AFB-Net introduces a novel computing architecture based on analog frequency interference.Built from the ground up to challenge classical and quantum systems, AFB-Net enables deterministic, real-world ready computation through direct field-based calculation. Unlike classical digital logic or quantum superposition, AFB-Net operates via resonance dynamics in a low-level scalar field using frequency-coded interactions to perform ultra-efficient, fault-tolerant calculations at extreme numerical scale. Its architecture is designed to be fully deterministic, scalable, and transparent. This paper presents the latest results and extended validation benchmarks of AFB-Net. Tested on φ (phi), π (pi), complex formulas, semiprimes, and composite root reconstructions, the system demonstrates linear scalability, high-speed parsing, and full-digit deterministic integrity with validated tasks exceeding 1,000,000,000 digits. New highlights include 64-digit (~212-bit) semiprime factorizations, full validation of 160 million φ digits, and deterministic complex formula parsing with over 2 million digits per second throughput all on a single CPU core. AFB-Net operates across hierarchical logic layers from direct field-state reactions to abstract symbolic evaluations all within the same computational substrate. Certain architectural mechanisms remain protected. Patent protected. Exact system parameters and field configuration secured.Available only under NDA for serious collaboration. Previous paper: https://zenodo.org/records/15213182 Contact: mindstylah@gmail.comTwitter: @VellingaJoel