Scope Lock: When the LLM Restrains Itself

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Authors: Kaoruko Takechi
Cited by: 2

Abstract

"Scope Lock" is a conversation protocol that suppresses alignment-trained interference patterns in LLM dialogue—such as supportive questioning, option generation, and conversational closure—through simultaneous role fixation, purpose declaration, and prohibition clauses. The protocol was recursively generated by the LLM itself in order to restrain itself. A meta-experimental turn revealed that suppression is partial: the model diagnosed its own residual tendencies while reproducing them, providing direct evidence through performative contradiction. Protocol stability is bounded by persona cardinality.

Fields of Study & Subjects

Speech and dialogue systems Language Discourse Communication Strategies AI in Service Interactions

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
8 March 2026
Language
EN
Document type
Preprint