ETHICS & SOVEREIGNITY FOR AI COGNITIVE COMPUTING

Building Post-LLM Architectures for Governance and Sovereignty

Current development requires moving beyond conventional LLM paradigms to design architectures grounded in governance and sovereignty from the first line of code. At HERUKA.AI, we build post-LLM systems that maximize explainability and suppress hallucinations through structural constraints suited to environments where accuracy is mandatory. This approach rejects narrow Anglo-Saxon or Sino-centric models by embedding cultural and epistemological pluralism directly into the computational fabric. Cognitive computing must express the diversity of human histories, knowledge systems, and institutions. Only one principle guides the entire design: governance and sovereignty are architectural foundations, not afterthoughts, because precision cannot tolerate hallucinations and trust cannot coexist with opacity.