Auto-scaling LLM-based multi-agent systems through dynamic integration of agents
IntroductionLarge Language Model-based Multi-Agent Systems (LLM-based MASs) represent a groundbreaking paradigm where diverse LLM-based agents collaborate, leveraging their unique capabilities to achieve shared objectives.
Ravindu Perera +3 more
doaj +1 more source
Predicting Failures of Autoscaling Distributed Applications
Predicting failures in production environments allows service providers to activate countermeasures that prevent harming the users of the applications. The most successful approaches predict failures from error states that the current approaches identify from anomalies in time series of fixed sets of KPI values collected at runtime.
Giovanni Denaro +5 more
openaire +1 more source
Optimized Autoscaling of Cloud Native Applications
Software containers are changing the way distributed applications are executedand managed on cloud computing resources. Autoscaling allows containerizedapplications and services to run resiliently with high availability without the demandof user intervention.
openaire +1 more source
Cloud Node Auto-Scaling System Automation Based on Computing Workload Prediction
Auto-scaling systems in cloud computing are important for handling application workload fluctuations. This research uses machine learning to predict resource requirements based on workload work patterns and design an automatic scaling system. The dataset
Tri Fidrian Arya +2 more
doaj +1 more source
Botanical Authentication Using One-Class Modeling. [PDF]
Harnly J.
europepmc +1 more source
Toward a smarter cloud: self-aware autoscaling of cloud configurations and resources [PDF]
Bahsoon, R, Chen, T
core +1 more source
Distributed resource autoscaling in Kubernetes edge clusters
Maximizing the performance of modern applications requires timely resource management of the virtualized resources. However, proactively deploying resources for meeting specific application requirements subject to a dynamic workload profile of incoming requests is extremely challenging.
Spatharakis, Dimitrios +5 more
openaire +1 more source
Exploring Environmental Element Monitoring Data Using Chemometric Techniques: A Practical Case Study from the Tremiti Islands (Italy). [PDF]
Russo RE +5 more
europepmc +1 more source
A Handheld IoT Vis/NIR Spectroscopic System to Assess the Soluble Solids Content of Wine Grapes. [PDF]
Zhang X, Qin Z, Zhao R, Xie Z, Bai X.
europepmc +1 more source
A Comparative Bioinformatic Analysis of Optic Nerve Axon Regeneration Lipidomes Using the <i>Xenopus laevis</i> as a Model System. [PDF]
Volante VS, Watson FL, Bhattacharya SK.
europepmc +1 more source

