
AI Infrastructure Lead
4 days ago
About this role:
Seeking a seasoned MLOps Engineer to lead the development and deployment of AI infrastructure. This position involves partnering with cross-functional teams to deliver high-quality ML pipelines, model serving, and real-time monitoring.
Key responsibilities include:
MLOps PipelinesDesign and implement scalable machine learning pipelines for LLMs, CV, and multimodal models.
Model Serving & CI/CDLead efforts in model serving, versioning, automated CI/CD, and real-time monitoring of AI workflows.
Inference-as-a-ServiceBuild and optimize GPU-backed serving infrastructure targeting p99 latency < 100 ms, 99.9% uptime, and > 80% GPU utilization.
Governance & Drift DetectionDrive initiatives on model governance, automated drift detection (≤10% false positives), and data-management best practices.
Vector Search & Agent OrchestrationIntegrate vector databases for low-latency semantic retrieval, and build agentic workflows using LangChain or similar frameworks.
Enterprise Multi-TenancyArchitect RBAC-driven, isolated ML services to securely serve 100–500+ organizations.
Observability & LoggingDesign Prometheus/Grafana dashboards, ELK/Fluentd logging pipelines, and alerting for all ML workloads.
CI/CD for Inference APIsMaintain CI/CD pipelines for Python (FastAPI) and TypeScript (NestJS) inference services.
Metrics & Cost OptimizationDefine and track SLAs/SLOs, optimize cloud spend by ≥ 20% year-over-year, and ensure GPU clusters operate at > 80% utilization.
Cross-Functional LeadershipPartner with AI researchers, product managers, and legal to align MLOps standards with compliance and roadmap goals.
Mentorship & CommunityMentor junior engineers, run quarterly brown-bags, own onboarding docs (upskill 5+ engineers/quarter), and publish ≥ 1 open-source contribution or talk annually.
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