An RSI-inspired, harness-layer approach that scales auto-research loops across many environments to discover four transferable harness mechanisms (action execution, context compaction, observation handling, delegated reading), matching the Pi harness’s performance on a 51-task benchmark while cutting token traffic 44.7-49.0% and API cost by about a third.