kaggle Benchmarks — UX Improvement Suggestions
View:
Before
After
✨ Suggestions active
UX Suggestion Pages
★ IntroductionOverview & how to use
1 Task EditorCharacter counter + assertion warning
2 Model ResultsCost/time columns + quota reset
3 Error MessagesClear errors + resume + force cancel
4 Output AnalysisSummary dashboard + chat warning
14 suggestions across 4 pages
Based on 25 benchmarks, 25 models,
and 9 bug reports.

Mehmet Işık
Kaggle Grandmaster
Ceyhan WWTP, Adana, Turkey
Kaggle Benchmarks — UX Suggestions

How Small Changes Can Make a Big Difference

I've been using Kaggle Benchmarks every day for the past year. I designed 25 benchmarks, tested 25 models, and found 9 platform bugs along the way. These mockups show my suggestions for improving the developer experience.

Each page is a real Kaggle screen. Use the Before / After toggle at the top to see what I suggest. Everything marked with a blue NEW badge is my suggestion.

14
Suggestions
4
Pages
9
Bugs Found
25
Models Tested
How to use this mockup
1 Click a page from the left menu
2 You see the current Kaggle screen (Before mode)
3 Click the Before / After toggle at the top right
4 See the suggestions appear with blue NEW badges