Function run_static_best 

pub fn run_static_best(noise_amp: f64, seed: u64) -> (usize, f64)

The best fixed arm in hindsight and its total reward.

For each arm, the total reward if that arm were used every round under this seed’s noise; returns the best (arm_index, total). This is the strongest static baseline — it already knows the single best constant choice.