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Tymoteusz Miller

2 papers indexed

crossrefMachine Learning and Knowledge Extraction2026-05-08

Controlled Agentic AI Systems: A Governance-Driven Architecture for Auditable and Reproducible Decision Pipelines

Tymoteusz Miller

Artificial intelligence systems deployed in safety-critical and regulated environments require not only predictive performance, but also strict adherence to operational constraints, auditability, and reproducibility. However, in most contemporary architectures, governance is trea…

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crossrefApplied Sciences2024-12-12Cited by 32

AI in Context: Harnessing Domain Knowledge for Smarter Machine Learning

Tymoteusz Miller, Irmina Durlik, Adrianna Łobodzińska, Lech Dorobczyński, Robert Jasionowski

This article delves into the critical integration of domain knowledge into AI/ML systems across various industries, highlighting its importance in developing ethically responsible, effective, and contextually relevant solutions. Through detailed case studies from the healthcare a…

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