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T. Mikkonen

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#computer vision Jul 2026

Epic-Organized vs. Requirement-Aligned Gherkin: An Empirical Evaluation of LLM-Based Acceptance Criteria Generation

Overall, the results suggest that epic-organized generation can improve perceived Gherkin quality while maintaining comparable semantic coverage, although broader replication is needed before generalizing this finding.

Shahbaz Siddeeq, M. Abbasi, Jussi Rasku et al. · 0 citations
Open access Jul 2026

GenAI as an instant, readily available co-developer: redefining software design process for AI native hybrid work

This paper builds on earlier findings to propose a forward-looking vision of GenAI as an instant, readily available co-developer in hybrid software design and revisit documented challenges from an earlier study on hybrid collaboration.

Mahum Adil, I. Fronza, T. Mikkonen et al. · 0 citations

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