Reflections on product management, leadership, technology, and professional growth
After an extensive data refresh analysis where AI confidently produced plausible but wrong results, I built a structured context file to encode domain rules and prevent silent errors. On human judgment, trust, and why domain expertise is the differentiator in AI-assisted analytics.
"The numbers looked right until someone with domain expertise said 'that doesn't smell right.'"
Over the past two years, I've explored how AI can transform product management work—from basic prompt engineering to autonomous agents. Here's what I've learned about the 5 levels of AI utility and how they're reshaping our approach to building products.
"The most powerful applications of AI in product management aren't about replacing human judgment—they're about augmenting our ability to make better decisions faster."
Practicing gratitude has become a meaningful part of my daily routine. At work, amidst the whirlwind of back-to-back meetings, it's just as important to intentionally recognize and appreciate one another.
"Simple gestures like a thank you or a connected recognition go a long way toward building strong, successful collaborations."
Shane Parrish's "Clear Thinking" is a practical and profound handbook for better decision-making. It covers everything from recognizing mental traps to protecting focus time and making life-defining choices.
"The quality of our thinking determines the quality of our outcomes. Clear thinking isn't a gift—it's a skill we can develop."