Systematic assessment of software requirements against standardized quality models remains a challenge in requirements engineering (RE), particularly in large-scale, critical, and regulated information systems. Large language models (LLMs) have been extensively studied in many RE tasks; however, grounding LLM-assisted...
L. Hellman, Petri Ihantola, T. Mikkonen et al.· 2026 IEEE 34th International...· 0 citations
Carbon-Aware Governance Gates (CAGG), an architectural extension that embeds carbon budgets, energy provenance, and sustainability-aware validation orchestration into human-AI governance layers, is proposed.
M. Abbasi, T. Mikkonen, Petri Ihantola et al.· 2026 IEEE 23rd International...· 0 citations
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.· International Conference on...· 0 citations
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