I'm an applied AI engineer working remotely, with a background in software development and data engineering before I moved into building AI and machine learning systems. Most of my work has been on integrating AI into products and features, as well as internal workforce AI-enablement initiatives for enterprises, including APIs that connect language models to real workflows. On Topmate, I offer mock interviews, resume reviews, and 1:1 mentorship for people working toward AI and data engineering roles, particularly remote ones. Having gone through that interview process myself, I can help you prepare for the parts candidates usually find hardest, like system design, API scaling, and what happens when things break in production, along with a clear-eyed look at how your resume reads to a hiring manager. If you're preparing for interviews or just want a second opinion on your approach, book a session and we'll work through it together. On Topmate, I offer mock interviews, resume reviews, and 1:1 mentorship for people working toward AI and data engineering roles, particularly remote ones. Having gone through that interview process myself, I can help you prepare for the parts candidates usually find hardest, like system design, API scaling, and what happens when things break in production, along with a clear-eyed look at how your resume reads to a hiring manager. If you're preparing for interviews or just want a second opinion on your approach, book a session and we'll work through it together.