Product Manager owning compute platform strategy, job scheduling, and capacity management for Anthropic's GPU clusters. Requires 7+ years PM experience with infrastructure or distributed systems.
305k – 385k
Hybrid7+ YOEProduct Management
About the role
Responsibilities
Partner with Infrastructure to build systems that determine how jobs are scheduled, prioritized, and allocated across GPU and accelerator clusters
Define the semantic layer for job scheduling: abstractions, priority tiers, resource classes, and preemption policies
Partner with engineering leads to design scheduling capabilities that maximize cluster utilization while honoring resource guarantees
Drive product strategy and roadmap for compute capacity management, including quota systems, fairness policies, bin-packing optimizations, and gang-scheduling
Own the trade-off framework between utilization efficiency, job latency, cost, and reliability
Collaborate with Capacity Strategy & Operations on capacity planning models, demand forecasting, and cost-to-serve analytics
Build observability tools and dashboards for real-time visibility into cluster health, queue depth, scheduling efficiency, and resource waste
Requirements
7+ years of product management experience with deep exposure to compute infrastructure, distributed systems, or scheduling/orchestration platforms
Experience taking technical infrastructure products from infancy to scale
Track record of building platform products that balance needs of multiple users and stakeholders
Ability to internalize complex technical systems and translate into product vision
Fluent across functions: credible discussing scheduling algorithms with engineers, capacity economics with finance, and infrastructure strategy with leadership
Strong instinct for connecting technical decisions to business outcomes
Nice-to-Haves
Built or scaled job scheduling, resource orchestration, or workload management systems (Kubernetes, Slurm, Borg, YARN, or custom schedulers)
Deep familiarity with GPU/accelerator scheduling challenges: gang-scheduling, topology-aware placement, preemption, hardware affinity constraints
Experience defining and enforcing SLAs and resource guarantees for compute workloads
Capacity planning experience across cloud and on-premises infrastructure
Experience scaling through hypergrowth in compute-intensive environments (AI/ML, HPC, large-scale cloud infrastructure)
Experience with observability and efficiency tooling for distributed infrastructure
Compensation & Benefits
Annual Salary: $305,000–$385,000 USD
Skills
KubernetesSlurmBorgYarnGpu SchedulingJob SchedulingResource OrchestrationCapacity PlanningObservabilityDistributed Systems
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