An initial characterization of LLM-supported design in self-adaptive systems is contributed, which outlines research directions, and aims to stimulate discussion within the community on advancing LLM-supported architectural design for self-adaptive and autonomous software systems.
An initial characterization of LLM-supported design in self-adaptive systems in SASS is contributed, research directions are outlined, and discussion within the community on advancing LLM-supported architectural design for self-adaptive and autonomous software systems is stimulated.
Nadeem Abbas, Nazia Shahzadi· WiPiEC Journal - Works in Pr...· 0 citations
A consolidated analytical framework is proposed that maps common structural elements and trade-offs across reviewed systems, and outlines a research agenda directed toward formalised agent architectures, memory consistency guarantees, verified planning algorithms, standardised reliability metrics, and benchmark framewo...
Chukwuemeka Christiantus Ndubuisi· International Journal of Com...· 0 citations
FAA+RTS is a novel solution as it integrates previously-isolated methods for dealing with multiple constraints into a single framework, presenting a single overview of all possible trade-offs to the application designer, resulting in a robust and reliable system.
L. Miedema, D. Sapra, P. Novobilsky et al.· 0 citations
The proliferation of large language model (LLM)-based autonomous agents has created a new class of distributed system: the multi-agent LLM network. While significant research focuses on the intelligence of individual agents, comparatively little work addresses the software architectural concerns that govern how fleets...
Ketankumar Savajiyani· 2026 International Conferenc...· 0 citations
Results indicate that separating concerns across the proposed four layers reduces the coupling between data-science experimentation and production software engineering, improves deployment reproducibility, and provides an explicit, empirically bounded mechanism for continuous training that keeps deployed models aligned...
Oleksandr Panasiuk, Дмитро Новак· Computer Systems and Informa...· 0 citations
This work studies a lightweight coding harness whose execution loop is fixed while three components are varied: planning, action space, and context management, and finds that context management becomes increasingly valuable as the context-window budget tightens.
Run-Ze Fan, Zihao Zhang, Si-Min Ma et al.· 7 citations· ⚡1
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