This is the personal website of Sudhir Gupta.
Skills can help some buy a new yacht, a Tesla Model X Plaid, or a vacation in Hawaii. Skills can help some put food on their table, avoid malnutrition, and escape the desperation that drives people to crime. Life outcomes matter. The Interview Experience That Changed My Perspective Toward the end of 2025, I interviewed for a product role at Khan Academy. After a decade in EdTech spanning…
~5 minute read · personal build diary entry I’m at an interesting point in my Learning Engineer Agent journey. On paper, the roadmap is clear. I know the product vision, the business model, the pricing, the architecture, and the exact sequence of capabilities I want to build from Days 14–20. But in practice, I’m discovering what every builder eventually learns: the hardest part of agentic AI is…
Behind Every Great Product - Idea, Tech—or Both? When users open Google Maps, they aren’t thinking about how the app collects, processes, and renders raster or vector data. Most users simply care that it works—and works reliably. They care that they can trust Google Maps (most of the time!) to help them navigate from Point A to Point B. Similarly, when people shop on Amazon, they’re not marveling…
The Premium Paradox - Why Consumers Pay More for Driverless Rides In theory, autonomous vehicles should make ridesharing cheaper by eliminating driver costs. Yet, surprisingly, companies like Waymo are charging premium prices for their driverless services based on my experience in Phoenix and Tempe. After analyzing several rideshare options for the same route between downtown Phoenix (300/302 W…
Beyond Determinism: How AI Agents Achieve Reliability in a Probabilistic World In the ever-evolving landscape of artificial intelligence, LLMs have quickly become yesterday’s news. Today, all eyes are on AI agents—systems designed to operate with autonomy and pursue specific goals. But as the hype around these agents grows, so do the questions about their reliability. Can we truly trust systems…
The Knowledge Paradox: Are Large Language Models Really Encoding Human Wisdom? As artificial intelligence continues to evolve at a breathtaking pace, there’s a growing belief that Large Language Models (LLMs) have somehow become vast repositories of human knowledge. But is this really true? As someone deeply immersed in the field of generative AI, I’ve been grappling with a fascinating paradox…
Bridging the AI Divide: How Simple Innovation Can Empower Global Citizens The artificial intelligence revolution promises to reshape our world, but a crucial question looms: How do we ensure this technological renaissance reaches all corners of global society, including those who may have never touched a computer? The Paradox of Digital Access The current reality presents an intriguing paradox.…
When Innovation Meets Reality: Lessons from Meta Portal TV’s Journey In the world of product management, we often focus on metrics, market fit, and monetization strategies. Today, I want to share a different perspective – one that begins with the joy in a child’s eyes and ends with profound insights about product innovation and market dynamics. The Magic of True Connection My journey with Meta…
Will AI Obviate the Need for APIs? A Critical Analysis Every minute, approximately 5 billion API calls are made worldwide, powering everything from social media updates to financial transactions. In the rapidly evolving landscape of technology, an intriguing question has emerged: Could artificial intelligence make APIs obsolete? Having encountered this discussion recently on social media, I felt…
The New Frontier: Design Considerations for AI Products The landscape of product management has undergone a seismic shift. While artificial intelligence has been part of products for years, the emergence of generative AI has fundamentally transformed how we think about AI product design. As a product manager who has witnessed this evolution, I’ve observed that we’re not just adding AI features…