The model gives you a conclusion.
Treat it as a claim, not a fact.
A hypothesis to test,
not an answer to paste.
It sounds certain
whether it's right or wrong.
The tone tells you nothing.
The verification tells you everything.
So verify.
Run it. Check the edge.
Trace the reasoning to the source.
The confident output
is a starting point,
the same as a smart colleague's guess —
useful, plausible, unproven.
You'd never merge a teammate's "probably"
without checking.
Don't merge the model's either.
Trust is earned per claim,
not granted by fluency.
Take the hypothesis.
Then do the work to know.
– Serguey Asael Shinder
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