I think that is more because the A.I. was more focused on taking the city then it was on fighting your hashashim. This sometimes happens, even with non-hidden units coming out of a city to attack the enemy; they dont react, then they get destroyed as they climb the ladders/siege towers and get hit from both sides.
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