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Hmm, you're surfing displacement vectors? Or just using them for bounds checking? If it's the former, that's pretty interesting. Maybe try wall smoothing them instead?

If it's just for bounds checking, that doesn't make much sense to me in movement. In a gun, it makes sense to discard that data because it's clearly not the movement choice the enemy's going to make now. But in surfing, you're the one deciding on the exact movement that correlates to the firing angle, which the enemy had already chosen. I don't really see the correlation that says you should ignore the data you collected about that firing angle. But it's pretty late and my brain's pretty fried from refactoring... :-)

I record guess factors and displacement vectors for all waves, and come kNN time, I drop data with a (scaled to current situation) displacement vector that leads off the battlefield.

"If it's just for bounds checking, that doesn't make much sense to me in movement." Exactly. Basically, I need to add a boolean argument to that method so that my gun can drop points and my movement doesn't have to. After all, few if any enemies will be doing such culling, so not doing so with movement data will be a closer approximation to the enemy's view of the situation.