~/talk

How Visual AI Makes Testing Easy

Talkat Python Web Conf 2023 · 2023-03-13..03-17· [testing, ai-assisted-development]
slides:none on file

Demonstrates replacing dozens of brittle DOM assertions with a one-line snapshot that captures page HTML/CSS/JS and compares Baseline vs checkpoint images, using Applitools Eyes + Playwright + pytest. Visual AI highlights meaningful differences (example demo finds 10 toy diffs), re-renders snapshots across five browser/device configs on the Ultra Fast Grid, and returns results in ~18–19 seconds for five configs. Workflow shows how snapshots detect layout/color regressions, lets reviewers accept or reject changes, and auto-updates baselines.

AI-written summary · about

  1. 0:00Introduction and speaker intro
  2. 1:05What is Visual AI
  3. 4:16Why visual AI for testing
  4. 6:22Traditional testing limitations
  5. 10:14Visual snapshots with AI
  6. 14:47Simplifying test automation
  7. 17:00Cross-browser testing with UFG
  8. 19:53Demo setup and fixtures
  9. 26:59Running the visual test
  10. 31:14Breaking the test intentionally
  11. 34:32Root cause analysis
  12. 38:44Triage and maintenance
  13. 40:09Key advantages summary
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