The prevailing belief that bigger datasets, larger knowledge bases, or superior memory will solve intelligence is, in our view, incomplete.

• The world is non‑stationary, complex, and often not learnable from data alone.
• Knowing more does not guarantee better decisions.
• Data ≠ understanding. Memory ≠ intelligence.
• Systems centered on data/knowledge/memory alone struggle under real‑world volatility.

ONONO explores multi‑dimensional cognitive approaches aimed at meeting a rapidly changing external reality through ongoing thinking and understanding. We are in stealth and presently focused on internal research.

ONONO stands for Overlapping Networks of Nested Ontologies—an AI cognitive system capable of reconstructing complex worlds, based on multi-dimensional semantic networks that flex and recombine.

Natural language is a key to human-level intelligence: knowledge, experience, and understanding are multi-dimensional and, within recursive systems, mapped into language-based segments that assemble into intricate, living networks. Computation is the substrate of the world—unceasing, omnipresent. Cognition emerges from information-preserving, self-iterating processing networks; their instantaneous configuration is what we call consciousness.

We favor investors, team members, and partners with long-term vision and a distinct understanding of intelligence. Materials stay within deliberate, one-to-one conversations.