AIKernel Formal Foundations: Contract-Based Semantic Execution for Governed AI Systems

This technical note defines the formal foundations of AIKernel as a contract-based semantic execution model for governed AI systems. It positions AI inference as a governed semantic state transition rather than an unconstrained prompt-response exchange. The paper introduces the core principles of contract-based execution, semantic trajectory, deterministic governance, Interface-Led Architecture, fail-closed execution, Provider-Observer-Operator role separation, and asynchronous Result pipelines. It also summarizes the AIKernel Phase-1 paper series as a five-paper foundation for Semantic Context OS governance and execution. This work is positioned as AIKernel Phase-0 Foundational Theory. The English manuscript is the canonical version. The Japanese manuscript is included as a companion translation.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-31
DOI
https://doi.org/10.5281/zenodo.20460322
Primary Topic
Logic, Reasoning, and Knowledge
Type
article
Field-Weighted Citation Impact
0.00
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article

AIKernel Formal Foundations: Contract-Based Semantic Execution for Governed AI Systems

Takuya Sogawa
Zenodo (CERN European Organization for Nuclear Research)
Logic, Reasoning, and Knowledge
article

AIKernel Formal Foundations: Contract-Based Semantic Execution for Governed AI Systems

Takuya Sogawa
article en

Abstract

This technical note defines the formal foundations of AIKernel as a contract-based semantic execution model for governed AI systems. It positions AI inference as a governed semantic state transition rather than an unconstrained prompt-response exchange. The paper introduces the core principles of contract-based execution, semantic trajectory, deterministic governance, Interface-Led Architecture, fail-closed execution, Provider-Observer-Operator role separation, and asynchronous Result pipelines. It also summarizes the AIKernel Phase-1 paper series as a five-paper foundation for Semantic Context OS governance and execution. This work is positioned as AIKernel Phase-0 Foundational Theory. The English manuscript is the canonical version. The Japanese manuscript is included as a companion translation.

Zenodo (CERN European Organization for Nuclear Research)
Project Concern International (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 4%
Logic, Reasoning, and Knowledge
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