guest@muteeullah ~ $ ls ~/blog
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I benchmarked two agent token-compression tools on real data — the higher ratio was a trap
RTK vs headroom on real coding-agent tool output. The biggest per-command compression ratios came from throwing answers away — and stacking both tools made parity worse, not better. A parity-first way to decide what to run.