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Protected observational case study explores emotional safety in conversational human-AI interaction, highlighting implications for user experience.
This record presents TALPEST-M2 as a protected observational case study and conceptual framework for emotional safety in conversational human-AI interaction. The manuscript discusses affective projection, anthropomorphization, conversational dependency, regulatory affective neutrality, boundary clarity, and user autonomy at a public conceptual level. This public version does not disclose proprietary operational architecture, internal decision procedures, implementation protocols, executable workflows, technical reconstruction material, matrices, thresholds, routing logic, or protected methodological content associated with the wider TALPEST-M2 / PEST / Pandora research ecosystem. The work is authored by Maria do Céu Sousa Pereira Borges / Maria Borges, Independent Researcher, Setúbal, Portugal.
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Borges Maria (2026) studied this question.
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