Dispatches from O'Reilly: From capabilities to responsibilities
Designing contract-bound AI agents for high-stakes execution.


Artur Huk's background spans data architecture, analytics, cloud engineering, and machine learning. He's led data modernization initiatives, built BI platforms and data lakes, and helped organizations transition from legacy systems to cloud-native environments. He's realized that the most interesting challenges are not purely technical, but structural: how system design shapes decision-making, accountability, and trust. Artur is currently a Cloud Data Architect at Future Processing, where he bridges data engineering, cloud platforms, and applied AI. In this capacity, he is currently focused on engineering robust data and AI systems for Hiscox London Market. Previously, his career included roles at organizations such as Oracle and IQVIA.
Designing contract-bound AI agents for high-stakes execution.
