Reproducible Memory Displacement and Resonance Field Coupling in Neural Architectures

 

My new 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 potential
The 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.

🔗 Read on Zenodo

www.Trauth-Research.com