~/talk

The Future of Data is Words

Talkat hayaData 2024 · on Tuesday, 2024-09-24· [large-language-models, databases]
slides:none on file

SQL celebrates 50 years while LLMs push natural-language queries; demos show Flink SQL stream pipelines that convert multi-currency order streams into unified orders, a Steampipe engine exposing AWS and Slack APIs as SQL tables, and GPT‑4o auto‑documenting a catalog. These work as proofs of concept but fail at enterprise scale without three pieces: retrieval/RAG to pick relevant datasets, a deterministic semantic layer and knowledge graph to map business metrics, and rich metadata to disambiguate terms like “active users.” Companies that build high‑quality metadata win.

AI-written summary · about

  1. 0:00Welcome and opening
  2. 1:09SQL turns 50
  3. 3:05Magic demo with SQL
  4. 4:31History of data querying
  5. 8:52SQL standard adoption
  6. 9:56SQL in the internet era
  7. 11:48Modern SQL use cases
  8. 15:28AI era and natural language
  9. 19:53Future of semantic layers
  10. 26:42Predictions for the future
  11. 29:35Closing and Q&A
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