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MathlibNt.SieveTheory.Distribution.LiuPan.LiuPanCofactorMass

Independent reciprocal-totient mass API for the cofactor payment in Pan (2.6). This is a COARSE TWO-LOG bound, not the printed one-log estimate. It reuses production's finite divisor/harmonic proof, with no new Mertens analysis.

Existing finite divisor estimate, made uniform in the ambient cutoff. Both D=0 and D=1 are included; no logarithm monotonicity at zero is needed.

theorem AnalyticNumberTheory.LargeSieve.PanCofactor.exists_reciprocal_totient_mass_le_log_sq :
∃ (C : ), 0 < C ∀ (N D : ), D NmFinset.Icc 1 D, (↑m.totient)⁻¹ C * (1 + Real.log N) ^ 2

A single constant chosen BEFORE N and D, valid even at N=0/1. The exponent 2 is intentional and must not be reported as Pan's exact log.