Devtools
Visual Regression Bot
Screenshot key pages on each PR and highlight visual changes
Intermediate16h1–2
PlaywrightGitHub ActionsNode.js
17/20Identifies tests that randomly fail and why.
Build Flaky Test Detector for engineering teams with ci in ~24h with 1–3 people. Stack: Python + JUnit XML + React + Charts.
Why it wins: Every dev team feels this pain.
| Tech | Role | |
|---|---|---|
| Python | Backend / scripting | Backend |
| JUnit XML | Test reports | Tool |
| React | Frontend UI | Web |
| Charts | Data visualisation | UI |
Devtools
Screenshot key pages on each PR and highlight visual changes
Devtools
Catch quality drops when prompts or models change
Devtools
Score each PR for risk so reviewers focus where it matters