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Machine Learning Engineer -4 – Agentic AI & Personalization

May 25, 2026

At Adobe, we’re transforming personalization from static models to autonomous, agent-driven AI systems. Within Digital Experience Platform we’re building Agentic Systems that can design, optimize, and continuously improve personalization strategies across billions of interactions. These systems reason over customer data, business goals, and real-time signals to drive smarter decisions at scale. **This is a 0→1 opportunity to define how agentic AI powers enterprise personalization. What You’ll Do <ul><li>Build LLM-powered agents for model generation, experimentation, and next-best-action optimization </li><li>Develop recommendation, ranking, and real-time decisioning systems </li><li>Architect end-to-end ML systems (feature pipelines, training, low-latency inference) </li><li>Lead MLOps (CI/CD, monitoring, drift detection, retraining) </li><li>Partner with Product to drive measurable business impact </li><li>Mentor engineers and shape agentic AI best practices </li></ul>What You Bring <ul><li>5+ years building production ML systems at scale </li><li>Experience in personalization, recommendation systems, or real-time ML modeling </li><li>Strong skills in Python + ML frameworks (PyTorch, TensorFlow, HuggingFace, etc.) </li><li>Track record of owning end-to-end ML systems and driving impact </li><li>Hands-on experience with production grade LLMs and agents is a plus </li></ul>Why This Role <ul><li>Build AI systems that build and optimize other AI systems </li><li>Work on real-time personalization at massive scale </li><li>Shape how agentic AI is applied in enterprise products </li></ul>At Adobe, you will be immersed in an exceptional work environment that is recognized around the world. You will also be surrounded by colleagues who are committed to helping each other grow through our unique Check-In approach where ongoing feedback flows freely. If you’re looking to make an impact, Adobe's the place for you. Discover what our employees are saying about their career experiences on the <a href="https://blog.adobe.com/en/topics/adobe-life" target="_blank">Adobe Life blog</a> and explore the meaningful <a href="https://benefits.adobe.com/" target="_blank">benefits</a> we offer.Let’s Adobe togetherAt Adobe, we believe in creating a company culture where all employees are empowered to make an impact. Learn more about Adobe life, including our <a href="https://www.adobe.com/adobe-for-all.html#::text=and%20culture.-,Our%20company%20values.,-As%20we%20look" target="_blank">values and culture</a>, <a href="https://www.adobe.com/corporate-responsibility.html" target="_blank">focus on people, purpose and community</a>, <a href="https://www.adobe.com/diversity.html" target="_blank">Adobe for All</a>, comprehensive <a href="https://benefits.adobe.com/" target="_blank">benefits programs</a>, the <a href="https://blog.adobe.com/" target="_blank">stories we tell</a>, the <a href="https://blog.adobe.com/en/topics/customer-stories" target="_blank">customers</a> we serve, and how you can help us advance our mission of empowering everyone to create.Adobe is proud to be an <a href="https://www.eeoc.gov/sites/default/files/2023-06/22-088_EEOC_KnowYourRights6.12ScreenRdr.pdf" target="_blank">Equal Employment Opportunity</a> employer. We do not discriminate based on gender, race or color, ethnicity or national origin, age, disability, religion, sexual orientation, gender identity or expression, veteran status, or any other protected characteristic. <a href="https://www.adobe.com/content/dam/cc/en/careers/pdfs/executed-eeo.pdf" target="_blank">Learn more.</a>Adobe aims to make our Careers website and recruiting process accessible to any and all users. If you have a disability or special need that requires accommodation to navigate our website or complete the application process, email <a href="mailto:accommodations@adobe.com" target="_blank">accommodations@adobe.com</a> or call +1 408-536-3015. AI Use Guidelines for Interviews: Our interviews are designed to reflect your own skills and thinking. The use of AI or recording tools during live interviews is not permitted unless explicitly invited by the interviewer or approved in advance as part of a reasonable accommodation. If these tools are used inappropriately or in a way that misrepresents your work, your application may not move forward in the process.At Adobe, we empower employees to innovate with AI — and we look for candidates eager to do the same. As part of the hiring experience, we provide clear guidance on where AI is encouraged during the process and where it’s restricted during live interviews. See how we think about <a href="https://careers.adobe.com/us/en/ai-and-your-hiring-experience" target="_blank">AI in the hiring experience</a>.About AdobeAdobe empowers everyone to create through innovative platforms and tools that unleash creativity, productivity and personalized customer experiences. Adobe’s industry-leading offerings including Adobe Acrobat Studio, Adobe Express, Adobe Firefly, Creative Cloud, Adobe Experience Platform, Adobe Experience Manager, and GenStudio enable people and businesses to turn ideas into impact, powered by AI and driven by human ingenuity.Our 30,000+ employees worldwide are creating the future and raising the bar as we drive the next decade of growth. We’re on a mission to hire the very best and believe in creating a company culture where all employees are empowered to make an impact. At Adobe, we believe that great ideas can come from anywhere in the organization. The next big idea could be yours. Let’s Adobe togetherAt Adobe, we believe in creating a company culture where all employees are empowered to make an impact. Learn more about Adobe life, including our <a target="_blank" href="https://www.adobe.com/adobe-for-all.html#::text=and%20culture.-,Our%20company%20values.,-As%20we%20look">values and culture</a>, <a target="_blank" href="https://www.adobe.com/corporate-responsibility.html">focus on people, purpose and community</a>, <a target="_blank" href="https://www.adobe.com/diversity.html">Adobe for All</a>, comprehensive <a target="_blank" href="https://benefits.adobe.com/">benefits programs</a>, the <a target="_blank" href="https://blog.adobe.com/">stories we tell</a>, the <a target="_blank" href="https://blog.adobe.com/en/topics/customer-stories">customers</a> we serve, and how you can help us advance our mission of empowering everyone to create.Adobe is proud to be an <a target="_blank" href="https://www.eeoc.gov/sites/default/files/2023-06/22-088_EEOC_KnowYourRights6.12ScreenRdr.pdf">Equal Employment Opportunity</a> employer. We do not discriminate based on gender, race or color, ethnicity or national origin, age, disability, religion, sexual orientation, gender identity or expression, veteran status, or any other protected characteristic. <a target="_blank" href="https://www.adobe.com/content/dam/cc/en/careers/pdfs/executed-eeo.pdf">Learn more.</a>Adobe aims to make our Careers website and recruiting process accessible to any and all users. If you have a disability or special need that requires accommodation to navigate our website or complete the application process, email <a target="_blank" href="mailto:accommodations@adobe.com">accommodations@adobe.com</a> or call +1 408-536-3015. AI Use Guidelines for Interviews: Our interviews are designed to reflect your own skills and thinking. The use of AI or recording tools during live interviews is not permitted unless explicitly invited by the interviewer or approved in advance as part of a reasonable accommodation. If these tools are used inappropriately or in a way that misrepresents your work, your application may not move forward in the process.At Adobe, we empower employees to innovate with AI — and we look for candidates eager to do the same. As part of the hiring experience, we provide clear guidance on where AI is encouraged during the process and where it’s restricted during live interviews. See how we think about <a target="_blank" href="https://careers.adobe.com/us/en/ai-and-your-hiring-experience">AI in the hiring experience</a>. Expected Pay Range:Our compensation reflects the cost of labor across several  U.S. geographic markets, and we pay differently based on those defined markets. The U.S. pay range for this position is $151,800 -- $265,350 annually. Pay within this range varies by work location and may also depend on job-related knowledge, skills, and experience. Your recruiter can share more about the specific salary range for the job location during the hiring process. In California, the pay range for this position is $183,300 - $265,350 At Adobe, for sales roles starting salaries are expressed as total target compensation (TTC = base + commission), and short-term incentives are in the form of sales commission plans. Non-sales roles starting salaries are expressed as base salary and short-term incentives are in the form of the Annual Incentive Plan (AIP).In addition, certain roles may be eligible for long-term incentives in the form of a new hire equity award.State-Specific Notices:California:Fair Chance OrdinancesAdobe will consider qualified applicants with arrest or conviction records for employment in accordance with state and local laws and “fair chance” ordinances.Colorado:Application Window NoticeIf this role is open to hiring in Colorado (as listed on the job posting), the application window will remain open until at least the date and time stated above in Pacific Time, in compliance with Colorado pay transparency regulations. If this role does not have Colorado listed as a hiring location, no specific application window applies, and the posting may close at any time based on hiring needs.Massachusetts:Massachusetts Legal NoticeIt is unlawful in Massachusetts to require or administer a lie detector test as a condition of employment or continued employment. An employer who violates this law shall be subject to criminal penalties and civil liability.

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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...