EXACT CLAIM Fix a,b>0, 00, then H>0. If X=Y=0, then H=0 and Q>=F(1+log 2)>0. Consequently, for each fixed allowed parameter choice there exists t_0 in (0,t_phys] such that EPnI is strict for every 0, the input basis vectors transform as |00> -> |00>, |10> -> sqrt(p)|10>-sqrt(q)|01>, |01> -> sqrt(q)|10>+sqrt(p)|01>, |11> -> sqrt(2pq)|20>+(p-q)|11>-sqrt(2pq)|02>. This fixes the phase convention and shows that the retained output has exactly support in |0>,|1>,|2>; there is no discarded photon-number tail. Define m=pa+qb+2sqrt(pq)R, k=2pqab, u=sqrt(p)x+sqrt(q)y, v=2q sqrt(p)b x+2p sqrt(q)a y, w=sqrt(2pq)xy, h=sqrt(2pq)(sqrt(q)b x+sqrt(p)a y). Taking the complementary partial trace gives the exact matrix rho_C(t)= [[1-mt+kt², u sqrt(t)-v t^(3/2), w t], [conj(u)sqrt(t)-conj(v)t^(3/2), mt-2kt², h t^(3/2)], [conj(w)t, conj(h)t^(3/2), kt²]]. In particular, m-|u|²=d>0. 2. Output eigenvalues. Put U=|u|², W=|w|² and T=-k+2Re(conj(u)v)-(m+d)U-W. The eigenvalue near one is lambda_0=1-dt-Tt²+O(t³). For completeness, its Schur-complement equation, expanded through t², is lambda_0=1-mt+kt²+U t+[ -2Re(conj(u)v)+(m+d)U+W ]t²+O(t³), which proves the formula. For an eigenvalue of order t², eliminate the vacuum component. The resulting two-by-two Schur complement has leading entries [[d t+O(t²), (h-conj(u)w)t^(3/2)+O(t^(5/2))], [(conj(h)-u conj(w))t^(3/2)+O(t^(5/2)), (k-W)t²+O(t³)]]. Consequently the smaller eigenvalue is F t²+O(t³), where initially F=k-W-|h-conj(u)w|²/d. The following exact identities identify this number and establish its positivity: h-conj(u)w=sqrt(2pq)(sqrt(q)B x+sqrt(p)A y), k-W=2pq(AB+AY+BX), d(AB+AY+BX)-|sqrt(q)B x+sqrt(p)A y|²=AB(d+J). Thus F=2pqAB(1+J/d)>0. Using the trace, the other small eigenvalue is lambda_1=d t+(T-F)t²+O(t³), while lambda_2=F t²+O(t³). These expansions have the stated integer-power remainders: the characteristic polynomial of the displayed exact matrix has coefficients polynomial in t. Its simple root at lambda=1 is analytic in t. After factoring out that root, the quadratic for the remaining roots has discriminant d²t²+O(t³). Since d>0, its square root for positive t is t times an analytic function near zero. Both remaining eigenvalues therefore have convergent integer-power expansions near zero. The Schur-complement computation determines their displayed coefficients. 3. Controlled entropy inversion. We establish a general expansion used for both output and inputs. Suppose a finite-rank state's only small nonzero eigenvalues are lambda_1=d t+e t²+O(t³), lambda_2=f t²+O(t³), with d,f>0, and the other eigenvalue is 1-lambda_1-lambda_2. Write L=log(1/t). Expanding each entropy contribution gives S=d t(L+1-log d)+t²[(e+2f)L-e log d+f(1-log f)-d²/2]+O(t³L). The same formula holds with f=0 when lambda_2 is absent, interpreting f log f as zero. Since g(z)=z(1-log z)+z²/2+O(z³), define z_*(t)=d t+(e+2f)t²+[f(1-log(f/d²))-d²]t²/L, again interpreting the f term as zero when f=0. Direct substitution shows g(z_*)-S=o(t²). Also g^{-1}(S)/(dt) tends to one: for every fixed epsilon in (0,d), comparison with g((d-epsilon)t) and g((d+epsilon)t) brackets the inverse for all sufficiently small t. Hence g'(z)=log(1+1/z) is asymptotic to L throughout the interval between z_* and g^{-1}(S). The mean value theorem now gives g^{-1}(S)=d t+(e+2f)t²+[f(1-log(f/d²))-d²]t²/L+o(t²/L). This proves the needed error control, rather than merely formally inverting a leading entropy term. For input A, its determinant t(A-a²t) implies that its smaller eigenvalue is A t+E_A t²+O(t³), where E_A=A²-a²=-2AX-X². Likewise E_B=B²-b²=-2BY-Y². Applying the inversion formula gives g^{-1}(S(rho_A))=A t+E_A t²-A²t²/L+o(t²/L), g^{-1}(S(rho_B))=B t+E_B t²-B²t²/L+o(t²/L). For the output take e=T-F and f=F to obtain g^{-1}(S(rho_C))=d t+(T+F)t²+[F(1-log(F/d²))-d²]t²/L+o(t²/L). Subtracting the weighted input expressions cancels the order-t term. The coefficient of t²/L is exactly Q=pA²+qB²-d²+F(1-log(F/d²))=pq(A-B)²+F(1-log(F/d²)). 4. Simplifying the leading coefficient and determining its sign. The coefficient of t² is H=T+F-pE_A-qE_B. To verify its advertised expression explicitly, set U_0=pX+qY and Z=2sqrt(pq)R, so U=U_0+Z and m=d+U. Expansion of the definitions gives 2Re(conj(u)v)=4pq(bX+aY)+2(d+U_0)Z, T=-2pqAB+2pq(AY+BX)+4pqXY-2dU_0-U_0²-4pqR². Substituting E_A,E_B then yields H=F-2pqAB+pq[2AX+2BY+(X+Y)²-4R²] =pq[2AX+2BY+(X+Y)²-4R²+2ABJ/d]. Since R²<=XY, (X+Y)²-4R² >= (X-Y)² >= 0. Also J>=0 and A,B,p,q,d>0. Therefore H>=2pq(AX+BY)>0 whenever X+Y>0. For such parameters the gap divided by t² tends to H, regardless of the sign of Q. If X=Y=0, then J=H=0, A=a, B=b, and F=2pqab. The exact inequality d²-4pqab=(pa-qb)²>=0 implies F/d²<=1/2. Thus Q=pq(a-b)²+F[1-log(F/d²)] >= F(1+log 2)>0. In this case the gap divided by t²/L tends to Q. In both cases the asserted strict inequality for sufficiently small positive t follows. This completes the proof for exactly the stated parameter family. REMAINING GAP The full EPnI for arbitrary independent finite-energy inputs remains unresolved. This result covers only a fixed-parameter one-mode vacuum/one-photon boundary family with strictly positive residual slopes A and B. It does not cover the saturated boundaries A=0 or B=0, parameters varying with t, nonperturbative inputs, or multimode correlations. The physical t interval is explicit, but the eventual EPnI threshold is not quantified uniformly.