4 papers
CARGO: A Framework for Confidence-Aware Routing of Large Language Models
Amine Barrak, Yosr Fourati, Michael Olchawa +2
As large language models (LLMs) proliferate in scale, specialization, and latency profiles, the challenge of routing user prompts to the most appropriate model has become increasin…
FaaSGuard: Secure CI/CD for Serverless Applications -- An OpenFaaS Case Study
Amine Barrak, Emna Ksontini, Ridouane Atike +1
Serverless computing significantly alters software development by abstracting infrastructure management and enabling rapid, modular, event-driven deployments. Despite its benefits,…
Scalable and Cost-Efficient ML Inference: Parallel Batch Processing with Serverless Functions
Amine Barrak, Emna Ksontini
As data-intensive applications grow, batch processing in limited-resource environments faces scalability and resource management challenges. Serverless computing offers a flexible…
Refactoring for Dockerfile Quality: A Dive into Developer Practices and Automation Potential
Emna Ksontini, Meriem Mastouri, Rania Khalsi +1
Docker, the industry standard for packaging and deploying applications, leverages Infrastructure as Code (IaC) principles to facilitate the creation of images through Dockerfiles.…