Only 10.6% of Android repositories with CI run instrumentation tests, with community-based setups proving most reliable and efficient for daily checks while custom scripts offer flexibility at the cost of more reruns.
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GitHub Actions workflows achieve only 28% overall compliance with best practices, with LLMs enabling an 81% reduction in verification effort via hybrid adjudication but still requiring expert oversight for security judgments.
An AI-enabled framework is proposed to assess CI suitability, recommend services, and guide configurations according to project characteristics.
citing papers explorer
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Android Instrumentation Testing in Continuous Integration: Practices, Patterns, and Performance
Only 10.6% of Android repositories with CI run instrumentation tests, with community-based setups proving most reliable and efficient for daily checks while custom scripts offer flexibility at the cost of more reruns.
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How Compliant Are GitHub Actions Workflows? A Checklist-Based Study with LLM-Assisted Auditing
GitHub Actions workflows achieve only 28% overall compliance with best practices, with LLMs enabling an 81% reduction in verification effort via hybrid adjudication but still requiring expert oversight for security judgments.
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A Vision for Context-Aware CI Adoption Decisions
An AI-enabled framework is proposed to assess CI suitability, recommend services, and guide configurations according to project characteristics.