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実測値:意思決定の復元率は未使用時の43%に対し100%を記録。圧縮率99.94%(46 MB → 35 kB)。

A three-layer recall pipeline (L1+L2+L3) reconstructs context even after long gaps. In measured tests it recovered 100% of prior decisions versus 43% without it, while compressing a 46 MB session into 35 kB of working context — lower token cost, lower latency, nothing important lost.