Board 2 of 3

Memory Lift

Is the memory system earning its place? Lift is Em against the same model at the same effort running vendor-native, on the same corpus. A memory system that costs more than it returns shows a negative lift, and a configuration with no matched baseline shows nothing at all rather than a flattering zero.

Memory lift

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#ModelMemoryEffortLift (Em)EmCostCtx tokRunsCorpus
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How this is scored

Unit
Effective Minutes (Em) — quality-adjusted minutes of expert work replaced.
Lift
Em(rig) minus Em(same model, same effort, vendor-native) within the same surface and corpus. Null when no matched baseline exists — never zero. A positive lift on "None" means the bare model beat having the whole corpus in context, which is a real result at large corpus sizes, not an error.
Anchors
T_human anchors are PROVISIONAL expert estimates, not panel-measured.