The Local Data Regeneration Paradigm

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Ontological Shift from Data Transmission to Synchronous State Discovery

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Abstract

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

Published: October 4, 2025
Status: Theoretical Research

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⚠️ Legal Disclaimer & Research Status

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

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Publication Details

Detail	Information
Title	The Local Data Regeneration Paradigm
DOI	10.5281/zenodo.17264327
Published	October 4, 2025
License	Creative Commons Attribution 4.0 International
Author	Alexander Suvorov
ORCID	0009-0006-3427-9611
Type	Theoretical Research

Download & Access

Format	Link
📄 PDF Download	Download from Zenodo
📖 Read Online	Zenodo Record
💻 Source Code	GitHub Repository
📰 Article	dev.to Technical Deep Dive

Author Information

Contact	Information
Name	Alexander Suvorov
Website	alexander-suvorov.ru
GitHub	smartlegionlab
Email	smartlegionlab@gmail.com
ORCID	0009-0006-3427-9611

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Foundational Postulates

From	To
Data as Transferable Object	Data as System State
Data Transmission	Synchronous Local Regeneration
Information Transfer	Pointer 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

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Connected Research

Pointer-Based Security Paradigm

Architectural Application of Regeneration Principles

• Paper: Zenodo
• Code: GitHub Repository

Position-Candidate-Hypothesis (PCH) Paradigm

Position-Candidate-Hypothesis (PCH) is a theoretical paradigm for structural-statistical analysis of NP-complete problems.

• Paper: Zenodo
• Code: GitHub Repository

Deterministic Game Engine

Experimental Validation of Theoretical Framework

• Paper: Zenodo
• Code: GitHub Repository

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Practical Implementation

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

Component	Description	Cross-Platform
smartpasslib	Core Python library	Python
smartpasslib-js	JavaScript implementation	JS
smartpasslib-kotlin	Kotlin implementation	Kotlin
smartpasslib-go	Go implementation	Go
smartpasslib-csharp	C# implementation	C#
Desktop Manager	Desktop application	Linux
Desktop Manager (C#)	Desktop application	Windows
CLI PassMan	Console password manager	Cross-platform
CLI PassGen	Console password generator	Cross-platform
Web Manager	Web interface	Any browser
Android Manager	Mobile application	Android

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Cross-Platform Compatibility

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

Platform	Implementation
Python	smartpasslib
JavaScript	smartpasslib-js
Kotlin	smartpasslib-kotlin
Go	smartpasslib-go
C#	smartpasslib-csharp
Web	Web Manager
Android	Android Manager
Desktop	Desktop Manager
CLI	CLI PassMan / CLI PassGen

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• Smart Babylon Library - A deterministic infinite library generator inspired by Borges' "The Library of Babel". Generate unique, deterministic books and pages based on coordinate systems without storing any data.
• Babylonian Image Library - A deterministic infinite image library generator inspired by Borges' 'The Library of Babel'. Generate unique, deterministic images based on coordinate systems without storing image data.

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Citation

@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},
}

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License

This research paper and all accompanying documents are licensed under Creative Commons Attribution 4.0 International.

Copyright

Copyright © 2025 Alexander Suvorov. Licensed under Creative Commons Attribution 4.0 International.

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"Sometimes the most efficient communication occurs not through better transmission, but through eliminating the need to transmit."