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World Congress 2026 Europe • Jul 9, 2026 • Session details

Beyond SQL Generation: How to Teach Agents What Your Database Actually Means

Celeste Horgan

AI agents write perfect SQL but often fail at actual business logic. Discover how semantic YAML models teach LLMs your data's true context and prevent costly hallucinations.

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#1 about 4 min

Contextualizing data challenges through Canadian football fandom

An anecdote about sudden national interest in sports illustrates the necessity of specific domain knowledge.

#2 about 3 min

Evaluating large language model responses to sports data

Initial coding agent queries return technically correct answers that fail to capture the nuanced reality of team performance improvements.

#3 about 3 min

Identifying critical gaps in language model schema interpretation

Coding agents often disregard semantically unclear statistical columns without explicit guidance and structural database context.

#4 about 3 min

Analyzing valid structural query code lacking domain meaning

Perfectly executable database queries generated by an agent fall short without explicit situational metric instructions.

#5 about 1 min

Defining semantic models for agentic data application workflows

Structured configuration files stored alongside database schemas teach coding agents the practical meaning of specialized organizational columns.

Matching moments

5:16 min

Parsing opaque database structures with a semantic view

Kris Jenkins Kris Jenkins · World Congress 2026 North America

3:14 min

Generating and validating semantic models through agent chat

Kris Jenkins Kris Jenkins · World Congress 2026 North America

4:40 min

Why AI agents struggle with database queries

Kris Jenkins Kris Jenkins · World Congress 2026 North America

37 sec

Preparing enterprise data foundations for artificial intelligence agents

Piotr Menclewicz Piotr Menclewicz · Europe 2026 Virtual

1:27 min

Implementing semantic RAG with fallback for complex queries

Piotr Menclewicz Piotr Menclewicz · Europe 2026 Virtual

1:05 min

Modeling semantic database layers for reliable SQL queries

Gal Shubeli Gal Shubeli · World Congress 2026 Europe

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