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V133 verified mathematical evidence residual - #18

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heathsanchez wants to merge 3 commits into
agent/v132-nested-applicability-gatefrom
agent/v133-verified-math-evidence
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V133 verified mathematical evidence residual#18
heathsanchez wants to merge 3 commits into
agent/v132-nested-applicability-gatefrom
agent/v133-verified-math-evidence

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Constraint-derived follow-up after V132 closes ordinary runtime-visible applicability/routing. V133 tests a genuinely new sample-local observable: independently verifying explicit arithmetic tutor-question → student-answer pairs rather than relying on tutor feedback or semantic text. Frozen control rotates numeric answers within session while preserving marginals. Outer validation remains untouched; residual fitting uses inner-OOF V97 only. No feature/threshold sweep.

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