Token Saver Adaptive Ratio Computes adaptive skeleton ratio based on corpus token count for context compression. Purpose This skill provides the function that determines the optimal compression ratio based on the size of the context corpus: - <8K tokens : Returns 0.8 (keep 80% of content) - 8-32K tokens : Returns 0.5 (keep 50% of content) - 32-100K tokens : Returns 0.2 (keep 20% of content) - 100K tokens : Returns 0.1 (keep 10% of content) Usage When to Use - Before running context compression to determine the target compression ratio - When estimating token budget for large file reads - As p…