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June 1, 20260 citationsOpen Access

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

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TSTakuya Sogawa

Key Points

  • This work aims to define the formal foundations of the AIKernel model for executing governed AI systems through contract-based semantics.
  • Introduces core principles like contract-based execution and deterministic governance.
  • Summarizes the AIKernel Phase-1 paper series as foundational for Semantic Context OS governance.
  • Defines roles such as Provider, Observer, and Operator in the execution model.
  • Establishes a new paradigm for AI inference as a governed semantic state transition.
  • Presents a structured approach to AI governance via fail-closed execution and asynchronous result pipelines.

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.

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Cite This Study

Takuya Sogawa (2026) studied this question.

synapsesocial.com/papers/6a1d22f702fbce91306389ffhttps://doi.org/10.5281/zenodo.20460321
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1AIKernel Formal Foundations: Contract-Based Semantic Execution for Governed AI Systems2026
  2. 2AIKernel Phase-2 Theory: Semantic Compilation Architecture2026
  3. 3AIKernel: Formal Foundations for Trajectory Governance and the AIKernel.NET Runtime2026
  4. 4AIKernel: Formal Foundations for Trajectory Governance and the AIKernel.NET Runtime2026
  5. 5AIKernel Phase-1 Paper 04: Trajectory Governance Model2026