L7 Informatics — SDET

Test-failure analysis via structured LLM extraction

  • Python
  • LLM function-calling
  • structured output
  • test infra

Turned thousands of opaque Cypress failures into structured, queryable data using LLM function-calling to extract failure type, root cause, and location — a structured-extraction pattern built before it became a standard technique, and in practice an anomaly-detection and data-quality layer for the whole test suite. Full write-up →