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Review before you type “next”

Rules in the prompt lower the odds of a mistake. They do not remove it. Run these checks on every answer, and when one fails, send a correction that names the rule and asks for the smallest fix.

Mark each line as it holds or breaks in the answer in front of you. For a broken one, edit the note so it says what you actually saw.

Hold
0
Broken
0
Open
13

13 checks still open. Go through all of them before you type “next”.

The correction looks like this

Example
That answer breaks my rules under MODEL SETUP: you added a preprocessing step I ruled out.
Keep everything else exactly as it is.
Redo only the affected code, explain the change in 2 lines, and show the new output.

How to correct

Name the rule and the evidence

“This is wrong” gets you a rewrite of everything. “You fitted the encoder before the split” gets you a fix. Quote the line or the cell if you can.

Ask for the smallest change

Keep what already passed review. An assistant asked to start over will also change the parts that were right, and you will have to check them again.

Recheck what depends on it

A fix to the split changes every number after it. Rerun the downstream cells and read the new outputs before moving on. Then log the correction with the run.

The eight rules