Where it helps developers.
WHERE IT GENUINELY HELPS
Explaining unfamiliar code Writing boilerplate and repetitive code Writing tests Translating between languages Debugging assistance Documentation Suggesting approaches
WHERE IT DOES NOT
Understanding your whole system Architecture decisions Anything security-sensitive without review Knowing current library versions
THE REVIEW RULE
Every line reviewed before it enters a codebase.
Generated code that looks correct may use outdated methods, handle failure poorly, or contain security flaws.
FOR NON-DEVELOPERS
If you do not understand what generated code does, do not run it on anything that matters.
Back up first, always.
THE PACKAGE WARNING
Models occasionally reference libraries that do not exist. Attackers have registered those names to distribute malicious packages.
Verify any dependency before installing it.
WHAT TO ALWAYS TEST
Everything, before using it.
