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70bf9e41fe
Measured cross-subject PCK vs N training subjects: 4->8 = +21pts, but 24->32 = +0.45pt. Saturates ~64%, ~19pt below in-domain. Correction to 'more data': subject-count returns vanish past ~16-20; the residual is device/room/protocol shift. Re-scope phase-1 capture around DIVERSITY (rooms/devices/protocols) + few-shot target adaptation, not headcount. Co-Authored-By: claude-flow <ruv@ruv.net>