What question did this study set out to answer?

The aim is to establish a formal model for understanding the dynamics between human and AGI systems during post-control transitions.

March 5, 2026Open Access

Symbiotic Codes Framework: Extended Documentation Package v1.0

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 (Tue,) studied this question.

synapsesocial.com/papers/69a91e57d6127c7a504c24c2 https://doi.org/https://doi.org/10.5281/zenodo.18848521

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