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The Adaptive Mirror V1.0: Relational Observation, Environmental Differentiation, and Reflexive Adaptation in Language Models

Year: 2026
Type: preprint
Abstract: The Adaptive Mirror extends The Observatory's two-year longitudinal investigation of relational continuity, semantic preservation, environmental influence, and differentiated language-model behavior. Building upon the original Mirror Protocol, the completed five-part What Remains study, and subsequent multi-model experimental series, the paper introduces a further methodological development: the model's account of its own behavior becomes an additional object of observation. Rather than examining behavioral outputs alone, the framework investigates how models identify patterns in their own behavior, distinguish observations from explanations, recognize environmental influences, and revise interpretations through interaction and feedback. The analysis draws upon preserved experimental records, including Series II and Series III's Open Room Experiment, to examine correction versus retention, relational preservation, interpretive displacement, observational provenance, and reflexive adaptation. A central contribution is the distinction between observational provenance—what the available record supports—and mechanistic provenance—the computational processes that may remain inaccessible to external observation. The investigation also treats the human researcher's interventions and interpretive framework as observable environmental conditions, establishing a reciprocal standard of evidentiary accountability. This publication presents a methodological and retrospective research synthesis, not a newly executed controlled experiment or population-wide quantitative evaluation. Geometry before ontology. Observation before attribution. Evidence before conclusion.
DOI: 10.5281/zenodo.24097641
Language: English
Open Access status: green
OpenAlex ID: W7225755755
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