This study introduces a novel empirical formula elucidating the relationship between the prime-counting function π(x) and the independent variable x . The formula manifests as a highly coupled implicit transcendental equation: x+π(x)=π(x)ln(x-π(x)) . Given that this transcendental equation defies a direct explicit algebraic solution within elementary frameworks, this paper investigates its properties from the dual dimensions of numerical verification and asymptotic analysis. In terms of numerical verification, high-precision root-finding is performed utilizing the fixed-point iteration method and the Newton-Raphson algorithm via the Wolfram Alpha computational engine. Numerical tests spanning finite to ultra-large scales (x=10¹~10²⁹) demonstrate a robust and high-intensity asymptotic fitting between the numerical roots and the actual number of primes. In terms of theoretical analysis, by employing logarithmic extraction, Taylor series expansion, and Big O notation for error terms, this study rigorously proves that the implicit transcendental equation is asymptotically equivalent to Gauss’s celebrated second-order refinement of the Prime Number Theorem, π(x)~x/(lnx-1) , in the limit as x→∞ . Furthermore, an infinite geometric series expansion of Gauss’s classical formula reveals a profound structural similarity to the proposed model, further unveiling the convergent law wherein disparate algebraic expressions for prime distribution ultimately converge to a similar series form. This research successfully establishes a structurally minimalist, self-consistent algebraic framework with dynamic feedback behavior for prime approximation, offering valuable insights for future explorations into transcendental number theory tools and generalized implicit function analysis. Keywords: Prime Distribution, Implicit Transcendental Equation, Second-Order Refinement of PNT, Numerical Root-Finding, Asymptotic Equivalence
CHIAO CHI SHIH (Mon,) studied this question.