Tesla AI Hardware Team PositionThe Tesla AI Hardware team is at the forefront of revolutionizing artificial intelligence through cutting-edge hardware innovation. Comprising brilliant engineers and visionaries, the team designs and develops advanced AI inference chips tailored to accelerate Tesla's machine learning capabilities. A key part of this effort is Dojo, Tesla's custom supercomputer system. The work of Tesla's AI Hardware team powers the neural networks behind Full Self-Driving (FSD), and Tesla humanoid robot, Optimus, pushing the boundaries of computational efficiency and performance. By creating custom silicon and optimized architectures, the team ensures Tesla remains a leader in AI-driven automotive and energy solutions, shaping a future where intelligent machines enhance human life.As a key member of the Tesla AI hardware team, the AI/ML Modeling Engineer will drive the modeling, and optimization of next-generation tensor compute hardware. This role requires a deep expertise in computer architecture, and proven proficiency in performance modeling and optimization. The ideal candidate has a thorough understanding of AI workloads, and thrives in fast-paced environments, delivering elegant, high-performance solutions that push the boundaries of AI hardware efficiency.ResponsibilitiesCollaborate closely with system architects, micro architects, ML model designers, and compiler engineers to create highly efficient hardware designs on accelerated timelinesDevelop and validate sophisticated performance models to evaluate architecture and microarchitecture tradeoffs, guiding informed decision-makingDefine comprehensive workload suites and key performance metrics to benchmark and evaluate hardware capabilitiesAnalyze and assess implementations of machine learning algorithms on Tesla AI hardware, identifying bottlenecks and opportunities for improvementParticipate in hardware/software co-design efforts to align future hardware capabilities with evolving algorithmic demandsContribute to code reviews, testing, and debugging processes to maintain exceptional code quality and reliabilityStay abreast of cutting-edge advancements in AI workloads, domain-specific languages, computer architecture, and simulation methodologies to inform strategic directionsRequirementsDegree in Engineering, Computer Science, or a related field, or equivalent practical experience demonstrating exceptional abilityIn-depth knowledge of Large Language Models (LLMs), transformer architectures, including their training, inference processes, and optimization techniquesStrong expertise in CPU, GPU, and/or ML accelerator microarchitectures, with hands-on experience in performance characterizationProficiency with deep learning frameworks such as PyTorch, JAX, Pallas, or similar toolsRobust programming skills in C/C++, Python, or other relevant languagesSolid understanding of physical design constraints, including power, performance, and area (PPA) tradeoffs in hardware developmentExceptional problem-solving abilities, capable of dissecting complex issues and devising innovative, practical solutionsExcellent communication and interpersonal skills, fostering effective collaboration across teams, including leadership and engineering stakeholdersDemonstrated experience in performance analysis, including the use of simulation frameworks and profiling toolsCompensation & BenefitsBenefitsAlong with competitive pay, as a full-time Tesla employee, you are eligible for the following benefits at day 1 of hire:Medical plans > plan options with $0 payroll deductionFamily-building, fertility, adoption and surrogacy benefitsDental (including orthodontic coverage) and vision plans, both have options with a $0 paycheck contributionCompany Paid (Health Savings Accounts) HSA Contribution when enrolled in the High-Deductible medical plan with HSAHealthcare and Dependent Care Flexible Spending Accounts (FSA)401(k) with employer match, Employee Stock Purchase Plans, and other financial benefitsCompany paid Basic Life, AD&DShort-term and long-term disability insurance (90 day waiting period)Employee Assistance ProgramSick and Vacation time (Flex time for salary positions, Accrued hours for Hourly positions), and Paid HolidaysBack-up childcare and parenting support resourcesVoluntary benefits to include: critical illness, hospital indemnity, accident insurance, theft & legal services, and pet insuranceWeight Loss and Tobacco Cessation ProgramsTesla Babies programCommuter benefitsEmployee discounts and perks programExpected Compensation $140,000 - $390,000/annual salary + cash and stock awards + benefitsPay offered may vary depending on multiple individualized factors, including market location, job-related knowledge, skills, and experience. The total compensation package for this position may also include other elements dependent on the position offered. Details of participation in these benefit plans will be provided if an employee receives an offer of employment.
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