The QSOL Symbiotic Loop: A Formal Conceptual Model of Reciprocal Human–AI Adaptation Through Versioned External Context
**Abstract** This conceptual preprint formalises the QSOL Symbiotic Loop, a proposed mechanism of reciprocal human–AI adaptation in sustained interactions between a human researcher and a context-conditioned generative artificial intelligence system. The framework distinguishes two fundamentally different forms of adap...