Readiness reduces surprise without eliminating it

Does preparing fully for war eliminate the possibility of surprise?

No. It reduces the likelihood of surprise, but surprise remains possible.

Preparing fully for war reduces the likelihood of surprise. It does not remove the possibility. Readiness therefore leaves room for an opponent to do something unexpected.