~/talk

Workshop: Legacy vs Autonomous QA Arena - Surviving the AI Driven Quality Evolution

Talkat TestMu Conference 2026 · 2026-08-19..08-21· [testing, ai-assisted-development]
links:none on file
slides:none on file

Claims that 58% of test failures come from timing and locator issues and that these consume 30–40% of QA budget drive the session: legacy Selenium still underpins 65% of suites while Playwright adoption grows 235% year‑over‑year, KAI authors tests from plain‑English prompts, and a live deploy shows an AI observation layer detect a broken locator and apply selector (28%), timing (30%) and runtime (8%) heals in seconds with human‑approval thresholds.

AI-written summary · about

  1. 0:00Start
  2. 0:07Workshop Opens - Legacy vs Autonomous QA Arena
  3. 0:37Speaker Intro - Athresh Guruprakash, Senior Engineering Manager, Equifax
  4. 1:42Every Test Green Last Night, Every Test Red This Morning
  5. 4:15Spot the Flaky Test: Element Not Interactable Exception
  6. 5:1758% of Failures Are Timing and Locator Issues, 40% of QA Budget Maintains Them
  7. 5:47Selenium Is Still the Undisputed King
  8. 6:19Playwright Growing 235% Year-Over-Year
  9. 6:49Selenium Isn't Dying - It's Being Rescoped
  10. 8:23Cucumber BDD and Where It Stands
  11. 10:25A Plain English Prompt to a Resilient Test
  12. 10:5689% of Enterprises Pilot GenAI - Only 37% Reach Production
  13. 12:27What Actually Changed: Not the Tools, the Architecture
  14. 13:59The Modern Architecture Wraps an Adaptive Layer Around It
  15. 14:30Self-Healing: What It Actually Means
  16. 15:35Three Layers of Healing: Selector, Timing, Runtime
  17. 17:08Watching a Heal Happen Live
  18. 18:43What Can an Agent Not Do That a Human Still Has To?
  19. 20:52QA Roles Grew 17% Last Year vs 9% for Developers
  20. 21:54Why Regression Testing Just Became Critical Again
  21. 22:54From Script Owner to Quality Owner
  22. 24:30Q&A: Migrating a Massive Page Object Model Without a Rewrite
  23. 25:32Q&A: Replacement or Another Layer?
  24. 27:03Q&A: What Still Makes Sense as Scripted Selenium
  25. 29:06Q&A: Upskilling Paths and Resistance
  26. 30:07Q&A: Shifting Autonomous Quality Into the IDE and PR
  27. 32:08Q&A: From Writing Test Steps to Supervising Agents
  28. 34:11Q&A: Stopping AI From Repeating Legacy QA's Weaknesses
  29. 38:47Q&A: Hallucination in Practice
  30. 40:20Why the Human Approval Gate Exists
  31. 41:38Q&A: Confidence Thresholds for Self-Healing Actions
  32. 43:11Go Slow Until the Agent Has Earned It
  33. 44:49Q&A: Chaos Engineering, Pen Testing and Risk-Based Testing
  34. 47:26The Live Poll Begins
  35. 57:06Open Poll: Your Number One Blocker to AI-Driven QA
  36. 58:37A Strong Regression Baseline Is the Prerequisite
  37. 1:02:11Q&A: When an Agent Misunderstands a Legacy Business Rule
  38. 1:04:23Q&A: False Positives in Self-Healing
  39. 1:06:27Q&A: Legacy BDD Flow vs Agentic Flow, End-to-End
  40. 1:10:03Poll Winners Announced
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.