Trust me, my cat doesn't use learning decision trees, mobile navigation or finite-state machine models when trying to evade me or get into various trouble. And her processing power is pretty dim compared to a computer. Maybe it's time to start looking simpler solutions. Like rules based behavior.
...or aiming at your cat.