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cs.DC2026

Descriptive Dispatch of Computational Work

Vanessa Sochat, Daniel Milroy

Agents powered by AI/ML are becoming ingrained in orchestration. Dispatch of work is the task of receiving a request, transforming it for a workload manager, and successfully submi…

cs.DC2026

Hierarchical Server Architecture for Agentic Science

Vanessa Sochat, Daniel Milroy

Agentic science is transforming the landscape of computational work, extending to scientific pipelines and workload managers. The workloads require specialized hardware within and…

cs.DC2026

Descriptive Execution of HPC Applications and Workflows

Vanessa Sochat, Daniel Milroy

The means to execute and orchestrate software components has changed from human-written code to descriptive prose. In high performance computing, this transition is represented in…

cs.DC2026

Agentic Orchestration of HPC Applications in Cloud

Vanessa Sochat, Daniel Milroy

Large Language Models (LLMs) are serving as a catalyst of change for research practices, touching the daily lives of staff scientists, software engineers, and system administrators…

cs.DC2025

Possible Futures for Cloud Cost Models

Vanessa Sochat, Daniel Milroy

Cloud is now the leading software and computing hardware innovator, and is changing the landscape of compute to one that is optimized for artificial intelligence and machine learni…

cs.DC2025

A Contention-Free Model for Converged Kubernetes on HPC

Vanessa Sochat, David Fox, Daniel Milroy

High performance computing (HPC) and cloud have traditionally been separate, and presented in an adversarial light. The conflict arises from disparate beginnings that led to two dr…