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Will AI shrink your workload, or actually make you busier? In this episode of The Visible, we sat down with Parinita Kothari, an engineering leader with over 15 years of experience in data, machine learning, and cloud infrastructure . Parinita breaks down the reality of engineering leadership, revealing that writing code is often only part of the job, while managing people, processes, and governance takes up the rest . We dive deep into the AI revolution, discussing why LLMs are fundamentally different from traditional ML models, and why having an "AI peer" might actually increase your output. If you're an engineer looking to grow your career, this episode is packed with actionable advice. Parinita explains why new engineers need to focus on system design over raw coding , the importance of stepping away from the laptop to build interpersonal relationships , and how introverts can make their work "visible" without having to speak on a public stage Questions asked: 00:00 Introduction: The Visible Podcast 01:50 Who is Parinita Kothari? (15+ Years in Data & ML) 03:00 The Reality of Engineering Leadership: People, Process, & Tech 05:30 Finding Your Calling & Transitioning to Leadership 08:00 The Unexpected Challenges of Being a Leader 09:50 How to Measure Success: Beyond KPIs and Delivery 14:30 How AI is Changing Organizations: LLMs vs. Traditional ML 18:20 Will AI Replace Jobs? Why AI Will Make Us Busier 23:50 Career Advice for Engineers in 2026: Focus on System Design 27:50 The Importance of Soft Skills: Step Away from the Laptop 30:50 Defining "Visibility": How Introverts Can Stand Out 35:50 Balancing Work, Learning, and Going with the Flow 42:50 Finding Inspiration in Everyday Life (The Household Help Story) 47:30 Advice to Younger Self: Take More Risks 49:30 Gratitude: Health, Family, and Career Support 51:00 Looking Forward: Career Impact and Family Goals