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DarkSignal v0.1.0

Capacity ladders · ringed point = most flexible setting

The frontier: removal against retention.

Each method was swept along its own capacity ladder — penalty, components, depth, width, bottleneck — from no correction to clearly over-flexible. A good corrector reaches the top-right corner: all contamination removed, all clean signal kept. The oracle sits there; nothing realisable should.

Frontier explorer

Simulation canonical world (medium SNR, linear contamination). The ladders were swept at three values of ρ; the SNR and contamination-type dimensions are compared on the benchmark page rather than re-swept here.

    How to read it

    With clean transfer on the y-axis, a vertical drop is erasure the method chose; the linear family runs along the top because it only removes what the templates span. Switch to total transfer and every curve is capped by the degeneracy line 1 − ρ² — the part of the loss no template-based method can avoid.