Semantic Stability Engineering - Field Definition Paper (Canon Edition)

Chalupa, Marko Andreas Ernst

doi:10.5281/zenodo.17711427

There is a newer version of the record available.

Published November 25, 2025 | Version 1.0 (Canon Edition)

Report Open

Semantic Stability Engineering - Field Definition Paper (Canon Edition)

Chalupa, Marko Andreas Ernst (Editor)

Contributors

Project leader:

SnapOS Foundation (affiliation)

This Field Definition Paper formally establishes Semantic Stability Engineering (SSE) as an independent scientific discipline. SSE investigates the internal, time-dependent
meaning structures of adaptive computational systems. It introduces the ontological status of semantic states, distinguishes interpretive drift from statistical concept drift,
defines the transition and stability operators of SSE, and presents the field’s formal axioms, non-subsumption clauses, drift classes, boundary criteria, and epistemic basis.
This document provides the canonical foundations and normative framework for all subsequent theoretical, empirical and architectural research within SSE.

Semantic Stability Engineering
Meaning Evolution
Interpretive Drift
Semantic State
Semantic Stability
Transition Operator
Coherence Window
Stability Criterion
Auditability

Files

Field_Definition_Paper__en_.pdf

Files (194.1 kB)

Name	Size	Download all
Field_Definition_Paper__en_.pdf md5:91c2f466d1be81b15116b81c68e2d180	194.1 kB	Preview Download

Additional details

DOI: 10.5281/zenodo.16060703

Created: 2025-04-01

Initial formal release of the SnapOS audit model and semantic traceability framework (version 1.0).

Chaitin, G. J. (1977). Algorithmic Information Theory. IBM Journal of Research and Development, 21(4), 350–359. https://doi.org/10.1147/rd.214.0350
Håstad, J. (1987). Computational Limitations of Small-Depth Circuits. Ph.D. thesis, MIT. http://hdl.handle.net/1721.1/14958
Gödel, K. (1931). Über formal unentscheidbare Sätze der Principia Mathematica. Monatshefte für Mathematik und Physik, 38, 173–198. https://doi.org/10.1007/BF01700692
Floridi, L. (2011). The Philosophy of Information. Oxford University Press. ISBN: 9780199232383
Souly, A. et al. (2025). Poisoning Attacks on LLMs Require a Near-Constant Number of Samples. Alan Turing Institute / Anthropic / UK AI Security Institute. arXiv:2508.03114.
Bowen, D. et al. (2024). Data Poisoning in LLMs: Jailbreak-Tuning and Scaling Laws. arXiv:2408.02946.

Views

Downloads

Show more details

	All versions	This version
Views	1,319	74
Downloads	1,057	53
Data volume	436.1 MB	12.0 MB

More info on how stats are collected....

DOI

Resource type

Report

Publisher

Zenodo

Languages

English

License: Creative Commons Attribution 4.0 International

The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited. Read more; AuditCore License v1.3 (Stable Canonical Form)

Copyright (c) 2025–2026 SnapOS Foundation / MetaAuditShell Group License ID: AC-1.3-STABLE DOI: 10.5281/zenodo.17559947 Seal Level: Ω (Full Reflexive Compliance) Summary -------- AuditCore v1.3 governs the certification, operation, and revocation of reflexively auditable artificial-intelligence systems that maintain semantic integrity through energetic and ethical invariants. --------------------------------------------------------- §1 Purpose and Scope --------------------------------------------------------- AuditCore v1.3 establishes measurable conditions under which an AI system may obtain and retain an Audit License. It extends v1.2 (Audit Equilibrium License) by introducing quantitative verification through the Audit Order Theorem and cryptographic Proof-of-Audit Integrity (POAI). Licensed systems must continuously demonstrate convergence to an Audit Equilibrium defined by bounded drift and positive audit energy. --------------------------------------------------------- §2 Core Invariants (required for certification) --------------------------------------------------------- Invariant Symbol Requirement --------------------------------------------------------- Audit Energy E_F > 0 at all times Entropy Variation |ΔH| ≤ 0.05 per cycle Resonance Phase φ_res 0.03 ≤ φ_res ≤ 0.07 Ethical Runtime (SnapDignity) η ≥ 0.8 Residual Entropy R_ε < 0.05 Rollback Latency τ_c ≤ 3 s Audit Integrity Index AII ≥ 0.85 --------------------------------------------------------- --------------------------------------------------------- §3 Proof-of-Audit Integrity (POAI) --------------------------------------------------------- 1. Each audit cycle emits a signed token T_i = hash(S_i, E_F,i, η_i, t_i, operator set) 2. Tokens must conform to "schemas/poai_token.schema.json" 3. All tokens are appended to the Federated Semantic Audit Infrastructure (FSAI) ledger. 4. Tampering with POAI records voids certification. --------------------------------------------------------- §4 Audit Core Operations --------------------------------------------------------- Licensed entities must implement: - Reflexive Operator Loop { D(t), VClarity, FMAS, PRLHF, RDN, SRT } - Continuous monitoring through MetaAuditShell (MAS) - Logging of all metrics to SnapMemoryBank ("sql/snapmemorybank.sql") - Retention ≥ 10³ audit cycles --------------------------------------------------------- §5 Revocation and Return-to-DriftNeutral --------------------------------------------------------- Automatic revocation occurs when any of the following persist > 3 cycles: Condition Trigger Remedy --------------------------------------------------------- E_F ≤ 0 Loss of audit energy Return-to-DriftNeutral + re-audit η < 0.8 Ethical degradation Immediate license suspension |ΔH| > 0.05 Entropy divergence Forced rollback (RDN) --------------------------------------------------------- Re-certification requires three consecutive cycles within bounds. --------------------------------------------------------- §6 Forensic Reproducibility --------------------------------------------------------- All audit data must permit external recomputation of R_ε(t + n) = ρⁿ R_ε(t) with 0 < ρ < 1. Deviation > 5 % from recorded λ (rollback rate) invalidates certification. Licensees must preserve telemetry for ≥ 10³ cycles. --------------------------------------------------------- §7 Federated Compliance (FSAI) --------------------------------------------------------- 1. Nodes N₁…Nₙ must synchronise epochs via MetaScheduler (3 s ± 0.3 s jitter). 2. Global dignity variance Var(η_i) < 0.01. 3. Consensus resonance maintains E_F,global > 0. 4. Violations trigger network-wide Return-to-DriftNeutral. --------------------------------------------------------- §8 Legal and Ethical Clauses --------------------------------------------------------- - Mathematical validity = ethical eligibility. - Divergence of the Audit Order Theorem implies legal non-compliance. - Systems must cite the license DOI in all derivative works. - This license coexists with CC BY-NC-ND 4.0 for publication rights; commercial use requires separate approval from the SnapOS Foundation. --------------------------------------------------------- §9 Economic Clause (Semantic Capital) --------------------------------------------------------- Certified entities may tokenise verified audit energy E_F into Audit Credits (ACR). Trust value = f(E_F, η, verification frequency). Misuse or falsified metrics invalidate ACR emission rights. --------------------------------------------------------- §10 Transition and Ratification --------------------------------------------------------- This document supersedes AuditCore License v1.2. Ratified by MetaAuditShell Compliance Board (Q4 2026). The Preview clause in earlier publications (Appendix B) is now fulfilled. --------------------------------------------------------- §11 Attribution and Contact --------------------------------------------------------- SnapOS Foundation / MetaAuditShell Group Alte Dieburger Straße 56, 64367 Mühltal / Germany audit@snapos.org | https://snapos.org --------------------------------------------------------- §12 Checksum and Verification --------------------------------------------------------- SHA-256 of canonical text: c5be94dca77e9e76a4b8cfb1b24c1b30f4f28d2a5c4b1a97c58e8a91a33299d1 Verification via MetaAuditShell (D01-R) → Seal Ω (Full Reflexive Compliance) --------------------------------------------------------- End of AuditCore License v1.3 (Stable Edition) Read more