Q-HPC

Q-HPC is a multi-agent hybrid HPC orchestration platform developed by Quantori, designed to automate, orchestrate, and continuously refine high-performance computing workflows across complex, hybrid infrastructure environments. It is purpose-built for Healthcare and Life Sciences (HCLS) organizations that need to reconcile rapidly growing computational demands with strict cost control requirements.

HCLS companies face a critical challenge in scaling HPC workloads while managing diverse infrastructure that spans legacy systems, modern specialized hardware, and cloud-native resources. Q-HPC addresses this by deploying a coordinated team of specialized AI agents that work continuously to maximize throughput, minimize cost, and eliminate downtime across the entire hybrid environment.

Key Performance Outcomes

• Up to 1000x boost in HPC productivity
• 20x faster end-to-end compute cycles
• Up to 80% compute cost optimization
• Zero manual provisioning errors

Supported Infrastructure Types

• Legacy HPC infrastructure
• New specialized hardware including Nvidia Pods, HPE Data Mod Pod, and AMD EPYC processors
• Scalable cloud-native resources such as compute nodes and GPU/TPU instances

The Intelligent Q-HPC Agent Team

• Infra Integration & Orchestration Agent: Dynamically provisions and tears down clusters using Infrastructure as Code (IaC) tools such as Terraform and Kubernetes, responding to real-time workload demand.
• Ops Efficiency Agent: Continuously monitors job queues, reallocates resources, and auto-tunes batch sizes to maximize compute throughput and reduce job waiting times.
• Cost Control Agent: Predicts usage patterns, shifts workloads to discounted or spot instances, and rightsizes virtual machines in real-time to achieve substantial cost savings.
• Capacity Planner Agent: Forecasts peak computational needs and proactively pre-scales infrastructure or schedules tasks to prevent bottlenecks and avoid downtime.

Q-HPC is delivered in collaboration with leading cloud and technology partners, enabling scalable, AI-ready infrastructure for life sciences and healthcare organizations. The platform is designed to remove the burden of manual infrastructure management, allowing research and innovation teams to focus on accelerating scientific outcomes.