Scaling an H100 cluster from 256 to 1024 nodes during a critical deployment cycle reduced training latency by 40 percent for internal AI model development at NVIDIA. Orchestrating this expansion required deep synchronization between hardware thermal constraints and low latency networking protocols like NCCL. My experience bridging the gap between high power density cooling requirements and massive compute throughput aligns directly with the infrastructure goals at CoreWeave. Managing high performance computing environments is a complex balance of physical and logical systems that I have mastered through five years of industry practice.
At Equinix, I overhauled DCIM monitoring for three enterprise facilities, which improved power usage efficiency by 15 percent by optimizing HVAC distribution across modular rack arrays. While at Rackspace Technology, I standardized structured cabling practices for multi-tenant environments, reducing mean time to repair for hardware failure alerts by 25 percent. Leveraging PyTorch to profile model scalability during stress tests, I identified a bottleneck in network traffic that allowed for a 30 percent increase in throughput. These technical successes utilize my proficiency with CUDA integration and complex cluster diagnostics to ensure reliability.
CoreWeave stands out for its specialized cloud infrastructure built to handle the massive compute demands of modern generative AI. Your commitment to high density GPU availability is an environment where my expertise with H100 architecture and thermal management becomes a strategic asset. I offer a blend of physical data center design proficiency and software level optimization that matches the speed at which your organization scales. Aligning these strengths with your upcoming infrastructure expansion projects will ensure that your hardware utilization remains at peak capacity without sacrificing stability.
My career has focused on the intersection of hardware performance and architectural scalability. Bringing five years of specialized knowledge from NVIDIA, Equinix, and Rackspace Technology allows me to hit the ground running with your technical operations. I look forward to discussing how my background in cluster maintenance and AI model throughput can support the specific performance benchmarks required by CoreWeave. Please review my attached resume for further details on these projects, and I welcome an invitation to interview regarding this opening at your earliest convenience.
Best regards,
Leila Nazari