Prove It: An AI Architecture Meetup

Deterministic Cores, Probabilistic Shells Your AI gave you a number. Can you prove where it came from? Enterprise AI is converging on a single pattern - natural language in, blended answer out. But two non-deterministic LLM hops sandwiching a deterministic SQL query means you lose governance the moment you blend. Same question, different day, different answer - with no way to audit which part came from the database and which was inferred. Join us for a practitioner-level evening on the architectural problem no one wants to talk about: The two-hop problem - where determinism breaks in the NL2SQL pipeline. Cross-system entity resolution - why warehouse-centric approaches hit a wall at system boundaries. Cost stacking - the real per-question economics of layered architectures. Competitive overlap - what happens when Snowflake Intelligence covers the same use case natively. Plus a live demo: a sales rep's full book of business queried in natural language, where every dollar traces to SQL and every risk signal traces to a specific transcript. No blending. No black boxes. Full…