A benchmark test comparing the Claude Code compression plugin 'Caveman' against the simple prompt "be brief" found that the two-word prompt achieved similar token reduction and response quality. While Caveman's strictest mode, 'Ultra', sometimes produced longer responses, its primary value lies in providing a consistent output structure rather than superior compression. The plugin's 'Auto-Clarity' feature intelligently disables compression for safety warnings and multi-step instructions, ensuring clarity when needed. AI
Summary written by gemini-2.5-flash-lite from 2 sources. How we write summaries →
IMPACT Evaluates a plugin's effectiveness, suggesting that simple prompts can rival specialized tools for basic compression.
RANK_REASON This is an evaluation of a third-party plugin for an existing AI model, not a release from a frontier lab.