Input redundancy pruning — drop repeated/redundant tokens before they reach the model. Trim verbose logs, duplicated warnings, whole-file pastes, and noise around the real signal so you pay for the signal you need, not the boilerplate around it. Token-saving layer ② (RTK = Rust Token Killer strategy).