Where Did the Variability Go? From Vibe Coding to Product Lines by Regeneration
A new research paper explores the concept of "vibe coding," where Large Language Models (LLMs) generate entire programs from prompts, and analyzes the resulting lack of in-artifact variability. The authors propose "Variability by Regeneration" (VbR) as a novel product-line approach, where LLMs generate specific binaries for each variant from a declarative specification. This method shifts variability from the code itself to the specification, offering a new paradigm for AI-generated software. AI
IMPACT Introduces a novel approach to managing variability in AI-generated software, potentially impacting future software development practices.