Senior Product Engineer, AI Systems

Join our innovative team at Employ as a Senior Product Engineer specializing in AI Systems. In this pivotal role, you will drive the development and implementation of cutting-edge AI technologies that enhance product functionality and user experience. You will collaborate with cross-functional teams to design, prototype, and iterate on product features, ensu…

AI/ML Engineer – NODA AILocation: Austin, TX (Hybrid work model, with up to 20% travel required)Clearance Requirement: U.S. Citizenship with eligibility to obtain a security clearanceAbout NODANODA is a veteran-owned, venture-backed technology firm dedicated to revolutionizing the collaboration of unmanned systems in intricate, mission-critical settings. We are at the forefront of developing cutting-edge solutions that facilitate the autonomous management of diverse unmanned systems across air, sea, land, and space, with essential applications in defense, intelligence, and commercial industries.As an AI/ML Engineer, you will be engaged in pioneering work in autonomous intelligence, crafting and deploying AI agents that effectively align mission intent with real-world execution through sophisticated reasoning frameworks and multi-domain orchestration capabilities.Joining NODA means becoming part of a team that values innovation, rapid iteration, and collaboration, working on impactful technology that advances the field of autonomy.The RoleWe are looking for a talented AI/ML Engineer to design and implement intelligent agents that facilitate adaptive mission planning and orchestration across multi-domain unmanned systems. This position will center on LLM orchestration frameworks, agent reasoning systems, and deploying AI models in edge computing environments on autonomous vehicles.You will develop systems that convert high-level mission objectives into actionable autonomous behaviors, adapt plans dynamically as situations evolve, and provide clear reasoning to human operators. Your contributions will integrate seamlessly with our ROS autonomy stack while ensuring dependable AI performance on resource-limited edge hardware.Key ResponsibilitiesDesign and implement LLM orchestration frameworks for mission planning and task decomposition across varied vehicle fleets.Create agent reasoning systems that connect high-level mission goals with executable autonomy commands.Optimize and quantize large language models and agent frameworks for deployment on edge computing hardware (e.g., Jetson, companion computers).Oversee the entire lifecycle of AI agents, including model versioning, prompt engineering, tool integration, and memory management.Develop human-in-the-loop workflows that ensure transparent and explainable AI reasoning for operators.

Location: Austin, TX (Hybrid on-site, ~20% typical; may increase up to ~50% during exercises and field events)Clearance Requirement: U.S. Citizen with the ability to obtain a security clearance.About NODA AINODA AI is a distinguished, veteran-owned technology firm that is revolutionizing the collaboration of unmanned systems within complex, mission-critical environments. Our commitment to innovation drives the development of next-generation solutions that facilitate the autonomous orchestration of diverse unmanned systems across air, sea, land, and space, with significant applications in defense, intelligence, and commercial sectors.By joining NODA AI, you will be part of a team dedicated to advancing meaningful technology that expands the horizons of autonomy, working in an environment that values innovation, rapid iteration, and collaborative efforts.The RoleWe are looking for a proactive Field Systems Integration Engineer to act as a vital technical link between Solutions Engineering, Field Operations, and the wider engineering team. This position is crucial in ensuring that NODA systems are not only assembled and operational but also seamlessly integrated to uphold NODA’s architecture, mission workflows, communication protocols, and internal testing objectives.In this hands-on role, you will work with radios, onboard computing systems, payloads, vehicle integrations, and onboard autonomy systems (PX4/ArduPilot) across deployed unmanned platforms. You will guide Field Operations in building, configuring, and executing systems in accordance with NODA’s technical vision, while also identifying and troubleshooting issues through structured debugging, log analysis, and comprehensive system reasoning. A solid understanding of autopilot configuration, failsafe behavior, MAVLink communication, and autonomy stack integration is required, alongside the ability to utilize code, configurations, and scripts to enhance the repeatability and reliability of field integration workflows.

Product Manager – NODA AILocation: Austin, TX (Hybrid on-site, with up to 20% travel)Clearance Requirement: U.S. Citizen with the ability to obtain a security clearanceAbout NODANODA AI is an innovative, venture-backed technology firm revolutionizing the interaction of unmanned systems within intricate, mission-critical landscapes. Our focus is on developing cutting-edge solutions that facilitate the autonomous orchestration of diverse unmanned systems across air, sea, land, and space, catering to critical applications in defense, intelligence, and commercial industries.As a Product Manager at NODA, you will be pivotal in steering the strategic vision and execution of transformative autonomous orchestration solutions, guiding groundbreaking products from initial concept to successful delivery in one of the most dynamic sectors of technology.Joining NODA means becoming part of a dedicated team that thrives on innovation, rapid prototyping, and collaborative problem-solving.The RoleWe are looking for a skilled Product Manager to spearhead the development and deployment of our autonomous orchestration platform. This is a unique opportunity to create novel product features from inception, directly engaging with customers to gather requirements while collaborating with engineering teams to deliver state-of-the-art solutions that redefine multi-domain autonomous operations. You will manage the entire product lifecycle, encompassing strategic planning, market analysis, feature development, and customer satisfaction.Key ResponsibilitiesDefine and implement the product strategy and roadmap for autonomous orchestration solutions.Engage with defense, intelligence, and commercial clients to gather requirements and translate them into actionable product features.Collaborate with engineering teams to prioritize development tasks and ensure the timely delivery of high-quality products.Lead cross-functional teams throughout the complete product development lifecycle, from concept through to customer deployment.Conduct market research and competitive analysis to identify opportunities and enhance product positioning.Develop go-to-market strategies and provide technical product expertise to support business development efforts.Manage product launches, ensuring successful deployment and integration with customers.

Senior Full Stack Engineer – NODA AILocation: Austin, TX (Hybrid on-site, with up to 20% travel)Clearance Requirement: Must be a U.S. Citizen and capable of obtaining a security clearance.About NODA AINODA AI, a veteran-owned and venture-backed technology enterprise, is pioneering advancements in unmanned systems collaboration within complex, mission-critical scenarios. We are at the forefront of developing next-generation solutions that facilitate the autonomous orchestration of diverse unmanned systems across various terrains, including air, sea, land, and space, with significant applications in defense, intelligence, and commercial sectors.Our Full Stack Engineers play a crucial role in constructing backend services and operator interfaces that enable seamless mission control and coordination across a variety of unmanned platforms. We bridge cutting-edge autonomous systems with human decision-making through robust APIs and responsive web applications.Joining NODA AI means engaging with innovative technology that expands the horizons of autonomy, as part of a team that values creativity, rapid iteration, and collaboration.The RoleWe are looking for a forward-thinking Senior Full Stack Engineer to architect and develop the backend services and operator interfaces that drive our autonomous vehicle orchestration platform. You will be responsible for creating mission control applications, real-time data processing systems, and the APIs that link human operators with autonomous fleets across multiple domains.Your primary focus will be on building scalable backend services that integrate seamlessly with ROS2-based autonomous systems, developing robust data pipelines for telemetry processing, and crafting responsive web interfaces for mission planning and fleet coordination. This role requires strong C++ proficiency to interact directly with autonomous system middleware, and the ability to connect robotics systems with contemporary web applications.Key ResponsibilitiesDevelop scalable backend APIs and microservices using Python and C++ within an event-driven architecture to facilitate real-time orchestration.Design and implement event-driven data pipelines for processing telemetry, sensor feeds, and mission data from diverse vehicle fleets utilizing publish/subscribe methodologies.Create dynamic operator interfaces using React for mission planning, fleet coordination, and system monitoring.Establish WebSocket-based communications to enable low-latency interactions between operators and autonomous systems.

Role Overview ICON is hiring a Senior Systems Engineer II to guide the full development cycle of Off-Planet Robotic Systems. This position is based in Austin, Texas and reports to the Technical Director of Off-Planet Systems. The role calls for a systems engineer with deep experience in engineering tools, processes, and methodologies, especially those used in aerospace and spaceflight projects. Success in this role depends on strong communication, leadership, and the ability to work across disciplines with engineers, scientists, and technicians. What You Will Do Apply NASA and similar systems engineering practices, including model-based systems engineering (MBSE), to manage requirements, milestones, and program needs. Lead and coordinate cross-disciplinary teams through the design, development, and testing of spaceflight hardware programs. Prepare and organize documentation for government contracts, white papers, and technical presentations. Oversee execution of multiple related programs and projects, ensuring detailed planning, cross-functional coordination, and direct customer engagement. Assess stakeholder needs across different workstreams, identify gaps and risks, and define strategies to address them on schedule. Keep stakeholders and leadership informed of project status through presentations, dashboards, emails, and verbal updates. Take responsibility for the entire program lifecycle, ensuring objectives and deliverables are met. Lead a multi-disciplinary team in developing complex electro-mechanical robotic systems. What ICON Looks For Proactive, self-motivated approach Detail-oriented and diligent work style Collaborative mindset and strong problem-solving skills Humble attitude with a focus on team success Exceptional communication skills for working with diverse stakeholders This is an onsite position at ICON's Austin, TX campus.

At GFiber, we are passionate about the transformative power of high-quality internet. We believe that it drives innovation, strengthens communities, and enables extraordinary achievements. As we continue our mission to provide better internet, we are expanding our team to include dedicated individuals who aspire to make a difference in the world.GFiber, a proud member of the Alphabet family, delivers cutting-edge internet services through Google Fiber and Google Fiber Webpass to homes and businesses across the U.S. With our ongoing expansion, we are connecting more cities and individuals to exceptional internet experiences.The application window will be open until at least April 17, 2026. This opportunity will remain available based on business needs, which may be before or after the specified date.This role is not eligible for immigration sponsorship. Our Information Systems and Technology team is vital in enhancing productivity and efficiency across all departments at GFiber. We are committed to delivering outstanding support, fostering strong partnerships, and ensuring seamless project execution. Together, we innovate to empower our colleagues and advance our organization.Role OverviewAs a Senior IT Systems Engineer, you will design and maintain the digital workspace that our employees depend on daily. This role encompasses the complete lifecycle of corporate applications—from end-to-end deployment and configuration to automated patching and long-term administration. You will oversee our Google Workspace environment and support essential office technologies, including multi-vendor networking, conferencing, and advanced printing solutions. With your profound expertise in software application engineering, you will also maintain strong full device management practices to ensure secure and efficient delivery across macOS, Windows, and ChromeOS platforms.Your Responsibilities:Manage the enrollment, security, and compliance of macOS, Windows, and ChromeOS devices utilizing Microsoft Intune, Google Workspace, and Kandji/Iru to ensure a stable platform for application delivery.Architect comprehensive deployment, configuration, and proactive patching strategies for the corporate productivity suite, leading the rollout of new enterprise solutions from initial setup to ongoing maintenance and optimization.Deploy and provide advanced support for office technologies and equipment.

Special Notice: This position is not dependent on project awards or funding sources. Join webAI for full-time employment.About Us: At webAI, we are pioneers in the field of artificial intelligence, focusing on distributed processing at the edge. Our goal is to create an environment where sensitive data and intellectual property remain secure, enabling the use of advanced AI models on standard consumer hardware without risk. We are on a mission to develop a comprehensive platform that prioritizes security, scalability, and user control, allowing businesses to leverage AI tailored to their specific needs.About The Role: We are seeking a talented Senior Systems Engineer skilled in Rust, or a Systems Engineer with extensive experience in P2P technologies, to advance our Public Sector projects. This role is essential in creating secure and resilient AI infrastructures. If you are proficient in backend systems languages but lack Rust experience, please consider our Peer to Peer Systems Engineer position. This role will also involve integrating our distributed AI technology with existing systems in various languages including Go, Swift, Python, and C++.Your responsibilities will include designing and implementing robust synchronization and networking systems that ensure reliable AI operations across diverse environments, from edge devices to secure government cloud systems, while maintaining the highest standards of performance, reliability, and data privacy.

Join Renesas Electronics Corporation as a Senior Principal System Engineer, where you will lead the design and development of advanced systems in an innovative environment. You will collaborate with cross-functional teams to drive technology advancements and deliver cutting-edge solutions for our global clientele.

About Future Secure AI Future Secure AI builds advanced artificial intelligence solutions for global enterprises. The team focuses on solving complex challenges across multiple industries. The company values courage, diligence, and a drive to learn, guided by its BRAVER principles. Professional growth is a priority, with support for ongoing development. Collaboration with experienced colleagues and meaningful projects are part of daily life here. Senior Product Manager Role This Senior Product Manager position centers on leading a major area of the company’s core AI platform. The work directly supports AI teams, helping them develop, deploy, and scale AI models quickly and reliably. Acting as the main advocate for both developer and operational teams, this role involves gathering their needs and translating them into a clear product roadmap. The goal: deliver the right tools and infrastructure for internal teams to succeed. Success in this role depends on a strong grasp of relevant technologies and a focus on building an outstanding developer experience. Location Austin, TX

CarbonBetter is looking for a Product Engineer specializing in AI and Automation to join the team in Austin, Texas. This position centers on building practical solutions to operational challenges, using advanced tools where they make sense. The focus is always on meeting real needs, not just applying technology for its own sake. This role combines product development, engineering, and operational strategy. Working closely with executive leadership, the Product Engineer will identify key opportunities, rapidly prototype solutions, integrate them into current workflows, and keep improving them over time. The emphasis is on building, deploying, iterating, and taking ownership of solutions, rather than pure research or traditional engineering tasks. What you will do Work with business leaders to spot inefficient workflows and operational pain points. Ask thoughtful questions to get to the root of problems. Decide whether automation, AI, or changes in process are the right approach for each issue. Develop internal tools and automations quickly, often creating prototypes in days, not weeks. Use a range of platforms and languages, such as LLM APIs (like OpenAI), Python, JavaScript, Zapier, Make, and PowerApps. Focus on delivering solutions that are fast and effective, rather than aiming for perfection on the first try. Make sure new tools are accessible and usable for real users and stakeholders. This is a hands-on position where quick iteration and practical impact matter most. The right candidate enjoys working across disciplines and is comfortable taking projects from idea to implementation and beyond.

About UsGraphcore is at the forefront of innovation in Artificial Intelligence computing. We are committed to developing cutting-edge hardware, software, and systems infrastructure that will enable the next wave of AI advancements and facilitate the pervasive integration of AI across various sectors.As part of the SoftBank Group, Graphcore is included in a prestigious network of companies driving some of the most revolutionary technologies of our time. Our collective ambition is to realize Artificial Super Intelligence and ensure its advantages are accessible to all.Our teams are composed of diverse talent, with backgrounds spanning AI research, silicon design, software engineering, and systems architecture. At Graphcore, we foster a culture of continuous learning and relentless innovation.Job SummaryWe are looking for a skilled AI Hardware Systems Engineering and Debug Lead to spearhead system-level debugging and bring-up processes for Graphcore's next-generation AI data center platforms.The ideal candidate will manage intricate debugging tasks across hardware, firmware, and software for blade and rack-level systems. This position emphasizes the creation of scalable debugging strategies, the enhancement of debugging efficiency, and the assurance of prompt resolution of system-level challenges throughout the product lifecycle.

At Tenstorrent, we are at the forefront of AI technology, transforming performance benchmarks, usability, and cost efficiency. As AI reshapes the computing landscape, our solutions are evolving to integrate advancements across software models, compilers, platforms, networking, and semiconductor technologies. Our innovative team has crafted a high-performance RISC-V CPU from the ground up, driven by a passion for AI and a commitment to building an exceptional AI platform. We encourage collaboration, curiosity, and a proactive approach to solving complex challenges. We are expanding our team and invite professionals of all experience levels to contribute.We seek a skilled engineer to join our CPU design team, focusing on defining and implementing CPU system RTL. You will integrate multiple cores, clusters of cores, fabrics, and subsystem components, working closely with design verification (DV), physical design (PD), architecture, and performance teams to produce a design that meets functional, timing, and power requirements.This position is hybrid, with options based in Austin, TX, Fort Collins, CO, or Santa Clara, CA.We welcome candidates of varying experience levels for this role. During the interview process, we will evaluate candidates to determine the appropriate level, and offers will align accordingly, which may differ from this posting.

Join our dynamic team at Renesas Electronics as a Senior Product Engineer. In this pivotal role, you will leverage your expertise in product design and development to innovate and enhance our cutting-edge electronic solutions. You will collaborate with cross-functional teams to drive product success from concept to execution.

Join our innovative team at ag as a Senior AI Engineer. In this pivotal role, you will lead the design and implementation of cutting-edge AI solutions that drive our mission forward. Your expertise will contribute to developing intelligent systems that enhance user experience and optimize processes.As a Senior AI Engineer, you will collaborate with cross-functional teams to identify opportunities for AI integration and develop scalable models. This is an exciting opportunity to shape the future of technology in a dynamic environment.

Location: Austin, TX (Hybrid: 2 to 3 days onsite per week) Role overview The Senior Staff Systems Design Engineer at Weedmaps leads the transformation of the company’s design system into a scalable, production-ready foundation. This position connects Design, Engineering, and AI tooling, focusing on building, operationalizing, and scaling the system for all user interface surfaces. The role balances rapid development with high standards for usability and craftsmanship, ensuring alignment with engineering architecture and consistency across applications. Collaboration is central, working with Engineering (CI/CD, tokens, tooling), Creative (brand cohesion and evolution), and Product Design (development and iteration) to drive adoption and improve the product experience. What you will do Define and iterate on a multi-platform system for web and mobile, grounded in solid architecture, governance, and scalability principles. Own the system roadmap, setting priorities based on product needs, adoption gaps, and system performance. Collaborate with Design and Creative leaders to ensure quality craftsmanship, modern interaction patterns, and alignment with evolving brand standards. Design and implement core system components, including intuitive, flexible, and scalable APIs, variants, and composition patterns. Maintain high standards for visual accuracy, fidelity, accessibility (using React Aria), and interaction quality, including motion and state management. Continuously improve components based on real product usage and edge case scenarios. Implement automated quality systems such as visual regression testing, and conduct ongoing audits to uphold usability and craftsmanship, taking a cross-functional approach to quality. Lead migration of legacy user interfaces, ensuring smooth integration of key product surfaces (like CTAs and checkout flows) powered by the design system to increase adoption across the platform. Enhance Developer Experience by creating well-structured, intuitive component APIs that balance flexibility and simplicity. Establish a reliable tool-to-code pipeline (Figma, Claude, Builder, and others) to keep design artifacts and production components in sync and minimize drift. Partner with Engineering on architectural decisions (CI/CD, token systems, distribution infrastructure) and support enforcement mechanisms such as linting and token constraints to maintain system integrity. Introduce and standardize AI-assisted workflows, structure components for AI-friendly generation, and integrate tools (Builder.io, Gemini, and others) to improve consistency. Mentor designers and engineers, sharing best practices and guiding system usage to foster a strong, knowledgeable community.

Join NODA AI as a Senior Simulation EngineerLocation: Austin, TX (Hybrid, with minimal travel up to 10%) Clearance Requirement: Must be a U.S. Citizen capable of obtaining a security clearance.About NODA AIAs a veteran-owned, venture-backed technology innovator, NODA AI is revolutionizing the collaboration of unmanned systems in complex, mission-critical environments. Our advanced distributed orchestration platform facilitates the autonomous coordination of diverse unmanned systems across air, sea, land, and space, serving critical applications in defense, intelligence, and commercial sectors.At NODA, we are creating autonomy layers that empower vehicles from various domains to operate cohesively, adaptively, and resiliently. Simulation is a cornerstone capability at NODA, utilized not only for rigorous testing but also for system architecture, mission rehearsals, integration validation, and impactful customer demonstrations.The OpportunityWe are on the lookout for an experienced Senior Simulation Engineer to lead and enhance NODA’s simulation capabilities as a pivotal component of our platform. This role involves the design and evolution of simulation environments that expedite internal development while also facilitating customer mission planning, demonstrations, and deployments.You will be responsible for constructing and managing a ROS 2-based multi-domain simulation environment that effectively exercises real execution paths across autonomy, mission planning, communications, and data capture systems. Your contributions will empower engineers to validate behaviors prior to field deployment, assist mission leads in rehearsing intricate operations, and ensure that simulations accurately reflect real-world operational constraints.This role is designed for a senior-level, hands-on individual contributor who truly understands how simulation impacts real-world delivery, extending beyond mere visualization fidelity.Key ResponsibilitiesDesign, develop, and sustain multi-vehicle simulation environments across air, ground, and maritime domains utilizing ROS 2-based tools.Lead the evolution of NODA’s core simulation platform, ensuring it meets the needs of engineering development, integration testing, mission rehearsals, and demonstrations.Implement high-fidelity sensor models, including EO/IR, LiDAR, radar, and sonar, with a focus on accuracy, performance, and extensibility.

Senior to Lead Product DesignerLocation: Austin, TX (Hybrid on-site, with up to 30% travel)Requirement: U.S. citizenship with the ability to obtain security clearance.About NODA AINODA AI is a pioneering, veteran-owned technology firm that is revolutionizing the collaboration of unmanned systems in intricate, mission-critical scenarios. Our innovative solutions facilitate the autonomous orchestration of diverse unmanned systems across air, sea, land, and space, with significant applications in defense, intelligence, and commercial fields.We are developing a comprehensive tactical military interface platform that acts as the command center for essential operations. Our product designers create experiences that empower operators to adeptly manage complex data from unmanned systems and make critical decisions in high-pressure environments.Joining NODA AI means engaging in impactful technology that expands the limits of autonomy while working with a team that values innovation, rapid iteration, and collaboration.The RoleWe are in search of a Senior to Lead Product Designer who will spearhead the design vision and execution for our tactical military interface platform. The ideal candidate will adeptly convert intricate operational requirements into user-friendly, mission-critical interfaces while upholding design excellence throughout the product lifecycle. Collaborating at the crossroads of user needs, technical limitations, and business goals, you will craft experiences that empower military operators in high-stakes environments. This position offers a pathway to evolve into a design leadership role as our team and product grow.Key ResponsibilitiesLead the comprehensive product design for core functionalities including battle management, asset tracking, operational planning, and event monitoring interfaces.Collaborate with product managers, engineers, and military stakeholders to define product requirements and translate them into elegant design solutions.Create detailed design specifications encompassing interaction patterns, component states, precise measurements, and visual specifications for engineering implementation.Conduct user research with military operators and stakeholders to understand workflows, pain points, and operational requirements in tactical environments.Design and prototype intricate interfaces for real-time data visualization, tactical mapping, and intuitive user interactions.

Role Overview ICON is hiring a Senior Systems Engineer I to drive the cross-functional development of Defense R&D programs. This position focuses on optimizing and designing advanced 3D printing robotics for defense and military use. The Senior Systems Engineer I will report to the Senior Director of Defense R&D Programs and work onsite at ICON’s Austin, TX campus. Key Responsibilities Lead a skilled team of engineers and technicians in developing systems for defense applications. Guide the use of systems engineering tools, processes, and methodologies throughout project lifecycles. Communicate technical information clearly with both internal teams and external partners. Ensure designs meet the strict requirements of defense and military standards. What ICON Looks For Strong background in systems engineering, including hands-on experience with relevant tools and processes. Clear, effective communicator across disciplines and audiences. Proactive, detail-oriented, and collaborative approach to problem-solving. Demonstrated humility and a team-first mindset. Location This position is based in Austin, Texas, United States.

About Us Graphcore stands at the forefront of innovation in Artificial Intelligence computing, dedicated to developing advanced hardware, software, and systems infrastructure. Our mission is to facilitate the next wave of AI breakthroughs, propelling the widespread implementation of AI solutions across diverse industries. As a proud member of the SoftBank Group, Graphcore joins an elite consortium of companies that are shaping transformative technologies. Together, we envision a future where Artificial Super Intelligence is accessible and beneficial for all. Our teams are composed of talented individuals from various backgrounds, fostering a rich blend of skills and viewpoints. With a culture that thrives on continuous learning and innovation, we are home to AI research experts, silicon designers, software engineers, and systems architects. Position Overview We are on the lookout for a Staff Systems Engineer to provide expert operational, diagnostic, and engineering support for Graphcore’s Arm-based hardware platforms in both lab and data center settings. This role emphasizes the support of hardware bring-up, validation, and troubleshooting of intricate AI compute platforms, such as server blades, racks, and rack-scale infrastructure. The ideal candidate will work in close collaboration with engineering, platform, and data center teams to guarantee the reliability and performance of our next-generation AI systems. The Team The Systems Engineering and Hardware Engineering teams play a pivotal role in enabling the bring-up, validation, and operational reliability of Graphcore’s AI infrastructure platforms. This collaborative environment promotes rapid problem-solving and continuous enhancement of Graphcore’s hardware platforms from early development stages to production deployment. Key Responsibilities Lead advanced troubleshooting for server blades, motherboards, power systems, and rack-scale infrastructure. Assist in engineering bring-up activities, including component validation and firmware interaction testing. Diagnose system-level failures related to thermal performance, power irregularities, network configurations, and BIOS/BMC issues. Collaborate with server engineering teams to conduct root cause analyses and recommend corrective actions or design improvements. Facilitate the deployment and rollout of next-generation hardware platforms through structured processes.