World Congress 2026 North America
AI Decision Observability: Enabling Transparency and Trust in Intelligent Systems
Amjad Shaikh, Soumil Mandal
Permissive open-source AI tools often mask dangerous commercial traps. Discover how to map your hidden dependencies, avoid unexpected license shifts, and secure true operational sovereignty.
Jobs that call for the skills explored in this talk.