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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

1:05 min

Modeling semantic database layers for reliable SQL queries

Gal Shubeli Gal Shubeli · WWC Europe 2026

2:27 min

Introducing conversational queries with AI data agents

Dr. Alexander Wachtel Dr. Alexander Wachtel +1 · WWC 2025

3:07 min

Enabling direct language model interaction with database structures

Calvin Seward Calvin Seward · Europe 2026 Virtual

2:40 min

Implementing the trusted intelligence layer for AI semantics

Jannis Eickenroth Jannis Eickenroth +1 · WWC Europe 2026

2:24 min

Transforming unstructured email data into customized user knowledge graphs

Dana Lawson Dana Lawson +1 · WWC Europe 2026

3:02 min

Querying unstructured expedition data with conversational artificial intelligence

Anastasiia Stefanska Anastasiia Stefanska +1 · WWC Europe 2026

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

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