AutoTinker

A recorded run

Breast cancer

Asked
Predict malignant (yes or no) from 30 columns of 569 rows.
What happened
37 ideas tried, 4 kept. It stopped on its own when progress levelled off.
Result
0.9936ROC-AUC on data it never saw0.0075 better than its own checks predicted, so it didn't fool itself.
Try your own data

Recorded without an LLM: ideas come from a built-in search.

Scroll to follow the climb, idea by idea

For the curious

The full record

Every number the run recorded, exactly as measured.