C
Posted 10 hours ago
Inference System & Performance Engineer
CallosumInference System & Performance Engineer
Perks & benefits
Education Allowance
Requirements
LLM inference internals knowledge, Distributed GPU workload optimization, Proficiency in C++, CUDA, Python, or Rust, Linux systems debugging
Skills
CUDAC#PythonLLMGPU
About the role
About the Company
Callosum is the Intelligent Systems Company. We believe intelligence emerges from the diversity of co-optimised mechanisms working together. We co-evolve models, workflows, and silicon to build the next era of heterogeneous AI infrastructure.
Responsibilities
- Design and optimise inference serving systems across heterogeneous multi-GPU and multi-node environments
- Own KV cache lifecycle management, batching strategies, and memory allocation to maximise throughput and minimise latency
- Profile and tune GPU kernels, identify bottlenecks across compute, memory, and network, and implement targeted optimisations
- Build and improve scheduling logic for continuous batching, disaggregated prefill/decode, and speculative decoding
- Work with networking primitives like NCCL, NVLink, RDMA, InfiniBand, and RoCE to optimise communication
- Develop tooling for performance visibility, regression detection, and benchmarking across hardware configurations
Requirements
- Deep understanding of LLM inference internals including KV cache, memory management, and attention mechanisms
- Strong systems engineering background with experience optimising distributed GPU workloads
- Proficiency in C++, CUDA, Python, or Rust
- Hands-on debugging skills across GPU, networking, and Linux systems
Preferred Qualifications
- Experience building or optimising production-grade, high-throughput model serving stacks
- Multi-GPU and multi-node inference optimisation using NCCL, NVLink, RDMA, InfiniBand, or RoCE
- GPU memory profiling and CUDA or Triton kernel optimisation
- Linux performance analysis and optimisation
Benefits
- Competitive Salary
- Equity & Ownership
- Private healthcare
- Visa sponsorship and relocation benefits
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Callosum · London
