A new state architecture for AI reasoning — topic-aware, model-adaptive, and time-pattern structured








Introduction


Most developers know the experience: you begin a serious AI conversation, start building a document or a technical concept, and the moment you modify one small part, the entire model rewrites everything. You scroll...