SWE-BENCH

LivePlan monitors SWE-agent runs and calls an advisor LLM only on drift, raising resolution rates up to 15.2 points for an extra $0.08 per instance.

SWE-Pruner Pro prunes coding-agent tool outputs inside the runtime before they become next-turn context. What it does, its limits, and the pattern to copy.