Tables, Code, and Structured Data

Tables should carry their headers into each row representation. Code chunks should preserve indentation, symbols, language, file path, and function/class boundaries. For exact numeric fields, use a database query rather than asking a model to infer values from a flattened table.

A good system combines RAG for explanations with SQL or APIs for exact structured values. Keep the original record ID and parser version for traceability.

Implementation example
Table row:
Plan=Basic; Monthly limit=100 requests; Overage=Not available
💡 Including column headers makes an isolated row meaningful.
Key Takeaways
  • Inspect the relevant pipeline stage instead of guessing.
  • Preserve source provenance, versions, and access scope.
  • Measure quality on representative queries.
Knowledge Check

What is best for an exact product price?