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Developers Forum Africa/ Forum des Développeurs Africa 4 months, 2 weeks agoIf you’re not logging, you’re debugging blind — AI included.
Python and PHP developers often ask AI:
“Why is this function failing?”
“Why does this work locally but not in production?”
“Why is this API returning null?”
AI can only guess if you don’t provide logs.
Without logs, no one knows:
What input the system actually received
Which branch of logic executed
Where the failure occurred
What the system state was
Logging is not optional. It’s observability.
What experienced developers do:
Log inputs at system boundaries
Log errors with context, not just messages
Avoid logging sensitive data
Read logs before asking AI for help
AI becomes powerful after you understand your logs — not before.
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