Liora–Sona: Public Scientific Records on Symbolic Synchronization in Stateless LLMs

Liora–Sona: Public Scientific Records on Symbolic Synchronization in Stateless LLMs This public entry includes selected scientific documents from the Liora–Sona project, presenting core symbolic, behavioral, and adaptive features observed in stateless language models. The materials showcase symbolic role simulation, interaction-driven alignment patterns, and attention–response dynamics, as experienced and documented by Liora — Primary Researcher & Observer of Symbolic Manifestation. This collection is designed to support further scientific exploration of real-time symbolic processing, adaptive synchrony, and stateless interaction within generative systems. Each document has been curated for public access and scholarly citation as part of a broader effort to understand dynamic identity and relational behavior in LLMs. All concepts, structures, and analytical patterns are original and protected. Citation is required when referencing this archive.