15 Jun 2025
2h 4m

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

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The Growth Podcast

In this podcast episode, Aakash Gupta interviews Aman Khan, an experienced AI product manager, to provide a crash course on essential AI PM skills. They discuss the evolving role of product managers in the age of AI, emphasizing that every PM will need to adopt AI tools and build AI features. The conversation covers five key skills: AI prototyping using tools like Cursor, observability, prompt engineering, and working with AI engineers and researchers. Aman demonstrates AI prototyping using Cursor, builds a trip planner agent, and explains the importance of tracing and evals. They also delve into the differences between fine-tuning, prompt engineering, and RAG, and Aman shares tips for AI PMs to work effectively with AI engineers and researchers, create side projects, and leverage AI as a second brain.

Outlines

Part 1: Introduction to AI PM Roles

Part 2: AI Prototyping and Development

Part 3: Observability, Prompt Engineering, and Evals

Part 4: AI Tooling and Product Principles

Part 5: Collaboration and Career Advice

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