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Travis D. Breaux

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Review Aug 2026

Spec-Driven Development as Prescribed and as Practiced

AI coding agents implement software from naturallanguage instructions, but the intent behind that work is lost when stated only in chat sessions. Spec-driven development (SDD) addresses this by having developers and agents write specifications that guide implementation, yet evidence on its use comes largely from tool v...

Shyam Agarwal, Anmol Singhal, A. Macvean et al. · 2 citations
Preprint Aug 2026

AI-assisted Script Management for Requirements Elicitation Interviews

An AI-assisted elicitation workflow that combines theory-guided script generation grounded in business goals with live support for topic coverage tracking and on-demand follow-up question generation is presented, positioning AI-assisted workflows as elicitation scaffolds for future studies.

Anmol Singhal, Paulo Carvalho, Travis D. Breaux · 0 citations
#software testing Open access Sep 2026

Code generation for legal metadata extraction: a decomposition-based in-context learning approach

The results demonstrate that, once a domain metamodel and expert-authored examples are available, few-shot code generation can extract legal metadata relationships without training a task-specific supervised model and can be adapted to unseen legislation.

Anmol Singhal, Travis D. Breaux · 0 citations
#artificial intelligence Review Open access Sep 2026

The impact of GenAI on the future of requirements engineering

The state of the art in AI for requirements engineering research leading up to the transformation, before reviewing advances in LLMs, and two subsequent research areas: prompt programming and generalist SE agents, which combine multiple LLM advances to yield semi-autonomous processes that complete SE tasks.

Travis D. Breaux, Anmol Singhal · 0 citations

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