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Showing posts from October, 2025

From PRD to Prompt: How Building AI Agents Rewrote My Product Management Playbook

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Building effective AI agents for process efficiency wasn't a theoretical exercise —it was a hands-on journey that fundamentally changed how I approach product strategy, requirements, and validation. I realized that the future belongs to the AI-Capable Product Manager who treats a system prompt as the new Product Requirements Document (PRD). AI Product Manager My experience taught me that initial attempts are just the beginning; success lies in the meticulous, iterative refinement of the agent's logic. Here are the core skills I developed and the essential lessons I learned along the way. I. Prompt Engineering is the New Requirements Gathering The greatest shift I experienced was realizing the system prompt is the agent’s brain. A traditional PM defines what a feature must do. As an agent builder, I had to define how the agent thinks, its personality, and its boundaries.  * My learning: My initial prompts were vague, resulting in inconsistent, off-topic, or outright fai...

The PM's Compass: Navigating Tough Prioritization with RICE, Kano, and Cost of Delay.

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  Take a look at your current product roadmap. Is it just a flat list of features with dates next to them? If so, you might have a great release plan , but you don't have a strategic roadmap . Today, we're going to talk about the crucial difference and how to build a roadmap that truly guides your product toward success. The Biggest Mistake: Operating a "Feature Factory" A great roadmap is fundamentally a communication tool that tells the story of your strategy. It’s the bridge connecting your company's high-level vision to the daily work of your team. The biggest mistake I see product managers make is allowing the roadmap to become a simple, flat list of tasks. This " feature factory " approach leads to a product that feels disconnected and poorly prioritized. Teams are constantly sprinting to hit arbitrary deadlines without ever understanding the larger purpose they are serving. The Fix: Organize by Customer Outcomes Instead of listing features...