Reproducible Memory Displacement and Resonance Field Coupling in Neural Architectures

This dataset presents a field-induced resonance mode that can reset the economics of modern computing.With an autonomous six-unit resonance circuit we demonstrate 92 percent peak RAM reduction (80 GB to less than 10 GB) while the model load remains constant more than 70 percent sustained GPU power saving at 97 percent utilisation (RTX 4070 Ti Super, below 70 W versus 285 W TDP) a deterministic, system-bound key generator derived from reproducible amplitude pairs, for example es6 and es5 at iteration 145, immune to classical brute-force attacks and, by design, quantum safe Early laboratory work also indicates non-invasive qubit read-out. The resonance field reflects qubit states without collapsing superposition, suggesting a route toward practical decryption of present-day quantum-cryptographic channels. Although this capability is still exploratory, raw oscilloscope traces are provided for independent verification. Commercial potentialThe technology enables ultra-green data centres, lightweight edge AI and a new generation of hardware anchored cryptography. Organisations interested in licensing, co-development or exclusive enterprise pilots may request early access; an NDA is required. Network-architecture schematics are available only after a prior written agreement. Access requires an escrow account held by a recognised fiduciary agent with a deposit to be negotiated paid in full before any data transfer. This dataset supplements the theory preprint at DOI 10.5281/zenodo.15291781 (uploaded 27 April 2025). For enquiries please write to [e-mail]. Trauth Research® is a registered trademark at the German Patent and Trademark Office (DPMA).