Recursively Testing and Vibe Debugging a Google AI Studio Generated Vibe-Coded Database Software Application

This research paper proposes a broader definition of vibe coding, extending the original one with non-developers and other natural languages than English, introduces the notion of vibe debugging, as well as a sound, complete, and optimal algorithmic methodology for testing and vibe debugging vibe-coded software applications.This methodology is illustrated by applying it to a vibe-coded real-world database application of medium complexity generated with Google AI Studio Pro.We prove that even non-developers can obtain a final bug-free and functional satisfactory application version, even in other languages than English.We also prove that, although Google AI Studio Pro has sophisticated built-in engines for both language analysis, software development, and automated testing, it is still making lot of mistakes, so that testing and vibe debugging of its generated code is a must.

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Publication Details

Published
2026-10-30
DOI
https://doi.org/10.56831/psen-09-304
Primary Topic
Software Testing and Debugging Techniques
Type
article
Field-Weighted Citation Impact
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article

Recursively Testing and Vibe Debugging a Google AI Studio Generated Vibe-Coded Database Software Application

Christian Mancaş, Cristina Mancas
3 links
Software Testing and Debugging Techniques
article

Recursively Testing and Vibe Debugging a Google AI Studio Generated Vibe-Coded Database Software Application

Christian Mancaş, Cristina Mancas
article en

Abstract

This research paper proposes a broader definition of vibe coding, extending the original one with non-developers and other natural languages than English, introduces the notion of vibe debugging, as well as a sound, complete, and optimal algorithmic methodology for testing and vibe debugging vibe-coded software applications.This methodology is illustrated by applying it to a vibe-coded real-world database application of medium complexity generated with Google AI Studio Pro.We prove that even non-developers can obtain a final bug-free and functional satisfactory application version, even in other languages than English.We also prove that, although Google AI Studio Pro has sophisticated built-in engines for both language analysis, software development, and automated testing, it is still making lot of mistakes, so that testing and vibe debugging of its generated code is a must.

Ovidius University (RO)
Openalex Percentile: Top 4%
Software Testing and Debugging Techniques
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