This work documents a system that ensures repeatable outputs in offline environments, highlighting its deterministic design.
This work documents the continued development of SpiralHelios, a fully deterministic, executable, and offline alphabet–geometric processing system. The present version preserves full continuity with the previously published SpiralHelios Core and extends the work by formally introducing the ROM architectural layer, which defines a deterministic and auditable framework for the canonical encoding of established scientific knowledge. The SpiralHelios Core operates without training data, without probabilistic learning, and without cloud or network dependencies. Its execution is experimentally demonstrated on consumer mobile hardware under a strictly offline environment. Measured outputs include deterministic vector norm–based energy, energy density per symbol, and execution latency, confirming repeatable and reproducible behavior. The ROM described in this work is presented as an architecture only and has not yet been implemented as an executable system. The provided experimental evidence documents exclusively the operation of the deterministic core, which serves as the execution substrate for the future ROM. This work does not present a theoretical hypothesis or a trained model. It documents a deterministic executable core system and a formally defined knowledge architecture whose operation and guarantees are explicitly stated and measurable. Author:Christos Baltas (PH-GAIOS) ORCID:https://orcid.org/0009-0000-9743-3678 Contact:info@spiral-code.com Zenodo Community:https://zenodo.org/communities/spiral-code-energy/
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Christos Baltas (2026) studied this question.
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