642 episodes
- I had to make this one a video: Substack’s detector repeatedly called my recursive gestalt writing—and even a transcript of my own speech—100% AI. The absurdity became the experiment, and the experiment became the story.
After completing the series, Why GLP Writers Write So Differently, I thought I had finished examining the recursive architecture of gestalt writing—the way meaning begins as a whole and language arrives later, gradually finding forms capable of carrying it. Then Substack introduced an AI detector, and the series unexpectedly became an experiment. When I submitted an entirely human-written autobiographical essay about my own experience as an autistic gestalt language processor, the detector classified it as one hundred percent AI.
Drawing on more than two decades in digital and multimedia forensics, I began testing the result rather than merely objecting to it. I changed punctuation, sentence structure, spelling, tone, formatting, subject matter, and method of entry. I compared the essay with older forensic articles of mine and with literary writing by Virginia Woolf, all of which the detector readily recognised as human. Yet every version retaining my contemporary recursive, autotheoretical register continued to be classified as entirely artificial.
The clearest contrast appeared when the detector accepted a contemporary statement in which I wrote directly to Notes that argued about disability, assistive technology, and authorship. It recognised me when I established a position, explained the stakes, anticipated objections, and defended a conclusion. What it repeatedly rejected was the register that returns rather than advances—the writing that develops through recursion, relation, reclassification, metaphor, and the quarter turn by which an earlier truth remains true but becomes insufficient.
The finding became more significant when I tested an unedited transcript of myself speaking. The transcript contained repetitions, false starts, transcription errors, self-corrections, and visible human disfluency, yet it too was classified as one hundred percent AI. The detector was therefore not simply responding to polished prose or literary smoothness. Across both written and spoken language, it appeared to be responding to a particular organisation of meaning—a reproducible, cross-modal false positive supported by a within-author contrast.
This does not prove that AI detectors are useless, that their published benchmarks are false, or that all autistic or gestalt writers will be misclassified. It does show that validation claims have boundaries, and that rare forms of human discourse may fall outside the populations and registers represented in benchmark data. When a statistical classifier is presented as an instrument of authentication, probability becomes an identity judgement: the machine produces a score, and the disabled writer must defend her tools, her authorship, and eventually the reality of her own mind. The central question is therefore not whether technology touched the writing process, but whether our systems recognise the full range of ways human beings organise meaning.
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This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit autside.substack.com/subscribe - Hyperlexia can reveal gestalt processing—and conceal it. Jaime and Cathy trace the distance between reading, meaning, and writing, asking what each stage must uphold before original academic language can emerge on the page.
This week’s conversation centred on the relationship among hyperlexia, gestalt language processing, autism, literacy, and writing across the lifespan. Cathy described hyperlexia as the early or apparently untaught recognition of written symbols, words, numbers, and sometimes whole texts, whilst we also emphasised that hyperlexia is neither universal among gestalt processors nor synonymous with gestalt language processing. Some gestalt processors read before they can remember learning; others, including me, encounter profound and prolonged difficulty with literacy. The important question is therefore not whether a child’s development resembles another child’s, but what kind of processing is occurring beneath the visible performance.
We discussed how hyperlexia can simultaneously reveal and conceal autistic processing. A child may recognise patterns, recite books, read signs or subtitles, or produce highly polished oral reading long before conventional comprehension measures catch up. These capacities are genuine strengths, but they can also mislead adults into assuming that fluent access to words means equally fluent access to meaning, social interpretation, or spontaneous language. In adults, especially those diagnosed late, extensive reading and a large internal library of language may produce conversational fluency, apparent social reciprocity, and highly developed scripts—all of which can be used to rule out autism rather than understood as part of its presentation.
The conversation then moved from reading into writing. I described academic writing as especially late and difficult for many gestalt processors because it requires more than vocabulary, comprehension, or the completion of graphic organisers. The writer must begin with a meaning that is already held as a whole, separate it into acceptable parts, create novel sentences, organise relations among those sentences, and then sequence them into a form recognised by the school. For a gestalt processor, an original academic sentence is not simply retrieved—it must be constructed in a form that has never previously existed in the script garden. This places sustained academic writing near the later stages of language development, rather than making it a basic skill that can always be produced through additional prompting or scaffolding.
We also discussed how educational systems often mistake one developmental route for literacy itself. Cathy connected this to young children who are required to proceed through phonics even when they appear to be acquiring written language through wholes, repetition, pattern, and recognition. I connected it to an older student whose literacy, language, and cognition had been misunderstood because professional knowledge remained divided into separate silos—speech, special education, literacy, mathematics—whilst the student herself remained whole. Once her learning was approached through her actual processing rather than through a programme designed to normalise it, she completed high school and moved toward college.
The final part of the conversation introduced The Dharma of Gestalt Processing, the forthcoming series examining what each stage of gestalt development upholds and makes possible. Rather than treating the stages as externally administered steps, the series asks what becomes sufficiently established within one stage for the next to emerge. This led into a broader discussion of older autism research, particularly studies of intonation and multilingual autistic children, in which behaviours consistent with gestalt processing were carefully observed but interpreted through other theoretical categories. The purpose of returning to that literature is not simply to prove critics wrong, but to recover a substantial body of evidence whose observations travelled farther than the theories originally used to explain them.
The AutSide is a reader-supported publication. To support my work, consider becoming a paid subscriber.
This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit autside.substack.com/subscribe - A tiny Substack exchange became the doorway to ten essays on adult GLP writing, translation, masking, genre, and process. Sometimes the smallest corrections open the largest research questions.
This series began with one of those tiny moments that most people would probably forget within the hour. I restacked another writer’s thoughtful essay, made what I thought was a light-hearted observation, and was gently corrected. My immediate reaction was simple enough: “Jaime, you gobshite.” But for a gestalt processor, small moments rarely remain small. They become weather.
What followed surprised me. That single exchange unfolded into ten essays exploring a question I had never consciously asked before: why do adult gestalt language processors write so differently from one another? Not simply what we write, but how our writing comes to carry the marks of hyperlexia or its absence, genre, schooling, publishers, professional life, masking, translation, market forces, and the long histories that shape every finished page. By the end, I realised I had been asking the wrong question all along. The page is not the mind. The finished essay is not the process that produced it.
This prologue introduces that journey. It also explains why these essays exist at all. I often describe them as my digital delayed echolalia. They are not written because I believe I have reached the final answer. They are places where I leave gestalts for my future self, knowing that recursion will come and another quarter turn will eventually illuminate something I cannot yet see. The fact that others choose to walk alongside me, finding their own recognitions within these pieces, remains one of the great unexpected gifts of my life.
The AutSide is a reader-supported publication. To support my work, consider becoming a paid subscriber.
This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit autside.substack.com/subscribe - Today’s episode explores the profound connection between sensory overload and the distortion of time within the autistic experience. Rather than viewing overload as a mere physical reaction to external stimuli, the author of the source article, Dr. Jaime Hoerricks, describes it as a temporal collapse where the ability to sequence events, plan for the future, or recall past coping strategies vanishes. This perspective shifts the focus from spatial discomfort to a trapped present, where the overwhelming “now” erases the continuity needed for desire and self-advocacy. Recovery is presented as a non-linear process, an uneven waiting period for one’s personal rhythm to return after the body has been displaced by an inaccessible environment. Ultimately, Dr. Hoerricks argues that diagnostic language fails to account for how sensory distress steals an individual’s timeline and future. Through this lens, true accessibility requires more than just quiet spaces; it demands a society that respects the varied speeds at which different bodies process and inhabit time.
Here’s the link to the source article: https://open.substack.com/pub/autside/p/the-first-autistic-person-epilogue
Let me know what you think.
The AutSide is a reader-supported publication. To support my work, consider becoming a paid subscriber.
This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit autside.substack.com/subscribe - Today’s episode challenges the ableist assumption that an autistic meltdown or shutdown indicates a lack of interest in participating in society. Instead, these experiences represent the staggering physical and emotional cost of navigating environments that are not designed for neurodivergent needs. The author of the source article, Dr. Jaime Hoerricks, argues that true accessibility must occur before a crisis unfolds, rather than serving as a reactionary rescue after harm has already been done. Dr. Hoerricks asserts that autistic desire for a public life is a political right that should not require the “tax” of sensory trauma or personal collapse. Ultimately, she demands a world where neurodivergent individuals are believed and accommodated proactively so they can enjoy ordinary life without breaking against systemic barriers.
Here’s the link to the source article: https://open.substack.com/pub/autside/p/the-first-autistic-person-the-first-6f8
Let me know what you think.
The AutSide is a reader-supported publication. To support my work, consider becoming a paid subscriber.
This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit autside.substack.com/subscribe
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About The AutSide Podcast
AutSide: A podcast from an autistic trans woman that explores critical issues at the intersection of autism, neurodiversity, gender, and social justice. Dive deep into the realities of living as an autistic adult, critiques of education systems, and the power of storytelling to reshape public narratives. With a unique blend of snark, sharp analysis, and personal experience, each episode challenges societal norms, from the failures of standardized testing to the complexities of identity and revolution. Join the conversation on AutSide, where lived experience and critical theory meet for change. autside.substack.com
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