
Graphcore · Austin
About us Graphcore is one of the world’s leading innovators in Artificial Intelligence compute. It is developing hardware, software and systems infrastructure...
About us
Graphcore is one of the world’s leading innovators in Artificial Intelligence compute. It is developing hardware, software and
systems infrastructure that will unlock the next generation of AI breakthroughs and power the widespread adoption of AI solutions
across every industry.
As part of the SoftBank Group, Graphcore is a member of an elite family of companies responsible for some of the world’s most
transformative technologies. Together, they share a bold vision: to enable Artificial Super Intelligence and ensure its benefits
are accessible to everyone.
Graphcore’s teams are drawn from diverse backgrounds and bring a broad range of skills and perspectives. A melting pot of AI
research specialists, silicon designers, software engineers and systems architects, Graphcore enjoys a culture of continuous
learning and constant innovation.
Job Summary
We are seeking an experienced Staff UEFI Engineer to design, develop, and deploy UEFI-based firmware for Graphcore’s hyperscale AI
server platforms.
This role focuses on developing system firmware responsible for platform initialization, hardware configuration, and reliability
features across large-scale data center deployments.
The Team
Graphcore is a globally recognised leader in Artificial Intelligence computing systems. The company designs advanced
semiconductors and data centre hardware that provide the specialised processing power needed to drive AI innovation, while
delivering the efficiency required to support its broader adoption.
The Firmware Engineering team develops the foundational firmware responsible for platform initialization, hardware configuration,
and system reliability across Graphcore’s AI compute infrastructure.
The team collaborates with silicon engineering, hardware design teams, BMC firmware teams, validation engineers, and platform
architects to enable reliable server platform bring-up and operation.
Responsibilities and Duties
Candidate Profile
Essential
Desirable
USA Benefits
In addition to a competitive salary, Graphcore offers flexible working and a comprehensive benefits package designed to support
your health, wellbeing and financial future. Our benefits include medical, dental and vision coverage, Flexible Spending Accounts
(FSAs), Health Savings Accounts (HSAs), disability and life insurance, a 401(k) retirement plan, commuter benefits, wellness
services and an Employee Assistance Programme (EAP). We welcome people of different backgrounds and experiences; we're committed
to building an inclusive work environment that makes Graphcore a great home for everyone. We offer an equal opportunity process
and understand that there are visible and invisible differences in all of us. We can provide a flexible approach to interview and
encourage you to chat to us if you require any reasonable adjustments.
ABOUT US Graphcore is one of the world’s leading innovators in Artificial Intelligence compute. It is developing hardware, software and systems infrastructure that will unlock the next generation of AI breakthroughs and power the widespread adoption of AI solutions across every industry. As part of the SoftBank Group, Graphcore is a member of an elite family of companies responsible for some of the world’s most transformative technologies. Graphcore’s teams are drawn from diverse backgrounds and bring a broad range of skills and perspectives. JOB SUMMARY We are seeking a Staff System Validation Engineer to design and implement validation tests for Arm-based data center SoCs using a combination of open-source benchmarking tools and custom micro-benchmarks. Define test cases, tune workload parameters, and use Python to automate and analyze validation across processing units, system memory, communication links, and PCI Express components. THE TEAM The Systems Validation team validates Graphcore’s AI compute platforms across hardware, firmware, and software domains. RESPONSIBILITIES AND DUTIES * Translate hardware features into structured, parameterized test cases, including: * Objectives, workload models, parameters, metrics, and pass/fail criteria. * Use and tune open-source tools such as: * Stress-ng, fio, iperf, sysbench, Imbench * Define workload parameters: * Concurrency (threads/cores), memory footprint, access patterns * Queue depth, block size, CPU/NUMA affinity. * Design and execute validation scenarios: * Functional, performance, stress, and corner-case testing. * Validate across domains: * CPU scaling and cache behavior * Memory (DDR/HBM) bandwidth, latency, and NUMA effects * Interconnect contention under multi-core load * PCIe/I-O throughput, latency, and multi-device scenarios * Develop custom micro-benchmarks (C/C++) when existing tools are insufficient * Use Python to: * Automate test execution and orchestration * Implement parameter sweeps and test matrices * Parse, analyze, and visualize results. * Debug system behavior and performance issues in collaboration with hardware and firmware teams CANDIDATE PROFILE Essential: * Strong background in Linux systems and low-level performance analysis * Experience in system validation, benchmarking, or performance testing * Solid understanding of one or more domains: * CPU architecture, memory systems, or PCIe * Experience using benchmarking tools (stress-ng, fio, iperf, etc.) * Ability to define test cases, parameters, and workload models * Proficiency in Python (essential) for automation, orchestration, and data analysis * Programming experience in C/C++ for micro-benchmark development Desirable: * Experience with Arm-based platforms * Strong programming skills in C/C++ and Python for system-level development and automation * Familiarity with performance tools (perf, numactl, taskset) * Experience with large-scale or high core-count systems USA Benefits In addition to a competitive salary, Graphcore offers flexible working and a comprehensive benefits package designed to support your health, wellbeing and financial future. Our benefits include medical, dental and vision coverage, Flexible Spending Accounts (FSAs), Health Savings Accounts (HSAs), disability and life insurance, a 401(k) retirement plan, commuter benefits, wellness services and an Employee Assistance Programme (EAP). We welcome people of different backgrounds and experiences; we're committed to building an inclusive work environment that makes Graphcore a great home for everyone. We offer an equal opportunity process and understand that there are visible and invisible differences in all of us. We can provide a flexible approach to interview and encourage you to chat to us if you require any reasonable adjustments. -
MANUFACTURING TEST ENGINEER – SERVER HARDWARE Graphcore is a globally recognised leader in Artificial Intelligence computing systems. The company designs advanced semiconductors and data centre hardware that provide the specialised processing power needed to drive AI innovation, while delivering the efficiency required to support its broader adoption. As part of the SoftBank Group, Graphcore is a member of an elite family of companies responsible for some of the world’s most transformative technologies. We are opening a new AI Engineering Campus in Austin, which will play a central role in Graphcore's work building the future of AI computing. ROLE OVERVIEW We are seeking an experienced Manufacturing Test Engineer to support high-volume server manufacturing from board-level test through system-level production test. This role will work closely with an ODM manufacturing partner to define, implement, validate, and optimize the manufacturing test strategy for L6 board-level products, including ICT, MDA, and Board Functional Test, as well as support L10 system-level manufacturing test. The ideal candidate has strong experience in server hardware manufacturing, Linux-based test environments, diagnostic test coverage, fixture requirements, yield improvement, and root cause corrective action processes. This role requires both technical depth and hands-on manufacturing execution experience, with the ability to drive best practices across test development, factory readiness, quality planning, and ongoing production support. KEY RESPONSIBILITIES Manufacturing Test Strategy and Planning * Work with ODM partners to define and execute the manufacturing test strategy for L6 board-level production. * Develop and review test plans covering: * In-Circuit Test, or ICT * Manufacturing Defect Analyzer, or MDA * Board Functional Test * Diagnostic coverage requirements * Manufacturing line test flow * Failure detection and containment strategy * Ensure test plans provide appropriate coverage for board-level defects, assembly issues, component-level failures, and functional performance requirements. * Partner with hardware engineering, design validation, diagnostics, operations, quality, and ODM teams to align manufacturing test coverage with product risk areas. L6 Board-Level Test Development and Deployment * Define requirements for board-level test stations, fixtures, test software, diagnostic content, and production test infrastructure. * Support the development, validation, and release of board functional tests into the ODM manufacturing environment. * Review ICT and MDA coverage reports and drive improvements to ensure adequate manufacturing defect detection. * Define pass/fail criteria, test limits, data collection requirements, retest rules, and failure handling processes. * Support bring-up, debug, and qualification of manufacturing test processes during NPI and production ramp. L10 System-Level Manufacturing Test * Support development and deployment of L10 system-level manufacturing test processes. * Port board functional tests into the L10 manufacturing environment where appropriate. * Ensure L10 test coverage validates system-level integration, board functionality, firmware readiness, thermal behavior, power behavior, I/O functionality, and platform health. * Work with ODM and internal engineering teams to ensure test execution is scalable, repeatable, and suitable for high-volume server production. Manufacturing Line and Fixture Requirements * Specify manufacturing line requirements for test station configuration, test sequencing, data capture, networking, tooling, and operator workflow. * Define requirements for test fixtures, cabling, adapters, load boards, debug interfaces, power delivery, signal access, and fixture maintenance. * Ensure fixtures and test stations meet manufacturing requirements for reliability, repeatability, safety, ease of use, throughput, and serviceability. * Drive fixture validation, correlation, preventive maintenance planning, and readiness for production ramp. Quality Planning, Yield, and Continuous Improvement * Create and maintain an overall manufacturing quality plan focused on yield, defect containment, test coverage, and production readiness. * Monitor manufacturing test yield, first-pass yield, failure pareto trends, retest rates, false failures, and escape risks. * Lead technical investigations into manufacturing test failures, quality excursions, and yield loss. * Drive structured root cause analysis and corrective action with ODM partners and internal stakeholders. * Define and track corrective actions, containment plans, and long-term process improvements. * Establish best practices for test development, test deployment, fixture readiness, failure analysis, data review, and manufacturing quality control. Cross-Functional Collaboration * Serve as the primary technical interface between internal teams and ODM manufacturing test teams. * Collaborate with hardware engineering, diagnostics, firmware, software, quality, supply chain, and operations teams. * Support NPI builds, pilot builds, production ramp, and sustaining manufacturing activities. * Communicate test readiness, risks, yield issues, corrective actions, and manufacturing quality status to program stakeholders. * Travel to ODM manufacturing sites as needed to support build readiness, test deployment, debug, and ramp activities. DIFFERENTIATORS * 8+ years of experience in manufacturing test engineering, hardware test engineering, or production test development. * Experience supporting high-volume server manufacturing or similar complex compute, networking, storage, or data center hardware products. * Strong understanding of board-level manufacturing test processes, including: * ICT * MDA * Board Functional Test * Diagnostic test execution * Manufacturing defect detection * Experience working directly with ODM, CM, or JDM manufacturing partners. * Hands-on experience with Linux-based test environments, including test execution, scripting, log collection, and failure triage. * Familiarity with server hardware architecture, including CPUs, memory, storage, networking, BMCs, firmware, power subsystems, and high-speed interfaces. * Experience defining test fixture requirements and supporting fixture bring-up, validation, and production readiness. * Strong understanding of manufacturing quality metrics, including first-pass yield, retest rate, defect paretos, failure analysis, and corrective action. * Demonstrated ability to drive root cause analysis and corrective action across engineering and manufacturing teams. * Ability to review test logs, identify failure signatures, isolate issues, and determine whether failures are related to hardware, firmware, software, test process, or fixture design. * Strong written and verbal communication skills with the ability to clearly communicate technical issues, risks, and action plans. Preferred Qualifications * Experience with L6 board-level and L10 system-level manufacturing processes. * Experience porting board-level functional tests into system-level manufacturing environments. * Familiarity with server diagnostics, BMC interfaces, BIOS/UEFI, firmware update flows, hardware health checks, and system stress testing. * Experience with Python, Bash, or other scripting languages used in manufacturing test automation. * Knowledge of manufacturing data systems, test result databases, yield dashboards, and factory analytics. * Experience with high-volume NPI, EVT/DVT/PVT, pilot builds, and production ramp. * Familiarity with test coverage analysis, DFT/DFM principles, and manufacturing escape prevention. * Experience working with global manufacturing teams and offshore ODM sites. Key Success Measures * Complete and production-ready L6 test plan covering ICT, MDA, and Board Functional Test. * Successful deployment of board functional test into L6 and L10 manufacturing environments. * Clearly defined manufacturing line, station, and fixture requirements. * Strong diagnostic coverage aligned to product risk and manufacturing defect modes. * Stable test processes with low false-failure rates and scalable execution time. * Improved first-pass yield and reduced manufacturing defect escapes. * Timely root cause identification and corrective action closure for yield and quality issues. * Adoption of manufacturing test and quality best practices across ODM production lines. We welcome people of different backgrounds and experiences and are committed to building an inclusive work environment that makes Graphcore a great home for everyone. We are an equal opportunity employer and want to build a work environment where everyone is happy, productive and respectful so they can do their best work. If you have a disability or additional need that requires accommodation, just let us know. USA Benefits In addition to a competitive salary, Graphcore offers flexible working and a comprehensive benefits package designed to support your health, wellbeing and financial future. Our benefits include medical, dental and vision coverage, Flexible Spending Accounts (FSAs), Health Savings Accounts (HSAs), disability and life insurance, a 401(k) retirement plan, commuter benefits, wellness services and an Employee Assistance Programme (EAP). We welcome people of different backgrounds and experiences; we're committed to building an inclusive work environment that makes Graphcore a great home for everyone. We offer an equal opportunity process and understand that there are visible and invisible differences in all of us. We can provide a flexible approach to interview and encourage you to chat to us if you require any reasonable adjustments.
ABOUT THE ROLE Scale's Global Public Sector team is focused on using AI to address critical challenges facing the public sector around the world. As a Staff Applied AI Engineer, you'll raise the bar for how AI gets built, governed, and evaluated across the team. You'll define standards that other engineers adopt, such as evaluation methodologies for agents and MLOps practices, while acting as the senior technical voice for the most sensitive AI decisions our clients face. What you'll do * Define standards for responsible AI, model governance, and production MLOps that get adopted broadly across the Global Public Sector team * Build or validate the highest-risk parts of strategic AI systems and use those systems to establish standards other teams can adopt. * Architect AI systems designed to prevent systemic failure, and lead the resolution of the most severe incidents tied to model safety or data integrity * Build reusable AI capabilities, such as production-ready agent implementations built on proven architectures, fine-tuned models, or evaluation methodologies, that other engineers and clients can build on * Advise on which new AI developments are worth adopting, and help set the technical roadmap for the domain * Act as the senior technical partner to client leadership on AI strategy * Coach Senior Applied AI Engineers, delegate ownership of technical domains, and build systems and practices that enable multiple teams to deliver safer AI * Contribute to recruiting and representing Scale's AI work externally What we look for * 7+ years of engineering experience, with a multi-year track record owning AI/ML systems in production * Experience judging the quality of training data, selecting the right adaptation method for a given model, evaluating fine-tuning results, and balancing serving cost, latency, and quality trade-offs * Experience owning an AI-powered product end to end, including direct involvement in the AI's behaviour rather than implementing ML work scoped by another team * A track record of establishing standards that outlived the projects they were built for, such as an evaluation methodology, an MLOps practice, or an architectural pattern * Comfort operating with executive-level clients and leadership, including defending a technical position under pressure * Deep experience with regulated, sovereign, or on-premise AI deployment, including hallucination mitigation and auditability Where this role sits Your primary accountability covers production AI behaviour, its backend integration, and the evaluation required for a specific customer. Senior Full-Stack Engineers own the complete user-facing application and its infrastructure. ML Research Engineers lead novel agent architecture and the benchmark methodology used across accounts. The roles work together on agents and evaluation, with accountability set by the scope of the problem. The Public Sector context Location, travel, and vetting requirements vary by assignment. Some UK assignments require BPSS screening and may require SC or DV clearance. Requirements depend on the account and each candidate's circumstances. We discuss assignment-specific eligibility early in the hiring process. PLEASE NOTE: Our policy requires a 90-day waiting period before reconsidering candidates for the same role. This allows us to ensure a fair and thorough evaluation of all applicants. About Us: At Scale, our mission is to develop reliable AI systems for the world's most important decisions. Our products provide the high-quality data and full-stack technologies that power the world's leading models, and help enterprises and governments build, deploy, and oversee AI applications that deliver real impact. We work closely with industry leaders like Meta, Ernst & Young, Mayo Clinic, Time Inc., the Government of Qatar, and U.S. government agencies including the Army and Air Force. We are expanding our team to accelerate the development of AI applications. We believe that everyone should be able to bring their whole selves to work, which is why we are proud to be an inclusive and equal opportunity workplace. We are committed to equal employment opportunity regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability status, gender identity or Veteran status. We are committed to working with and providing reasonable accommodations to applicants with physical and mental disabilities. If you need assistance and/or a reasonable accommodation in the application or recruiting process due to a disability, please contact us at accommodations@scale.com. Please see the United States Department of Labor's Know Your Rights poster [https://www.eeoc.gov/sites/default/files/2023-06/22-088_EEOC_KnowYourRights6.12ScreenRdr.pdf] for additional information. We comply with the United States Department of Labor's Pay Transparency provision. PLEASE NOTE: We collect, retain and use personal data for our professional business purposes, including notifying you of job opportunities that may be of interest and sharing with our affiliates. We limit the personal data we collect to that which we believe is appropriate and necessary to manage applicants’ needs, provide our services, and comply with applicable laws. Any information we collect in connection with your application will be treated in accordance with our internal policies and programs designed to protect personal data. Please see our privacy policy [https://scale.com/legal/privacy] for additional information.