WeAreDevelopers Logo WeAreDevelopers
Sign in
For You LIVE
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.

Pause
Mute Enter Fullscreen
#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

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

2:27 min

Introducing conversational queries with AI data agents

Dr. Alexander Wachtel Dr. Alexander Wachtel +1 · World Congress 2025

1:43 min

Why language models struggle with enterprise data queries

Piotr Menclewicz Piotr Menclewicz · Europe 2026 Virtual

3:07 min

Enabling direct language model interaction with database structures

Calvin Seward Calvin Seward · Europe 2026 Virtual

More from World Congress 2026 Europe

Building the Nervous System of AI - Michael Kagan (NVIDIA) thumbnail
29:17
3 months ago

Building the Nervous System of AI - Michael Kagan (NVIDIA)

Michael Kagan, Sead Ahmetović

Five Things in Tech that Matter Now - WeAreDevelopers World Congress 2026 Closing Keynote thumbnail
19:41
3 months ago

Five Things in Tech that Matter Now - WeAreDevelopers World Congress 2026 Closing Keynote

Christian Heilmann

The Sound of Your Secrets: Teaching Your Model to Spy, So You Can Learn to Defend thumbnail
32:06
3 months ago

The Sound of Your Secrets: Teaching Your Model to Spy, So You Can Learn to Defend

David vonThenen

Super scaling for the Super Bowl: How to survive 30 million users hitting your backend in 30 minutes thumbnail
35:13
3 months ago

Super scaling for the Super Bowl: How to survive 30 million users hitting your backend in 30 minutes

Irina Branovic

Running Secure Life Science Research at Scale using Hybrid GPU HPC and Kubernetes 🧬 thumbnail
24:23
3 months ago

Running Secure Life Science Research at Scale using Hybrid GPU HPC and Kubernetes 🧬

Jeremy Murray

Angstfreude - AI and Corporate Culture - The Thrill and the Threat thumbnail
30:26
3 months ago

Angstfreude - AI and Corporate Culture - The Thrill and the Threat

Axel Ebert, Karin Krobath

Related videos

Beyond Dashboards: Fixing Text-to-SQL with Semantic RAG thumbnail
7:02
Europe 2026 Virtual • 3 months ago

Beyond Dashboards: Fixing Text-to-SQL with Semantic RAG

Piotr Menclewicz

Semantic AI: Why Embeddings Might Matter More Than LLMs thumbnail
26:05
World Congress 2025 • about 1 year ago

Semantic AI: Why Embeddings Might Matter More Than LLMs

Christian Weyer

Why Your AI Agent Keeps Hallucinating Your Data: Building Deterministic Context Layers thumbnail
34:04
Europe 2026 Virtual • 3 months ago

Why Your AI Agent Keeps Hallucinating Your Data: Building Deterministic Context Layers

Tom Kaltofen, Xiaoheng Chen

Fine-Tuning Small Language Models for Agentic AI thumbnail
29:18
World Congress 2026 Europe • 3 months ago

Fine-Tuning Small Language Models for Agentic AI

Björn Buchhold

GenAI Unpacked: Beyond Basic thumbnail
27:12
World Congress 2025 • about 1 year ago

GenAI Unpacked: Beyond Basic

Damir

Why your codebase lies to AI? thumbnail
25:00
World Congress 2026 Europe • 3 months ago

Why your codebase lies to AI?

Zaak Chalal

Related articles

From learning to earning

Jobs that call for the skills explored in this talk.