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C
Founding Engineer, AI Infra
Cox Exponential
San Francisco Bay AreaHybrid1w ago
- Employment
- Full-time
About the role
About Goaly
About the Role
Key Responsibilities
- Efficiency & performance: Improve LLM training and inference efficiency through better memory utilization, optimized parallelism, and kernel-level innovations (e.g. FlashAttention, CUDA/Triton).
- Training & RL robustness: Build scalable, stable training and RL pipelines with strong reproducibility, observability, and debuggability.
- Serving & inference optimization: Design and tune high-throughput, low-latency model serving systems, including quantization, caching, and speculative decoding.
- Scalability & infrastructure: Own end-to-end training and inference infrastructure — from data ingestion and checkpointing to multi-GPU and multi-cloud orchestration.
- Production enablement: Work closely with researchers and product engineers to turn new algorithms into reliable, production-ready systems.
Requirements
- 5+ years building or operating ML infrastructure at scale, ideally supporting large language or multimodal models.
- Deep understanding of GPU architecture, distributed training frameworks (PyTorch, DeepSpeed, Megatron, Ray), and parallelism strategies.
- Hands-on experience running inference stacks (vLLM / SGLang, TGI, Triton) and optimizing them via low-level profiling.
- Strong software engineering fundamentals in Python and one of C++/Rust/Go, with clean, reliable code shipped to production.
- Working knowledge of modern data pipelines, feature stores, and vector databases used in production AI systems.
- Comfort automating infrastructure with Kubernetes, Terraform/Pulumi, and observability stacks (Prometheus, Grafana, OpenTelemetry).
Bonus Points
- Experience deploying open-source LLMs (Llama 3, Qwen, DeepSeek) or training custom foundation models.
- Contributions to ML systems tooling (compilers, kernels, inference runtimes) or open-source infrastructure projects.
- Background in reinforcement learning, evaluation harnesses, or alignment tooling that hardens production AI systems.
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