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Network Engineer, AI/ML Infrastructure

Bosonai

Toronto permanent

Posted: January 26, 2026

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Quick Summary

Design, build, and optimize high-performance networking infrastructure for AI/ML operations in Toronto, focusing on InfiniBand and ultra-high-speed Ethernet fabrics, NVIDIA H100 and A100 GPUs, and 20PB of Ceph storage.

Job Description

About The Role

We're seeking an experienced Network Engineer to design, build, and optimize the high-performance networking infrastructure powering our AI/ML operations in Toronto. You'll work at the cutting edge of network technology—managing InfiniBand and ultra-high-speed Ethernet fabrics that connect NVIDIA H100 and A100 GPUs, over 20PB of Ceph storage, and hundreds of servers.

You'll be hands-on with the full lifecycle of our network infrastructure: planning, building, testing, deploying, and keeping everything running at peak performance. That means troubleshooting issues as they arise, monitoring network performance and throughput, developing automation to streamline operations, and working closely with HPC and ML teams to ensure they have the bandwidth they need. You'll also help us plan for future capacity and evaluate emerging network technologies as we scale to meet increasingly demanding workloads.


Responsibilities:
• Configure and maintain InfiniBand and high-speed Ethernet fabrics
• Optimize network performance for RDMA, and GPU-to-GPU communication
• Manage network switches (Mellanox, NVIDIA, Micas Networks)
• Troubleshoot network bottlenecks and latency issues
• Plan and execute network upgrades and expansions
• Network security implementation (firewalls, VLANs, ACLs)
• Collaborate on storage network optimizationInfrastructure monitoring


Minimum Qualifications:
• 4+ years of network engineering experience in production environments
• Strong understanding of L2/L3 networking protocols (TCP/IP, BGP, OSPF, VLANs)
• Hands-on experience with high-speed networking (100Gb+ Ethernet and InfiniBand)
• Hands-on experience with network security (firewalls, ACLs, network segmentation)
• Knowledge of HPC network topologies
• Experience with InfiniBand fabrics including RDMA, RoCE, IPoIB
• Strong troubleshooting and problem-solving skills


Preferred Qualifications:
• Experience in data center environments or AI/ML infrastructure
• Hands-on experience with high-performance Ethernet switches (e.g., Broadcom Tomahawk), and latest InfiniBand switches (e.g., Nvidia/Mellanox)
• Experience optimizing networks for GPU-to-GPU communication
• Experience with open-source firewall solutions (OPNsense, pfSense, or similar)
• Experience with network automation tools
• Understanding of distributed storage networking (Ceph cluster networks)
• Familiarity with network monitoring and observability tools (Prometheus, Grafana)
• Knowledge of multi-site network connectivity and WAN optimization
• Familiarity with cloud networking in at least one platform (AWS, GCP, or Azure) including VPC design, site-to-site VPN configuration, Direct Connect/ExpressRoute/Cloud Interconnect, hybrid cloud connectivity, and cloud-to-datacenter network integration


If you're a natural problem-solver with a passion for continuous learning, we'd love to hear from you.

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