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V131 deployable crowding-gated tutor uptake - #16

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heathsanchez wants to merge 4 commits into
agent/v121-cache-batch2from
agent/v131-crowding-gated-uptake-v2
Draft

V131 deployable crowding-gated tutor uptake#16
heathsanchez wants to merge 4 commits into
agent/v121-cache-batch2from
agent/v131-crowding-gated-uptake-v2

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@heathsanchez

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Constraint-derived follow-up to V129. V129 was globally harmful but improved label-defined hard collisions and beat within-session rotated replies there. V131 removes the non-deployable opposite-label clause: gate-positive means another row with the same objective has V97 within 0.01. Apply frozen uptake correction only inside that label-free crowded region and leave V97 unchanged elsewhere; compare against identically gated rotated-reply control. No sweep.

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