Architecting Spec-Compliant AI Systems: Patterns and Anti-Patterns

February 23, 2026Open Access

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Key Points

The research aims to identify design patterns and anti-patterns in architecting AI systems that comply with specifications.
Analyzed existing literature on AI system architecture.
Identified common design patterns that ensure compliance.
Highlighted anti-patterns that lead to non-compliance.
Provided recommendations for improving AI system design.
Identified several effective design patterns that enhance compliance.
Outlined key anti-patterns that hinder adherence to specification.
Developed a framework for evaluating AI system architecture based on these patterns.

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Research article examines design patterns and anti-patterns for AI systems compliance, indicating best practices.

Research article: Architecting Spec-Compliant AI Systems: Patterns and Anti-Patterns

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Oleh Ivchenko (2026) studied this question.

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