Jay Ma | Final Round AI
Jay Ma
CTO and Co-Founder
Jay Ma is the CTO and co-founder of Final Round AI. He brought machine learning experience from Pinterest, Meta, and AMD to build the real-time AI systems that power Interview Copilot and the platform's answer generation engine. Before Final Round AI, while still in college, he reverse-engineered LinkedIn's job recommendation system, a project that helped hundreds of peers land their first offers and planted the idea for what would become Final Round AI.
Jay's technical perspective shapes how the platform approaches accuracy, latency, and the hard problem of giving useful feedback in the middle of a live interview. He understands both the engineering tradeoffs and the candidate experience because he has been on both sides of the table.
Jay writes for the Final Round AI blog to translate what the team is building into plain language. His writing covers AI architecture decisions, how large language models apply to job search and interview prep, and what candidates should actually understand about the technology helping them prepare.
Articles by Jay Ma
Engineering Manager Interview Questions: 525 Sessions
Analysis of 525 live Engineering Manager interviews reveals scaling strategy questions score 42/100 while leadership questions score 75-82/100. Data from Interview Copilot sessions November 2023-May 2025.
The Best Way to Handle a Difficult Interview
Learn 5 simple tips to stay calm and professional when an interviewer interrupts, ignores you, or pushes hard.
Cohere Interview Process: Stages, Questions, and Prep Tips
Learn how Cohere's interview process works across 5 stages, what the take-home assignment covers, what Python and Go skills the technical screen tests, and how to prepare for the RAG-focused ML system design round.
Perplexity AI Interview Process: Every Round Explained
Learn every stage of the Perplexity AI interview: recruiter screen, coding rounds, ML and search systems deep-dive, founder interview, compensation data, and how to prepare in 2025 and 2026.
Hugging Face Interview Process: Every Round Explained
Learn every stage of the Hugging Face interview process: take-home assignment evaluation, ML technical discussion, values round, compensation data, and how to prepare in 2025 and 2026.
Best AI Skills to Put on Your Resume (by Industry)
Learn which AI skills to list on your resume, how to write them, and real examples for 10 real industries today.
7 Soft Skills Every Software Engineer Needs to Get Hired
Learn the soft skills recruiters want in software engineers, along with how to build these skills and show them in interviews.
25 Startup Interview Questions and Answers
Prepare for your next startup interview with 30 real questions, sample answers, and tips to help you land the role.
How to Politely Disagree During a Job Interview
Learn how to disagree in a job interview to show critical thinking and expertise while staying professional.
This content captures the expertise and contributions of Jay Ma in the field of AI and interview preparation, highlighting several significant articles authored by him. It should serve as a useful resource for readers interested in AI and job interviews.