Large-Scale GPU Cluster Engineering Lead (GPU · Cluster · Orchestration)
NJF Global Holdings Ltd
Are you the distributed-systems architect who has designed bare-metal RDMA fabrics for 1,000+ heterogeneous accelerators while guaranteeing p99.9 latency SLAs under live market volatility? Core Mandate Build and operate the physical + logical cluster substrate that makes the mission possible at scale. What You’ll Own Bare-metal / RDMA fabric design for 1,000+ GPU/TPU heterogeneous nodes (NVIDIA MIG, multi-instance GPU, TPU v5p pods). Custom scheduler plugins (Slurm + Kubernetes-native) for mixed RL training/inference workloads with dynamic bin-packing. Zero-downtime rolling upgrades, fault tolerance under network partitions, consensus for stateful long-sequence memory. Observability stack (CUPTI + DCGM + custom eBPF) guaranteeing p99.9 latency SLAs pod-wide. Cost/utilisation optimisation that directly improves P&L per inference cycle. Must-Have Expertise End-to-end ownership of large-scale heterogeneous GPU clusters (topology → orchestration → reliability at 1,000+ accelerator scale). Distributed systems architecture expertise (consensus, eventual consistency, zero-downtime upgrades under extreme load). Preferred RDMA, NVIDIA NVLink/NVSwitch fabric tuning, custom Slurm/K8s plugins, large-scale Lustre-style long-sequence storage. Context A next-generation quantitative trading firm where inference latency is the only remaining alpha edge. The system ingests several million high-dimensional market‑microstructure events per second (L3 order‑book deltas, trade prints, venue feeds, order‑flow imbalance, cross‑asset signals) into stateful RL agents (actor‑critic with persistent memory) + Bayesian inference pipelines (variational GPs, Bayesian transformers, SVI nets) that maintain exact long‑range dependencies over hundreds of millions to billions of timesteps — including nanosecond‑precise microstructural signature recurrence 357 days prior at full ns timestamp resolution. The entire ingestion → feature engineering → forward pass → risk‑gates pipeline must hit p99.9 guaranteed sub‑millisecond end‑to‑end latency across heterogeneous GPU/TPU clusters with tensor/pipeline parallelism and selective FPGA/ASIC offload. Every nanosecond shaved directly increases captured P&L. #J-18808-Ljbffr NJF Global Holdings Ltd
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