The contribution of this work is Layer 4 — the continuity substrate. This is where continual learning actually happens. Core Loop: Predict → Compare → Update Every cycle: 1. Generate a prediction vector from personality traits. 2. Compare it ...

For years, AI progress has been measured by output quality. If a model sounds intelligent, we assume the system behind it is intelligent. LLMs exposed the flaw in that assumption: Fluency is not continuity. Output is not identity. A conversat...