Interface-Led Architecture (ILA): A Software Development Methodology for the AI Era, Validated by the AIKernel Execution Model

This technical report proposes Interface-Led Architecture (ILA), a software development methodology for the age of AI-assisted implementation. ILA builds software from interfaces, contracts, and responsibility boundaries rather than from implementation-first code. The paper defines interfaces as responsibility, contract, implementation replacement, AI generation, testing, and governance boundaries. The paper also positions AIKernel as a validation environment for ILA. AIKernel provides Pipeline, Context, ROM, Contract, Provider, ReplayLog, and deterministic execution boundaries. ROM externalizes human design intent and contracts as reusable knowledge, while ReplayLog provides a reproducibility foundation for verifying that AI-driven implementation modifications do not break existing contracts. This Zenodo package includes both the English manuscript and the Japanese manuscript.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-20
DOI
https://doi.org/10.5281/zenodo.20290614
Primary Topic
Ethics and Social Impacts of AI
Type
article
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article

Interface-Led Architecture (ILA): A Software Development Methodology for the AI Era, Validated by the AIKernel Execution Model

Takuya Sogawa
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Interface-Led Architecture (ILA): A Software Development Methodology for the AI Era, Validated by the AIKernel Execution Model

Takuya Sogawa
article en

Abstract

This technical report proposes Interface-Led Architecture (ILA), a software development methodology for the age of AI-assisted implementation. ILA builds software from interfaces, contracts, and responsibility boundaries rather than from implementation-first code. The paper defines interfaces as responsibility, contract, implementation replacement, AI generation, testing, and governance boundaries. The paper also positions AIKernel as a validation environment for ILA. AIKernel provides Pipeline, Context, ROM, Contract, Provider, ReplayLog, and deterministic execution boundaries. ROM externalizes human design intent and contracts as reusable knowledge, while ReplayLog provides a reproducibility foundation for verifying that AI-driven implementation modifications do not break existing contracts. This Zenodo package includes both the English manuscript and the Japanese manuscript.

Zenodo (CERN European Organization for Nuclear Research)
Project Concern International (US)
Partnerships for the goals
Openalex Percentile: Top 3%
Ethics and Social Impacts of AI
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