AI drafts.
We decide what survives.
AI can produce PHP quickly,
but not all output deserves to survive.
Some drafts are solid foundations
while others are better thrown away and rebuilt with clarity.
This page helps us develop the quiet judgment that tells us when to keep AI’s work
— and when to start over.
AI’s code is trustworthy when:
If the structure feels coherent, we can refine the details.
Signal of trust:
→ We can describe the code in one or two sentences
without apologizing for it.
AI is on the right track when modern features appear
but only because they express meaning,
not because they “look modern.”
Examples of good signals:
If the features match the architecture,
the draft is worth keeping.
This is one of the strongest signals.
Good AI‑generated code is:
If the code feels “boring in the right way,”
it’s usually safe.
If the architecture is off, don’t fix it
— replace it.
Rewrite when we see:
Trying to patch a bad shape
only makes it worse.
AI sometimes produces:
If the code feels ceremonial or noisy,
start over with a simpler request.
AI often drifts into:
If the code feels foreign to PHP,
rewrite it with a clear constraint:
“Use PHP 8+ idioms only. No patterns from other languages.”
A simple test:
“Can I explain this code to another developer in one breath?”
If the answer is no, the architecture is wrong.
Rewrite from the top.
Modern PHP has a quiet rhythm:
If AI’s draft breaks that rhythm,
it’s easier to start fresh than to salvage it.
AI is excellent at:
AI is not excellent at:
Trust AI for speed.
Trust yourself for structure.
Trust AI when:
Rewrite when:
AI drafts.
We decide what survives.
This page describes common behaviors observed in AI models when generating PHP code.
These patterns are not guarantees, but they are consistent enough to be useful when reviewing or guiding AI output.