Multi-tenant Software-as-a-Service (SaaS) platforms must satisfy heterogeneous Service Level Agreements (SLAs) while balancing tenant priorities under dynamic load. Existing schedulers such as Earliest Deadline First (EDF) emphasize deadline urgency, while proportional-share mechanisms such as Two-Dimensional Fair Queu...
S. Bayyavarapu, Srinivasateja Songa, Shyalendar Reddy Allala et al.· International Workshop on Ar...· 0 citations
Large Language Model (LLM)-based agents increasingly power conversational assistants, automation, and decision-support workflows. Their usefulness over long interactions depends on which prior dialogue is carried forward under a fixed context budget. Naive strategies either exhaust the window with full transcripts or c...
Srinivasateja Songa, S. Bayyavarapu, Nagesh Gulkotwar et al.· International Workshop on Ar...· 0 citations
Software testing consumes 30–40% of total development effort in modern continuous integration pipelines, yet existing automation tools treat it as a static, hand-coded problem rather than an applied intelligence challenge. We present MAAT (Multi-Agent Autonomous Testing), a computational intelligence framework that orc...
Vinil Pasupuleti, Shyalendar Reddy Allala, Shrey Tyagi et al.· International Workshop on Ar...· 0 citations
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