~/talk

QA to QE: Scaling Quality with Ownership, Code, and Culture

Talkat TestMu Conference 2025 · 2025-08-19..08-21· [testing, engineering-leadership]
slides:none on file

QA practice moves to QE by embedding ownership, automation, and metrics across the delivery pipeline; an automation audit, added unit tests, API slicing, removing 
redundant and flaky tests, mocking third‑party calls, externalized data, more parallel VMs and prioritized happy‑paths cut a 5,000‑test regression from 8+ hours to ~2 hours. GenAI aids test reviews, edge‑case discovery and low‑code conversion via Zephyr Scale low‑code automation, while Copilot and Claude for test coding speed refactoring, root‑cause analysis and API scenario generation.

AI-written summary · about

  1. 0:00QA to QE transformation
  2. 3:14Agenda
  3. 4:19Evolution QA to QE
  4. 7:50Continuous testing & quality ops
  5. 13:37Automation challenges
  6. 18:14QA QE ML for usability
  7. 22:31GenAI in quality practices
  8. 28:37Future of GenAI & QE
  9. 32:39Key takeaways
  10. 35:53Q&A
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