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Software Engineer, Scenario Evaluation, Autopilot Simulation

May 28, 2026

What To Expect As a Software Engineer on the Autopilot Simulation team, you will play a critical role in building and maintaining the validation mechanisms that ensures Autopilot AI performs safely and reliably on the path to full vehicle autonomy. You will collaborate closely with cross-functional teams, including Autopilot Software, Hardware, and Test Engineering, to drive comprehensive validation of new and existing features through sophisticated test scenario development. Your work will directly impact the quality and safety of Tesla's autonomous driving capabilities by creating scalable scenario authoring tools, advanced reporting systems, and robust automation frameworks. You will also contribute to the Simulation team's mission of delivering high reliability, scalability, and performance through rigorous testing methodologies. The Autopilot Simulation team's goal is to recreate real world experiences with exceptional fidelity, providing a comprehensive virtual proving ground for Autopilot. The team is tasked with building high-trust in evaluation metrics and a test harness runtime that accurately recreates all aspects of autonomous driving for the TeslaAI products. What You'll Do <li>Design, develop, and maintain software evaluations and tools to engineer, author, and manage high-value simulation scenarios and evaluation metrics at scale</li><li>Architect and implement scenario evaluation pipelines that enable rapid iteration and comprehensive coverage of edge cases</li><li>Evaluate TeslaAI model performance through collaborating with feature owners and driving success through improved metrics and test coverage</li><li>Develop sophisticated tooling and automation to improve the efficiency, accuracy, and coverage of simulator validation</li><li>Build and maintain scenario reporting and analytics tools that provide actionable insights into test results and system performance </li>What You'll Bring <li>Degree in Computer Science, Physics, Computer Engineering, Electrical Engineering or proof of exceptional skills in related fields, with practical software engineering experience, or equivalent experience</li><li>3+ years of software development experience, preferably in ML-based evaluation systems, robotics simulation, or closed-loop evaluation systems</li><li>2+ years of HIL, SIL, or closed-loop evaluation experience in a production environment</li><li>Strong proficiency in Python and some C++</li><li>Experience troubleshooting complex issues at both the software and hardware level</li><li>Proven track record solving difficult QA challenges, including sim-to-real gap, statistical analysis & numerical methods, reporting, and parallelization</li><li>Experience designing automation frameworks and developing test automation software from the ground up</li><li>Familiarity with CI/CD pipelines and version control systems (e.g., Git) </li>Benefits Compensation and Benefits Along with competitive pay, as a full-time Tesla employee, you are eligible for the following benefits at day 1 of hire: <li> Medical plans > plan options with $0 payroll deduction</li><li> Family-building, fertility, adoption and surrogacy benefits</li><li> Dental (including orthodontic coverage) and vision plans, both have options with a $0 paycheck contribution</li><li> Company Paid (Health Savings Accounts) HSA Contribution when enrolled in the High-Deductible medical plan with HSA</li><li> Healthcare and Dependent Care Flexible Spending Accounts (FSA)</li><li> 401(k) with employer match, Employee Stock Purchase Plans, and other financial benefits</li><li> Company paid Basic Life, AD&D</li><li> Short-term and long-term disability insurance (90 day waiting period)</li><li> Employee Assistance Program</li><li> Sick and Vacation time (Flex time for salary positions, Accrued hours for Hourly positions), and Paid Holidays</li><li> Back-up childcare and parenting support resources</li><li> Voluntary benefits to include: critical illness, hospital indemnity, accident insurance, theft & legal services, and pet insurance</li><li> Weight Loss and Tobacco Cessation Programs</li><li> Tesla Babies program</li><li> Commuter benefits</li><li> Employee discounts and perks program </li>Expected Compensation $132,000 - $390,000/annual salary + cash and stock awards + benefits Pay 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. , Tesla

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Common Interview Questions And Answers

1. HOW DO YOU PLAN YOUR DAY?

This is what this question poses: When do you focus and start working seriously? What are the hours you work optimally? Are you a night owl? A morning bird? Remote teams can be made up of people working on different shifts and around the world, so you won't necessarily be stuck in the 9-5 schedule if it's not for you...

2. HOW DO YOU USE THE DIFFERENT COMMUNICATION TOOLS IN DIFFERENT SITUATIONS?

When you're working on a remote team, there's no way to chat in the hallway between meetings or catch up on the latest project during an office carpool. Therefore, virtual communication will be absolutely essential to get your work done...

3. WHAT IS "WORKING REMOTE" REALLY FOR YOU?

Many people want to work remotely because of the flexibility it allows. You can work anywhere and at any time of the day...

4. WHAT DO YOU NEED IN YOUR PHYSICAL WORKSPACE TO SUCCEED IN YOUR WORK?

With this question, companies are looking to see what equipment they may need to provide you with and to verify how aware you are of what remote working could mean for you physically and logistically...

5. HOW DO YOU PROCESS INFORMATION?

Several years ago, I was working in a team to plan a big event. My supervisor made us all work as a team before the big day. One of our activities has been to find out how each of us processes information...

6. HOW DO YOU MANAGE THE CALENDAR AND THE PROGRAM? WHICH APPLICATIONS / SYSTEM DO YOU USE?

Or you may receive even more specific questions, such as: What's on your calendar? Do you plan blocks of time to do certain types of work? Do you have an open calendar that everyone can see?...

7. HOW DO YOU ORGANIZE FILES, LINKS, AND TABS ON YOUR COMPUTER?

Just like your schedule, how you track files and other information is very important. After all, everything is digital!...

8. HOW TO PRIORITIZE WORK?

The day I watched Marie Forleo's film separating the important from the urgent, my life changed. Not all remote jobs start fast, but most of them are...

9. HOW DO YOU PREPARE FOR A MEETING AND PREPARE A MEETING? WHAT DO YOU SEE HAPPENING DURING THE MEETING?

Just as communication is essential when working remotely, so is organization. Because you won't have those opportunities in the elevator or a casual conversation in the lunchroom, you should take advantage of the little time you have in a video or phone conference...

10. HOW DO YOU USE TECHNOLOGY ON A DAILY BASIS, IN YOUR WORK AND FOR YOUR PLEASURE?

This is a great question because it shows your comfort level with technology, which is very important for a remote worker because you will be working with technology over time...

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