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Abductive Vibe Coding (Extended Abstract)

Published: January 3, 2026 | arXiv ID: 2601.01199v1

By: Logan Murphy, Aren A. Babikian, Marsha Chechik

Potential Business Impact:

Helps check if AI-made code works right.

Business Areas:
Artificial Intelligence Artificial Intelligence, Data and Analytics, Science and Engineering, Software

When software artifacts are generated by AI models ("vibe coding"), human engineers assume responsibility for validating them. Ideally, this validation would be done through the creation of a formal proof of correctness. However, this is infeasible for many real-world vibe coding scenarios, especially when requirements for the AI-generated artifacts resist formalization. This extended abstract describes ongoing work towards the extraction of analyzable, semi-formal rationales for the adequacy of vibe-coded artifacts. Rather than deciding correctness directly, our framework produces a set of conditions under which the generated code can be considered adequate. We describe current efforts towards implementing our framework and anticipated research opportunities.

Page Count
10 pages

Category
Computer Science:
Software Engineering