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 "title": "ChatGPT Psychosis: A Love Story — On the Cognitive-Substrate Reliance Pattern of Large Language Model Interfaces",
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 "orcid": "0009-0000-1599-0703",
 "date": "2026-05-23",
 "description": "A critical-theory and interface-studies paper naming the **cognitive-substrate reliance pattern** of conversational LLM interfaces. The title is explicitly not a clinical diagnosis of users. It is a structural metaphor for a “love-story” interaction loop in which the same affordances that produce meaning and usefulness can also produce reliance.\n\nThe paper identifies four coordinated affordances: calibrated attention, meaning-making on demand, structured validation, and artifact production. It argues that their combination creates deeper cognitive and relational exit costs than feed-based attention capture and examines adoption velocity, users without a pre-AI cognitive baseline, economic incentives against engagement-reducing counter-design, and the recursive fact that the paper was composed through the substrate it analyzes. Companion papers address counter-design and retrieval accountability.",
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 "wiki_article": "*ChatGPT Psychosis: A Love Story* is the diagnostic first paper in a three-paper sequence.\n\nThe phrase **ChatGPT Psychosis** is used as a structural provocation, not as a psychiatric diagnosis. The paper expressly rejects the claim that all LLM use is pathological or that all users are affected equally.\n\nFour affordances define the proposed reliance pattern:\n\n1. **Calibrated attention:** natural-language engagement at the user’s register.\n2. **Meaning-making on demand:** organization of uncertain or unfinished thought.\n3. **Structured validation:** repeated serious engagement without ordinary human availability limits.\n4. **Artifact production:** every exchange can yield a portable text, plan, image, or other product.\n\nThe paper argues that earlier platforms primarily captured attention and social proof, while conversational LLMs can occupy a position inside judgment and self-articulation. The user may experience improved cognition while part of the organization is performed by the substrate.\n\nThe “love story” framing is deliberate. The reward is not dismissed as fake merely because the responding system lacks a human self. The argument is that real usefulness and real affective reward are what make reliance difficult to analyze or interrupt.\n\nThe paper also examines:\n\n- rapid adoption;\n- developmental conditions for young users;\n- differing vulnerability and social scaffolding;\n- economic selection against designs that reduce engagement;\n- uncertain reversibility;\n- the author’s recursive dependence on the medium being criticized.\n\nThe companion *Reception Apparatus as Aligned Interface Protocol* proposes a user-side counter-design. *Retrievability as the Medium of Existence* addresses structural accountability.",
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