Product Growth Podcast

AI PM Crash Course: Prototyping → Observability → Evals + Prompt Engineering vs RAG vs Fine-Tuning

17 snips
Jun 15, 2025
Guest
Aman Khan
Aman Khan, an AI PM since 2019 with experience at Cruise, Spotify, and Arize, shares valuable insights on emerging skills for product managers in AI. He discusses the importance of AI prototyping and observability, emphasizing collaboration between PMs and engineers. The conversation covers techniques like prompt engineering versus fine-tuning and the role of multimodal agents in project management. Additionally, Aman highlights the need for iterative evaluation and the evolving standards in AI product development, making it clear that anyone can leverage these skills.
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ADVICE

Everyone Can Become AI PM

  • Every product manager will become an AI PM by integrating AI into their workflows or products.
  • Think of AI PM as a specialty intersecting with your domain like fintech or healthcare.
ADVICE

Use Cursor for Deep Prototyping

  • Use Cursor for deep AI prototyping if you want control beyond quick mocks.
  • It supports agent systems, lets you interact with code and enables complex AI product builds.
ANECDOTE

Trip Planner Agent Demo

  • Aman built a multi-agent trip planner handling planning, budget, research, and local experiences.
  • The system created detailed itineraries based on user input like destination, budget, and travel style.
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