Public announcements and follow-ups on AI architecture, delivery and the engineering work
around non-deterministic systems.
Talks
Talks & workshops.
Ukrainian-language talks
PMDay 2026 · Recording in UkrainianUA · УкраїнськаConference talk ·
AI Changes the Delivery System and the Product Itself
A talk on two connected shifts: how AI changes software delivery, and how model judgment
changes the products we build. It explores the implications for requirements, verification,
release readiness, operational control, and shared responsibility across the team.
Invited speaker at Corning’s internal technical AI workshop. Discussed how model-driven
systems change architecture, operating models and accountability with the company’s
technology community.
A community discussion on AI engineering and QA, connecting practical testing with trust,
control, nondeterministic behavior and engineering responsibility.