Ramona C. Truta is an Independent Researcher, Solutions Architect and Educator who brings over 20 years of rigorous database engineering experience to the world of AI. A former university lecturer who taught databases, software engineering and web development to over 1,400 students during her tenure, she now focuses on System Integrity – applying the strict determinism of data engineering to the probabilistic nature of AI Agents. Her work bridges the gap between deep technical theory and practical, secure implementation.
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