Level: Senior / StaffFocus: AI workload modeling, simulation-first validation, and scalable test infrastructureWhy This Role: Build foundational infrastructure — simulation, automation, and AI-assisted workflows. Small team, high impact, and the opportunity to shape how system test development is done.Build AI-native validation and test infrastructure enabling early system learning and workload-driven validation across the product lifecycle, reducing dependency on late-stage integration environments. You will operate across compute, memory, and storage subsystems, enabling correlation between real workloads and system behavior.ESSENTIAL DUTIES AND RESPONSIBILITIES:AI Workload Modeling & GenerationDevelop and analyze AI workloads, focusing on memory access characterization, and data movement behaviorGenerate trace-based and synthetic stress patterns for system-level validationSimulation-First ValidationBuild lightweight simulation and emulation environments (e.g., QEMU-based system models and customized modeling) for early validation and scalable development environmentMap workload to test prior to hardware availabilityReduce dependency on full-system emulation/real hardware through independent, scalable frameworksAI-Assisted Test InfrastructureBuild C/C/Python-based automation frameworks with parallel execution, structured logging, and scalable data pipelinesBuild and maintain spec-to-code pipelines: convert product specifications into structured formats for AI-assisted code generation and automated validationIntegrate AI tools for test content generation, debug acceleration, and log analysisFirmware & Test Content DevelopmentDevelop workload-aware test firmware aligned with system-level use casesEnable functional coverage based on real workloads, not synthetic-only scenariosData & AI-Driven InsightsBuild pipelines for data collection, failure classification, and pattern detectionApply ML techniques where appropriate for anomaly detection and failure clusteringSystem CorrelationMap workload behavior to system stress and device-level impact, enabling translation between real workloads and production test coverageCorrelate across compute, memory, and storage subsystems
