Most beginner bugs aren’t mysterious — they’re just unread error messages. Spending two minutes on the trace beats two hours of guessing.
A typical Python traceback
Traceback (most recent call last):
File "app.py", line 12, in <module>
total = average(scores)
File "app.py", line 6, in average
return sum(values) / len(values)
ZeroDivisionError: division by zero
- Bottom line — what happened:
ZeroDivisionError: division by zero. - Above — the call chain.
app.py:6is where the divide happened. - Top — where execution started:
app.py:12calledaverage.
Three habits that pay off
Do
- Read the FULL message — don't skim
- Reproduce the bug consistently first
- Check the first line of YOUR code in the trace
Don't
- Skip the message and guess randomly
- Paste secrets/tokens into AI tools
- Fix the symptom without finding the cause
AI coding tools can be helpful, but users should review, test, and understand generated code before using it in real projects.
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