The Local Data Regeneration Paradigm

Ontological Shift from Data Transmission to Synchronous State Discovery

Fundamental theoretical work proposing an alternative to classical information transmission, where data is regenerated locally through synchronized computation rather than physically transferred.

Research Paradigm Information Theory Security Theoretical CS

Abstract — This work introduces the Local Data Regeneration Paradigm, which challenges the fundamental Shannonian model of information transmission. We propose an ontological shift where data is understood not as objects to be transferred, but as states reached by deterministic systems through synchronous application of shared algorithms to coordinated pointers. Communication is redefined as pointer coordination rather than content transmission. The paradigm is formalized through three foundational postulates, with analysis of applicability domains and fundamental implications for information theory and computer science.

Published: October 4, 2025 · Status: Theoretical Research

DetailInformation
TitleThe Local Data Regeneration Paradigm
DOI10.5281/zenodo.17264327
PublishedOctober 4, 2025
LicenseCreative Commons Attribution 4.0 International
AuthorAlexander Suvorov
ORCID0009-0006-3427-9611
TypeTheoretical Research

FromTo
Data as Transferable ObjectData as System State
Data TransmissionSynchronous Local Regeneration
Information TransferPointer Synchronization

Detailed Postulates:

  • 1. Data as System State
    Information understood as computational state rather than transferable object
  • 2. Synchronous Local Regeneration
    Identical states reached through shared algorithms: D = F(S, P)
  • 3. Communication as Pointer Synchronization
    Coordination of discovery coordinates rather than data transmission

The Local Data Regeneration Paradigm has been implemented in the Smart Password Ecosystem:

ComponentDescriptionPlatform
smartpasslibCore Python libraryPython
smartpasslib-jsJavaScript implementationJS
smartpasslib-kotlinKotlin implementationKotlin
smartpasslib-goGo implementationGo
smartpasslib-csharpC# implementationC#
Desktop ManagerDesktop applicationLinux
Desktop Manager (C#)Desktop applicationWindows
CLI PassManConsole password managerCross-platform
CLI PassGenConsole password generatorCross-platform
Web ManagerWeb interfaceAny browser
Android ManagerMobile applicationAndroid

The paradigm's practical implementation produces identical passwords across all platforms:

Pointer-Based Security Paradigm

Architectural Application of Regeneration Principles

Position-Candidate-Hypothesis (PCH) Paradigm

A theoretical paradigm for structural-statistical analysis of NP-complete problems

Deterministic Game Engine

Experimental Validation of Theoretical Framework

@misc{suvorov_2025_17264327,
  author       = {Suvorov, Alexander},
  title        = {The Local Data Regeneration Paradigm: Ontological
                   Shift from Data Transmission to Synchronous State
                   Discovery},
  month        = oct,
  year         = 2025,
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.17264327},
  url          = {https://doi.org/10.5281/zenodo.17264327},
}

ACADEMIC RESEARCH — NOT FOR PRACTICAL USE

This is theoretical research, not production software.

Warning: This work is for academic discussion only. Do not use in production systems.

Full academic disclaimer: See DISCLAIMER.md

License: Creative Commons Attribution 4.0 International