With prompt caching on, a stable prefix bills at a fraction of base input, so the tokens you change cost far more than the tokens you keep. Trimming context can raise the actual bill and tank task success — measure success-adjusted billed cost instead of raw token count.
Optimize the Bill, Not the Token Count — Caching Can Make Compression Backfire
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