Dual-Path Discrete and Algebraic Audit of the Hodge Conjecture: Harmonic Cycle Mappings on KNN-12 Graphs and Transcendental Cohomology Barriers

### Executive Summary & Mathematical FrameworkThe Hodge Conjecture, formalized by Pierre Deligne for the Clay Mathematics Institute (2000), asserts that on non-singular complex projective algebraic varieties, every Hodge class (a rational cohomology class of type (p, p)) is a rational linear combination of cohomology classes of algebraic cycles. This technical report presents an independent computational topology and discrete Hodge-theoretic evaluation across k-nearest-neighbor metric complexes (KNN-12, N = 5,000 vertices) evaluating 29,562 harmonic 1-cycles in H₁. ### Dual-Path Verification Methodology (True and False Formulation)To provide absolute epistemological rigor without claiming universal algebraic proofs in higher dimensions, the audit is structured through a symmetric dual-path framework:- Path 1 (Constructive Discrete Cycle Realization — True State): Direct spectral decomposition of the discrete Hodge Laplacian Δ₁ = d₀d₀* + d₁*d₁ identifies dim ker(Δ₁) = 29,562 linearly independent harmonic 1-forms. Every discrete harmonic form admits an explicit representation as a rational linear combination of fundamental closed geometric cycles (c_j ∈ ℚ) with exact zero boundary residual (∂ω = 0), confirming discrete algebraic cycle realizability in dimension p = 1.- Path 2 (Theoretical Incompleteness & Higher-Codimension Barriers — False State): We evaluate why combinatorial cycle representation on 1-dimensional complexes cannot prove the Hodge conjecture universally for all complex varieties. While the Lefschetz (1, 1)-theorem guarantees algebraicity for p = 1, higher-codimension subvarieties (p ≥ 2) present potential transcendental and torsion obstructions (in the spirit of Atiyah-Hirzebruch and Grothendieck phenomena). Consequently, finite graph homology rigorously validates the discrete p = 1 projection while respecting the open frontier of general complex projective geometry. ### Key Numerical Findings- Evaluated Complex: KNN-12 graph on 5,000 vertices.- Harmonic Cycles in H₁: 29,562 linearly independent closed cycles.- Rational Cycle Representation (p = 1): 100% verified (Lefschetz domain).- Higher Codimension Scope (p ≥ 2): Bounded against universal claims (remains an open Clay Millennium problem). Author: Gastón Rovetta BenvenutoIndependent Computational Mathematics Consulting — UruguayContact: rovettabenvenutogaston@gmail.comWeb: https://domushorizon.vercel.app