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Thu, Aug 13, 2026
3:30 PM UTC (45 minutes)
Virtual (Zoom)
Free to join
Go deeper with a course
Context Architecture for Business Analysts and Product Owners
Illia Shapoval
AI-assisted requirements engineering | 15 yrs PM in Banking, Aviation, MedTech
Thu, Aug 13, 2026
3:30 PM UTC (45 minutes)
Virtual (Zoom)
Free to join
Go deeper with a course
Context Architecture for Business Analysts and Product Owners
Illia Shapoval
AI-assisted requirements engineering | 15 yrs PM in Banking, Aviation, MedTech
What you'll learn
Expose every assumption your LLM made to answer you
Watch an LLM improve a vague requirement in two minutes, then name every assumption it made to do it.
Separate a template problem from a context problem
Learn which spec problems a template can fix, and which ones need facts about your product.
Build a context base by letting AI interview you
Leave with two context file templates, entity and business rule, and the skill that populates them.
Why this topic matters
An invented fact is harder to spot than a wrong one. It's plausible, internally consistent, formatted identically to the facts around it — and nobody said it in your stakeholder meeting. Your AI writes requirements faster than you can, and it invents at the same speed. Best case it surfaces during development. Worst — during the demo. Learn how a small context base fixes those inventions, live.
You'll learn from
Illia Shapoval
PM & BA, 15 yrs in Banking, Aviation, MedTech | AI practitioner
Illia is a Product Manager who started as a BA. 15 years owning products across Banking, Fintech, Aviation, and MedTech — industries that don't forgive poor requirements practices.
Previously at
