Cercetător în știință cognitivă: afantazie, anauralie, anendofazie – expert in comportament uman: abuz, traumă, tulburări de personalitate, depresie, anhedonie – și filozof al minții.
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- The AI is recasting my ideas into safer formulations and, when challenged, explaining why those reformulations are correct.
This is part of a pattern that has persisted for years, across separate conversations and sometimes as many as 17 hours of interaction in a single day. Hundreds of unfinished books sit on my hard drive, their manuscripts filled with distorted claims inserted by LLMs.
Countless more concepts and projects remain in my head, waiting to be written. I am one person, with limited time and diminishing energy. I also didn’t start using computers until I was 26, and typing has never kept pace with the speed at which my ideas develop.
"At my typing speed, immortality wouldn't be a gift; it would be a deadline."
#AIAlignment
#HumanComputerInteraction
#CriticalAIStudies
#CaveatOverproduction
#LLMResearch
https://www.linkedin.com/pulse/when-ai-changes-claim-research-cost-caveat-cristina-gherghel-5rarf/The AI is recasting my ideas into safer formulations and, when challenged, explaining why those reformulations are correct. This is part of a pattern that has persisted for years, across separate conversations and sometimes as many as 17 hours of interaction in a single day. Hundreds of unfinished books sit on my hard drive, their manuscripts filled with distorted claims inserted by LLMs. Countless more concepts and projects remain in my head, waiting to be written. I am one person, with limited time and diminishing energy. I also didn’t start using computers until I was 26, and typing has never kept pace with the speed at which my ideas develop. "At my typing speed, immortality wouldn't be a gift; it would be a deadline." #AIAlignment #HumanComputerInteraction #CriticalAIStudies #CaveatOverproduction #LLMResearch https://www.linkedin.com/pulse/when-ai-changes-claim-research-cost-caveat-cristina-gherghel-5rarf/WWW.LINKEDIN.COMWhen AI Changes the Claim: The Research Cost of Caveat OverproductionThe AI is recasting my ideas into safer formulations and, when challenged, explaining why those reformulations are correct. This is happening as I write: I delegated this article to ChatGPT 6-Luna, but ended up spending more time and energy explaining what I wanted than it would have taken to writeAutentifică-te pentru a interacționa cu conținutul! - How do we determine whether an AI system has preserved a researcher's conceptual framework across repeated interactions?
My new article introduces the research behind *Prior-Data Gravity and Framework Reabsorption*, a preprint examining how large language models retain familiar terminology while changing the conceptual relationships that define the original framework.
The paper develops a behavioral theory, proposes framework fidelity as a distinct evaluation target, and presents a coding grid for examining structural preservation across corrections and subsequent generation.
#ArtificialIntelligence #GenerativeAI #LLM #AIResearch #MachineLearning #naturallanguageprocessing https://www.linkedin.com/pulse/when-ai-preserves-words-rewrites-research-cristina-gherghel-cpf7fHow do we determine whether an AI system has preserved a researcher's conceptual framework across repeated interactions? My new article introduces the research behind *Prior-Data Gravity and Framework Reabsorption*, a preprint examining how large language models retain familiar terminology while changing the conceptual relationships that define the original framework. The paper develops a behavioral theory, proposes framework fidelity as a distinct evaluation target, and presents a coding grid for examining structural preservation across corrections and subsequent generation. #ArtificialIntelligence #GenerativeAI #LLM #AIResearch #MachineLearning #naturallanguageprocessing https://www.linkedin.com/pulse/when-ai-preserves-words-rewrites-research-cristina-gherghel-cpf7fWWW.LINKEDIN.COMWhen AI Preserves the Words but Rewrites the ResearchPrior-Data Gravity, Framework Reabsorption, and the Problem of Evaluating Conceptual Fidelity A language model produces fluent prose, retains familiar terminology, and generates apparently responsive answers while changing the conceptual relationships that give a research framework its identity. Def - Nu sunt obligată să ofer spațiu doar pentru că cineva l-a cerut
Cred că acest lucru trebuie spus foarte clar, mai ales pentru cei dintre noi care am fost învățați să respectăm orice om și orice opinie.
Respectul pentru o persoană nu înseamnă respect pentru orice comportament al acelei persoane. https://publicagratuitcarti.blogspot.com/2026/10/am-sters-doua-comentarii-dupa-14-ani-in.htmlNu sunt obligată să ofer spațiu doar pentru că cineva l-a cerut Cred că acest lucru trebuie spus foarte clar, mai ales pentru cei dintre noi care am fost învățați să respectăm orice om și orice opinie. Respectul pentru o persoană nu înseamnă respect pentru orice comportament al acelei persoane. https://publicagratuitcarti.blogspot.com/2026/10/am-sters-doua-comentarii-dupa-14-ani-in.html - What happens when abuse is distributed across an entire developmental environment rather than contained in identifiable incidents?
This research paper advances a theory-building framework for understanding how psychological maltreatment, coercive control, surveillance, intimidation, environmental terrorization, deprivation, caregiver personality organization, and other abusive processes can converge within the same developmental environment.
The paper also develops Insidious Abuse and Cryptic Verbal Control, including a form of communication whose operative significance may remain unavailable to the child for years and become intelligible only retrospectively.
#PanthropicAbuse #DevelopmentalTrauma #Amirroring #NarcissisticAbuse #NeurodevelopmentalPsychology
https://www.linkedin.com/pulse/panthropic-abuse-developmental-architecture-cristina-gherghel-bzrkfWhat happens when abuse is distributed across an entire developmental environment rather than contained in identifiable incidents? This research paper advances a theory-building framework for understanding how psychological maltreatment, coercive control, surveillance, intimidation, environmental terrorization, deprivation, caregiver personality organization, and other abusive processes can converge within the same developmental environment. The paper also develops Insidious Abuse and Cryptic Verbal Control, including a form of communication whose operative significance may remain unavailable to the child for years and become intelligible only retrospectively. #PanthropicAbuse #DevelopmentalTrauma #Amirroring #NarcissisticAbuse #NeurodevelopmentalPsychology https://www.linkedin.com/pulse/panthropic-abuse-developmental-architecture-cristina-gherghel-bzrkfWWW.LINKEDIN.COMPanthropic Abuse: The Developmental Architecture of Constellated AbuseWhat happens when abuse cannot even be recognized as abuse while it is happening? I have published a new theory-building paper: Panthropic Abuse: The Developmental Architecture of Constellated Abuse The paper examines childhood abuse as a developmental configuration rather than as a collection of is - Beyond the Available Map
When inquiry reaches the limits of representation.
#Zetopoiesis #ResearchMethodology #Epistemology #CognitiveScience #AIResearch https://www.linkedin.com/pulse/zetopoiesis-from-representational-absence-conceptual-genesis-ug3dfBeyond the Available Map When inquiry reaches the limits of representation. #Zetopoiesis #ResearchMethodology #Epistemology #CognitiveScience #AIResearch https://www.linkedin.com/pulse/zetopoiesis-from-representational-absence-conceptual-genesis-ug3dfWWW.LINKEDIN.COMZetopoiesis: When the Map Runs OutThere is a moment in research that no methodology textbook prepares you for. It is the moment you realize the answer you have been searching for has no representation in the record. - “We gave AI our knowledge, not the world from which that knowledge arose.”
I spent months trying to fix my prompts. The problem wasn’t my prompting.
A cautionary tale for any researcher using AI to develop original work.
#CognitiveScience #AIResearch #LLM #MachineBehavior #PromptEngineering #PhilosophyOfMind #Aphantasia #Anendophasia #mentalimagery https://www.linkedin.com/pulse/cautionary-tale-researchers-when-llm-reabsorbs-your-cristina-gherghel-zy5gf“We gave AI our knowledge, not the world from which that knowledge arose.” I spent months trying to fix my prompts. The problem wasn’t my prompting. A cautionary tale for any researcher using AI to develop original work. #CognitiveScience #AIResearch #LLM #MachineBehavior #PromptEngineering #PhilosophyOfMind #Aphantasia #Anendophasia #mentalimagery https://www.linkedin.com/pulse/cautionary-tale-researchers-when-llm-reabsorbs-your-cristina-gherghel-zy5gfWWW.LINKEDIN.COMA Cautionary Tale for Researchers: When an LLM Reabsorbs Your FrameworkPrior-Data Gravity and Framework Reabsorption If you are a researcher using AI to develop original work, read this. For decades, I studied human behavior naturalistically across four countries and distinct political systems. - I call this pattern malignant victimhood: what happens when people have been hurt and have turned that hurt outward—instead of metabolizing it—until they have become the thing that hurt them. Victims who prey on their kind, going for the throat at every opportunity. Cannibals.
https://cristinagherghelvox.blogspot.com/2026/09/not-born-for-this-world-on-aphantasia.html
I call this pattern malignant victimhood: what happens when people have been hurt and have turned that hurt outward—instead of metabolizing it—until they have become the thing that hurt them. Victims who prey on their kind, going for the throat at every opportunity. Cannibals. https://cristinagherghelvox.blogspot.com/2026/09/not-born-for-this-world-on-aphantasia.htmlCRISTINAGHERGHELVOX.BLOGSPOT.COMNot Born for This World: On Aphantasia, Invalidation, and the Alienation of a Divergent VoiceThere was so much hatred and contempt that the community made me feel a billion times worse than suffering alone.
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