5 дней назад
Staff Engineer, Test Automation (AI)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Staff Engineer, Test Automation (AI) (Python/ML Ops): Building scalable automated verification, MLOps quality systems, and CI/CD pipelines for autonomy software, machine learning models, and integrated aircraft and robotic platforms with an accent on distributed-systems testing, GPU infrastructure, and hardware-in-the-loop validation. Focus on designing model evaluation workflows, scenario-based autonomy testing, observability, failure triage, and resilient test infrastructure for complex, GPS-denied environments.
Location: San Diego, California, United States. Workplace: On-site.
Company
is a venture-backed defense technology company developing intelligent systems, including autonomy software, unmanned aircraft, and simulation and synthetic reality technologies.
What you will do
- Own the technical strategy, architecture, and roadmap for automated testing, verification, and MLOps quality across the autonomy software ecosystem.
- Design scalable test frameworks for autonomy software, backend services, APIs, operator applications, and distributed hardware environments.
- Lead functional, integration, regression, performance, reliability, and end-to-end testing across simulation, edge-compute, software-in-the-loop, and hardware-in-the-loop environments.
- Build automated machine learning validation pipelines covering data quality, training reproducibility, model accuracy, robustness, latency, and deployment integration.
- Establish CI/CD and continuous-training workflows with versioning and traceability for datasets, models, configurations, evaluation results, and deployment artifacts.
- Develop scenario-based validation, observability, analytics, failure triage, test harnesses, simulators, mocks, and synthetic data capabilities.
Requirements
- Typically 8+ years of relevant experience in software engineering, test infrastructure, developer tooling, MLOps, systems integration, or systems verification.
- 5+ years building scalable automation frameworks or developer tooling in Python, including asynchronous and concurrent programming.
- Experience designing test, CI/CD, or MLOps infrastructure used across multiple engineering teams.
- Experience validating machine learning systems across data, training, evaluation, packaging, deployment, and monitoring, including data leakage, drift, nondeterminism, and model regression risks.
- Experience testing GPU-accelerated workloads and multi-tenant Kubernetes environments, including scheduling, resource allocation, isolation, quotas, and observability.
- Strong system-design skills and experience testing distributed systems, backend services, APIs, integrated hardware and software, reproducible environments, and Linux-based development systems.
Nice to have
- Experience with MLflow, Kubeflow, Weights & Biases, SageMaker, Vertex AI, model serving, experiment tracking, and artifact promotion.
- Experience with NVIDIA GPU infrastructure, CUDA, GPU scheduling, profiling, and performance-analysis tools.
- Experience validating autonomy, perception, planning, decision-making, reinforcement learning, embedded, or edge-compute systems.
- Experience with reliability, fault-injection, recovery testing, air-gapped environments, containers, infrastructure as code, or reproducible test environments.
- Proficiency with Go or TypeScript, or experience integrating Python with native C or C++ applications.
Culture & Benefits
- Work on intelligent systems for unmanned aircraft and robotic platforms operating in complex, contested, and GPS-denied environments.
- Collaborate across software, autonomy, machine learning, data, simulation, and systems engineering disciplines.
- Develop AI-assisted engineering workflows using coding agents and LLM-based tools while maintaining security, reproducibility, and traceability.
- Work as part of the Hivemind Enterprise Division's Quality organization in an on-site environment.
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