Exploratory study of vibe-coded projects shows variability is bound at generation time; proposes VbR as an SPL method using LLMs to generate variant-specific code from specifications.
Building software by rolling the dice: A qualitative study of vibe coding,
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VLP adds an NL documentation layer with trace-linked mismatch detection and derived formal checks to make human validation of LLM code feasible, lifting pass@1 from 28.7-73.2% to 65.4-93.5%.
A case study of AI-agentic software development yields a process model explaining how engineering judgment converts recurring structural failures into durable governance mechanisms.
citing papers explorer
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Where Did the Variability Go? From Vibe Coding to Product Lines by Regeneration
Exploratory study of vibe-coded projects shows variability is bound at generation time; proposes VbR as an SPL method using LLMs to generate variant-specific code from specifications.
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Guiding Human Validation of LLM-Generated Code via Verifiable Literate Programming
VLP adds an NL documentation layer with trace-linked mismatch detection and derived formal checks to make human validation of LLM code feasible, lifting pass@1 from 28.7-73.2% to 65.4-93.5%.
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Cheap Code, Costly Judgment: A Case Study on Governable Agentic Software Engineering
A case study of AI-agentic software development yields a process model explaining how engineering judgment converts recurring structural failures into durable governance mechanisms.