prefix caching in llama.cpp for Phi

[mangoquill]

This keeps coming up in conversation so I figured I'd start a thread.

The more I work with local setups, the more it seems like tail latency decides everything downstream.

Maybe obvious to some of you, but it clicked for me this week.

For context, I'm not chasing leaderboard numbers. I mostly want the system to feel consistent day to day.