A conceptual framework for epistemically stable AI architectures beyond probabilistic LLM systems. Introducing Stable Epistemic Cognitive Architecture: a layered architecture for reproducible knowledge generation, validation, consolidation, and persistent cognitive reasoning in system-critical/-relevant domains.