CareerPlanSign in

Principal Product Manager, AI Infrastructure and Orchestration

Washington, US - Remote🌐 Remote💼 Full-time🗓 2026-08-18 → 2026-09-27

Core

Own the control plane layer for deploying, scaling, and governing AI agents and models on Kubernetes and heterogeneous accelerators for regulated, air-gapped, and sovereign enterprise deployments.

Role type

Principal Product Manager, AI Infrastructure and Orchestration

Builds

The deployment and workload API, placement/capacity logic, autoscaling policies, agent runtime isolation, traffic routing, governance/audit, and metering for inference workloads.

Domain

AI Infrastructure, Cloud Platforms, Kubernetes, GPU Accelerators, Sovereign/Regulated Deployments

Deliverable

production ML models | product features | infrastructure

Required skills

Product management for infrastructure/cloud services, Kubernetes architecture (scheduler, CRDs, operators, RBAC), GPU/accelerator behavior and topology-aware placement, multi-tenancy and isolation models, API product design and contract management, technical writing and prototyping

Preferred skills

Service networking (ingress, load balancing, TLS, private links), modern serving stacks (vLLM, KV cache, quantization), agentic workload patterns (session affinity, tool-call fan-out), air-gapped/sovereign deployment experience, CNCF contributions

Technologies

Kubernetes, Kubernetes API server, Device plugins, vLLM, Kubernetes schedulers, CRDs, Operators, RBAC, GPU accelerators

Responsibilities

Define API contracts and lifecycle semantics for workload deployment; Design placement and capacity allocation strategies across heterogeneous nodes; Establish autoscaling signals and cost-versus-latency trade-off policies; Define agent runtime isolation and state management; Design traffic routing and tenancy boundaries; Establish governance, audit trails, and access control policies; Define metering, quota, and pricing models for inference workloads.

Seniority

Principal, hands-on IC with strategic influence

Sourced via workday · Listed on CareerPlan, which tracks 70,000+ jobs from 20+ sources.