Articles
A Beginner’s First Programming Workflow
Use an understand–plan–change–run–test–checkpoint loop that works with Git or a course's required submission method.
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Debugging
Articles
Ask AI to Explain an Error Without Solving the Assignment
Build a permitted minimal reproduction and ask AI for hypotheses and investigative steps instead of replacement code.
Articles
Debugging Is a Scientific Process
Debug with a reproducible cycle of observation, reduction, hypothesis, experiment, and verification.
Articles
Write a Reproducible Bug Report
Give a classmate, instructor, maintainer, or AI enough safe evidence to reproduce and investigate a failure.