Software Engineering: Python, Rust or another systems language. APIs, databases and native integrations. TypeScript/React and Tauri experience
Workload Orchestration: Job submission, scheduling, quotas, concurrency. Result retrieval and reproducible environments. SDK and driver compatibility management
Security: Authentication, authorization, least privilege. Access revocation, sandboxing, network security. Protection of users’ files and data
Cloud Operations (Google Cloud/AWS): Containers, infrastructure as code, CI/CD. Monitoring, incident investigation. Safe deployments, rollback and recovery
Applied ML & Accelerated Computing: PyTorch/ONNX. Image/video processing, detection, classification, segmentation. Calibration, quantization and hardware-aware optimization
Evaluation & Retrieval: Reproducible benchmarks for model quality, agent behavior and task success. Grounded retrieval and traceable results
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Fine-tuning, multimodal applications, distributed inference
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Experience maintaining developer tools