Novel architecture demonstrates effective data retrieval in engineering systems, suggesting significant efficiency improvements.
This paper presents the 4-Byte Deterministic Coordinate Matrix — a novel data compression and retrieval architecture that replaces speculative sequential search operations with fixed spatial indexing. The system encodes semantic meaning as a 3-component coordinate frame [Action][Group][Intensity] transmitted as a 4- byte binary packet, achieving a measured 98% reduction in transmission data footprint compared to standard JSON representations. Furthermore, this architecture is extended to physical cyber-physical engineering pipelines via a parametric design matrix. We demonstrate a working industrial automation script engine that evaluates real-world structural load weights, vehicle limits, and component spacing arrays synchronously, outputting compiled AutoCAD vector scripts directly from localized state tables without cloud dependency. Five related provisional USPTO patent applications were filed in November 2025 establishing legal priority timelines.
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Dale et al. (2026) studied this question.
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