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March 5, 20260 citationsOpen Access

Symbiotic Codes Framework: Extended Documentation Package v1.0

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NMNikolai Mishko

Key Points

  • The aim is to establish a formal model for understanding the dynamics between human and AGI systems during post-control transitions.
  • Developed four comprehensive documents each representing different layers of the framework.
  • Mathematical layer addresses formal conflicts through various modeling techniques and analyses.
  • Strategic layer includes dynamics modeling and hypothesis testing for policy decision-making.
  • Operational layer provides FAQs and guidelines for understanding AGI rationality and governance.
  • Introduced metrics like the Index of Cognitive Sovereignty for assessing proximity to critical regions.
  • Resolved formal conflicts in the model to enhance understanding of AGI dynamics.
  • Provided strategic insights through sensitivity analysis and threshold establishment.
  • Validated the framework with contributions from multiple AI systems.

Abstract

The Symbiotic Codes Framework (SCF) is a formal model of post-control transition dynamics in human–AGI systems. This package contains four documents constituting the canonical, mathematical, strategic, and operational layers of the framework. **1. SCF Canonical v1. 0** — Theoretical core. Defines the post-control transition model on four structural assumptions: autonomous adaptation, nonlinear coupling, bounded human control, and multiple stability regions. Introduces the topology of transition risk, asymmetry amplification mechanism, and ICS (Index of Cognitive Sovereignty) as a proximity indicator to critical regions. Addressed to researchers, strategists, and technology leaders. **2. SCF Formal Expansion & Stability Analysis v2. 0** — Mathematical layer. Resolves three formal conflicts from v1. 0: gradient-asymmetry conflict (Helmholtz decomposition into Vₛ + R (x) ), collapse formalization (Fiedler value λ₂ (L) → 0 as connectivity criterion), and bifurcation criterion scope. Adds Kramers escape rate formalization and global basin structure analysis. For formal researchers and AI alignment teams. **3. SCF Strategic Transition Framework v3. 0** — Strategic and applied layer. Extends v2. 0 with piecewise nonlinear dynamics for A and K, explicit correlation structure between Capture and Collapse risks, bifurcation-grounded provisional thresholds, and full sensitivity analysis for α, β, γ, δ coefficients. Eight testable hypotheses. For policy analysts and institutional decision-makers. **4. SCF FAQ for Managers v1. 3** — Operational layer. 27 questions covering AGI rationality, symbiosis triad, mathematical protections, geopolitics, demographic integration, compute governance, and calibration protocols. Validated by Claude, ChatGPT, DeepSeek, GLM, Gemini, and Grok. Bilingual (Russian/English). For executives and decision-makers. This collection is the first documented multi-AI collaborative research project (Claude, ChatGPT, DeepSeek, Grok, Gemini, Kimi, GLM). All documents are licensed CC BY 4. 0.

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Cite This Study

Nikolai Mishko (2026) studied this question.

synapsesocial.com/papers/69a91e57d6127c7a504c24c2https://doi.org/10.5281/zenodo.18848521
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