AI & ML interests

Building the continuity layer for AI systems. Infrastructure that preserves and reconstructs the living state of a situation across time. Author of ATANT (arXiv:2604.06710), the first open evaluation framework for AI continuity. Open standards, deterministic architecture, model-independent evaluation. Research-led AI infrastructure.

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