~/talk

How AI can Assist Script-Based Automation

Talkat Appium Conference 2021 · 2021-09-17..09-18· [testing, ai-assisted-development]
links:none on file
slides:none on file

Mobile Appium scripts break when locators change; AI ingests baseline Appium runs (inspect-generated xpaths), scans the XML, pins UI elements in XML and isolates object-to-object metadata, then suggests or auto-applies the next-best technical identifier. Claim: maintenance drops from an average of two weeks per release to about two days. Implementation notes: works via a CLI/API with Appium, trains continuously (TensorFlow-style ML), supports self-healing scripts and reduces fragile xpath churn while keeping programmatic control.

AI-written summary · about

  1. 0:00Introduction
  2. 0:44What is Mobile Application Automation
  3. 1:40ScriptBased Automation
  4. 2:52Reaching for the Dream
  5. 4:27Mobile App Automation
  6. 4:43WebBased Automation
  7. 6:22WebBased vs Mobile
  8. 8:18Pros
  9. 9:22Cons
  10. 12:16Scriptless Automation
  11. 14:22Why ScriptBased Automation Fails
  12. 17:54How AI Assists ScriptBased Automation
  13. 19:08Inspect Element
  14. 22:30Map Element
  15. 24:54Twopronged approach
  16. 25:54Antiflake automation
  17. 27:54Theoretical demo
  18. 28:13Demo
  19. 33:13Recap
  20. 35:21QA
~/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.