Stevens Institute of Technology and Wellesley College, where the average SAT exceeds 1400. Nicholaus Gutierrez, an assistant professor at Wellesley, told The Chronicle that the baseline for what students consider a reasonable amount of work has dropped so noticeably that he has cut his readings accordingly; a 750-word essay now strikes many students as long. At Stevens, the science and technology studies associate professor Theresa MacPhail described following the mantra of βmeet your students where they areβ for so long that she has begun to feel βlike a cruise director organizing games of shuffleboard.β
Worse, the national data tell the same story in colder language. On the 2011 National Assessment of Educational Progress (NAEP) writing assessment, which is the most recent comprehensive writing benchmark, only 24 percent of 12th graders reached the Proficient level, and just 3 percent reached Advanced; another 21 percent scored below Basic. The reading side of the ledger is worse, and getting worse fast: The 2024 NAEP results released in September 2025 show 12th-grade reading scores at the lowest level recorded since the assessment began in 1992. Thirty-two percent of 12th graders now score below NAEP Basic in reading, meaning that, in the assessmentβs own language, they likely βcannot draw general conclusions based on concepts presented explicitly in a text.β And yet more than half of these same seniors reported being accepted to a four-year college. That last sentence is the whole problem in one line: We are admitting a cohort that cannot read at a college level and are pretending otherwise.
Why is this happening? One reason, of course, is smartphones.
I came into teaching as a skeptic of the anti-smartphone argument: I had a phone in my pocket throughout high school and college in the 2010s, and I read long books anyway. I now think I was wrong, because the neuroscience has caught up. In a 2017 paper, Adrian F. Ward and colleagues at the University of Texas at Austinβs McCombs School of Business showed that the mere presence of a participantβs smartphone β whether that be face down, powered off, untouched, or across the desk out of vision β measurably reduces available working memory and fluid intelligence on cognitive tests, with the largest effects on the most phone-dependent users. A 2022 study by Motoyasu Honma and colleagues at Japanβs Showa University used near-infrared spectroscopy to compare reading on a smartphone with reading the same passage on paper, and found that smartphone reading produced overactivity in the prefrontal cortex, suppressed sigh generation, and led to general lower comprehension scores; the authors argued that the sigh inhibition and prefrontal overload were causally linked to the comprehension decline.
So when a student tells me they βkept losing trackβ of a 20-page article, I have to acknowledge that they may be describing a measurable neurological condition. The neural pathways that support sustained attention are built by use, and they atrophy without it. Your body is a use-it-or-lose-it system, and the brain is no exception.
Another reason for the decline in student reading capability is increasing reliance on generative AI. In June 2025, Nataliya Kosmyna and colleagues at the MIT Media Lab released a preprint titled βYour Brain on ChatGPT.β They divided 54 participants into three groups writing SAT-style essays β one using ChatGPT, the second group using a search engine, the last group using nothing β and monitored brain activity with a 32-channel EEG. The ChatGPT group showed the lowest neural connectivity of the three, with up to 55 percent reduced connectivity compared with the brain-only group, and βconsistently underperformed at neural, linguistic, and behavioral levels.β Eighty-three percent of LLM users could not quote a single line from essays they had written minutes earlier. When the LLM group was forced to write without AI in a follow-up session, their brain activity did not bounce back to baseline; the researchers coined the term βcognitive debtβ for the lingering deficit.
This is the first neurophysiological evidence that early reliance on LLMs measurably alters the brainβs engagement with writing tasks, and it is consistent with what those of us in front of classrooms are watching happen in real time. When I assign analysis, I am not trying to extract a polished product; I am trying to put the studentβs mind through resistance in order to make it stronger. Offloading the struggle to a chatbot does not βfree students up for higher-order work.β It deprives them of building the strength to do any substantial cognitive work at all.
There is a final factor that is contributing to this decline in reading skills, and that is that the students arriving in my classroom today are the first cohort to have experienced Common Core-influenced reading instruction across the entirety of their Kβ12 schooling. Whatever the standardsβ original intent, the on-the-ground implementation in many districts replaced sustained reading with the practice of pulling βevidenceβ from disconnected short passages, the same format used on the standardized tests that increasingly determine school funding. The education scholar Natalie Wexler, among others, has documented this pivot in detail: Students drilled on βfinding the main ideaβ in two-paragraph excerpts never build the stamina or background knowledge that longform reading requires. The pandemic then added fuel to a fire that was already burning. NAEP scores for 13-year-olds dropped sharply in 2022 and have not recovered. A 2023 EdWeek survey found that 24 percent of secondary-school administrators described pandemic learning loss in English and language arts as βsevere or very severe.β
In July 2025, the journalist Mary Harrington argued in The New York Times that βthinking is becoming a luxury good.β The ability to read deeply and reason at length is fragmenting along class lines as ultra-processed digital media replaces text in everyday life, much as ultra-processed food has replaced cooking. Her longer treatment of the subject in First Things makes the more provocative case that we are witnessing the end of print culture itself, and with it the end of the cognitive substrate on which modern liberal democracy was built.
I see this stratification in the classroom and on the page every week. My students from districts that protected sustained reading through small class sizes, strict phone policies, and faculty who refused to teach to the test all arrive with their attention relatively intact. My students from districts that surrendered to devices and standardized testing arrive cognitively winded. A democracy that requires a literate electorate is now training one fraction of that electorate out of literacy while marketing to the other a βdeep workβ lifestyle as a luxury good. The students who cannot read a 20-page article today are the voters who will not be able to read a bill, or the jurors who cannot follow a closing argument, tomorrow.
I do what I can in my own classroom to address the problems. I break 20-page articles into two halves and assign the first half with explicit analytical tasks. I require exploratory writing before formal drafts. I model (visibly, on the board) how to track an argument across pages or distinguish a sourceβs claim from my own analysis. I make structured peer review explicit, because the workshop format I used to take for granted now collapses into βthis is goodβ and βmaybe add more detailsβ the moment I step back.
But I want to be plain about the limits of what an individual instructor can do, and all of these solutions have costs. Scaffolding a 20-page article into halves compromises the integrity of the argument I am asking students to engage, just as modeling note-taking in a credit-bearing rhetoric course is using a college slot to teach a middle-school skill. None of the syllabi I teach are designed to deliver this type of cognitive rehabilitation, and pretending otherwise has produced credential inflation. We cannot keep conferring degrees on students who cannot do what the degree is supposed to certify.
Iβm afraid I donβt have answers. I do, however, have some questions that may point us in the right direction. If higher education is going to respond to the reading crisis as a structural problem rather than a private burden carried by composition instructors and adjuncts, it has to stop avoiding the following questions: If a majority of incoming students cannot read at a level the curriculum requires, are we admitting students we cannot serve, or offering a curriculum we cannot provide?
Why are first-year writing and reading-intensive general-education courses still the most adjunctified, lowest-paid, highest-load corner of the university, at the precise moment when their work has become the most important work the institution does? What is the responsible institutional response for AI usage: Is it a syllabus statement, or a sequencing principle that requires students to demonstrate the cognitive work themselves before AI assistance is permitted?
Why are most college classrooms still phone-permissive by default? Kβ12 districts from Florida to California are now banning phones bell to bell; higher education has somehow lagged behind the public schools. Universities benefit from a pipeline they did not build and refuse to repair. What would it mean for a university system to invest seriously in the reading instruction happening in the high schools that feed it, rather than treating remediation as something to be quietly outsourced to first-year composition instructors?
The thing I am no longer willing to do is pretend this is a temporary adjustment period, or that βstudents will adapt.β They will not adapt on their own. The conditions that produced this collapse are still in place: the phones, the algorithmic feeds, the test-prep excerpts, staffing models that load the reading-intensive work onto the most precarious faculty, and now the chatbots that finish studentsβ sentences before theyβve even begun to think of them. If we want literate citizens, we will have to rebuild the conditions for literacy deliberately, against the grain of every incentive currently pointed the other way. I know the academy has the will to do that. It also has the obligation."
β Tyler Jagt, 1 June 2026, "My Students Canβt Read"
The generational collapse in literacy is measurable, persistent, and likely to get worse.
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in elementary school i figured out how to customize the classroom desktop's autocorrect to make Word change whole sentences. this made it appear almost like the computer was responding to you. you could, for example, type in "where did i put my keys", hit enter, and watch it switch to "you put them under the couch". this was before chatbots, and we were all 9 so i considered it closer to a magic trick than a tech one.
i immediately scripted out a dialogue exchange between me and a girl who had died by the swings (classic). i invited another student over and told them i had found a ghost, then proceeded to type out the pre-scripted exchange. i was immediately pulled into the counselors office. the kicker was that none of the adults could figure out how i did it. i had to show them the menu and everything.
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The worst-sounding piece of advice I've ever been given that does actually work is to frame your health concerns as coming from someone close to you, whom you do not believe. Tell your doctor that you've been having pain and your mom/friend/partner thinks it might be an ovarian cyst, but you don't think so because the pain is much more intense and it has to be something else. This gives your doctor an unseen third party to fight instead of you. They can't just tell this third party, who isn't present, that you pulled a muscle, they now need to prove to this third party that it is not an ovarian cyst.
At which point they will find an ovarian cyst, but they now get whatever fucked up satisfaction they derive out of proving you wrong, because you didn't believe it could a cyst at all, but guess what? They did find a cyst! It's such a good thing you didn't listen to your intuition and came to them to verify your lay diagnosis from that third party! Bonus? Doctor doesn't have to feel like they look stupid in front of a patient, which is really what all this is about. Not your health, why would you think your medical diagnosis is about your health? It's obviously about a doctor's potential ego.
And apparently this works. Apparently you just need to be able to always play 4D chess with your medical professionals in order to find an avenue of advocating for yourself and getting you medical needs met. Isn't that great?
I hate it here, actually.
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