SpinDynamics FDEs are senior systems engineers who embed with your team to architect, deploy, and optimize your inference infrastructure — on-prem, air-gapped, or hybrid.
A Field Deployment Engineer is a dedicated, senior infrastructure engineer assigned to your account for the duration of your deployment.
FDEs are not reactive support engineers waiting for tickets. They are proactive, staff-level systems engineers who sit alongside your platform team and operate as an extension of your organization.
Your FDE knows the SpinDynamics platform inside and out. They have shipped dozens of production deployments across financial services, healthcare, defense, and large-scale enterprise environments.
Think of an FDE as a staff-level infrastructure engineer who already knows SpinDynamics inside and out — embedded with your team from day one.
Every FDE engagement follows a structured, four-phase methodology designed to minimize time-to-production and maximize long-term value.
Your FDE conducts a deep technical assessment of your inference infrastructure, workload patterns, compliance requirements, and performance targets.
Custom deployment architecture designed for your specific constraints — on-prem topology, network segmentation, GPU allocation, and failover strategy.
Hands-on-keyboard deployment. Your FDE installs, configures, and validates every component of the SpinDynamics mesh in your environment.
Continuous tuning of RL routing policies, autoscaling parameters, and cost allocation. Your FDE stays engaged until your team is fully self-sufficient.
Every FDE brings deep, hands-on expertise across the full SpinDynamics platform and modern inference infrastructure.
Full SpinDynamics platform deployment in environments with zero external connectivity. Offline model registries, local telemetry, and hardened security baselines.
Multi-node GPU topology mapping, NCCL tuning, memory-aware scheduling, and inference-specific kernel optimization for maximum throughput per dollar.
Custom reward functions, constraint tuning, and policy training tailored to your specific latency, cost, and compliance objectives across all deployment targets.
End-to-end compliance documentation. Your FDE prepares audit artifacts, architecture diagrams, and data-flow documentation for your compliance team.
VLAN segmentation, service mesh configuration, load balancer topology, and east-west traffic optimization for low-latency inference across your network.
Structured enablement sessions, runbook creation, and hands-on training for your platform and SRE teams. Your FDE ensures your team can operate independently.
FDE engagements are designed for organizations deploying inference infrastructure in complex, high-stakes environments.
Trading desks and risk platforms that require deterministic latency, full data sovereignty, and audit-ready infrastructure. FDEs handle network segmentation, GPU allocation, and regulatory documentation.
Hospital systems and clinical AI platforms that must process patient data entirely on-premises. FDEs deploy air-gapped SpinDynamics clusters with zero external data egress.
Programs requiring TS/SCI-eligible engineers for classified inference workloads. FDEs hold relevant clearances and operate within SCIF and accredited environments.
Global organizations running inference across cloud, edge, and on-prem simultaneously. FDEs architect unified control planes that span jurisdictions while enforcing data residency requirements.
Talk to our enterprise team about embedding an FDE with your organization.
FDE engagements are available on Enterprise plans. Typical engagements start at 4 weeks.