RTK filtering cuts Bash tool output tokens by over 70% with DeepSeek
Tool output noise is an overlooked cost driver in agent workflows, and filtering it compounds with cheap-model pricing instead of replacing it. Developers running shell-heavy agents on metered APIs can apply the same RTK layer to cut context bloat without changing models. The 70% figure gives a concrete benchmark for judging whether similar filters pay off in your own stack.
