
AURYN graphical shell that will soon be out full spectrum reasoning platform we are curreently building to ride the next AI wave which will be formal AI’s based on deductible semantics and logic.
Artificial intelligence has become dominated by large-scale probabilistic models, especially transformer-based LLMs, whose capabilities derive from statistical learning over massive corpora. While these systems excel at surface-level linguistic performance, they lack any representation of meaning, logical structure, or contextual grounding. Their outputs, grounded only in statistical association, frequently suffer from hallucinations, semantic drift, and non- deterministic inconsistencies.
XIXUM Ltd. introduces a fundamentally different paradigm: a formal-semantic, deductive AI platform that interprets data through ontologies, knowledge graphs, and explicit logical inference. Unlike LLMs or neurosymbolic hybrids, this system requires no pretraining, learns interactively during use, and grounds every operation in semantic structures rather than latent vectors. The platform functions as a semantic operating layer capable of understanding, modifying, and reasoning over arbitrary artefacts such as documents, tables, diagrams, and models.
Product Features
Product Overview
This is a project currently in conceptual state but will unite all the technologies of the previous Products under one hood. A graphical shell application backed with AI





