Technical Guides

📚 Table of Contents The AI Product Revolution Is Here What Makes AI Products Different Understanding LLMs: A PM’s Practical Guide RAG Explained: Making LLMs Smarter The AI Product Development Lifecycle Metrics for AI Products: Beyond Traditional KPIs Working with ML Engineers: Communication That Works AI Ethics and Responsible AI for PMs Tools and Platforms for AI Product Development Getting Started in AI Product Management The AI Product Revolution Is Here In 2023, I watched a product team spend six months building an AI feature. They hired expensive ML engineers, trained custom models, and invested heavily in infrastructure. When they launched, users… didn’t care. The feature worked technically but solved a problem nobody had. ...

📚 Table of Contents The Friday Night Deployment Nightmare What CI/CD Actually Solves (The Real Problem) Continuous Integration: Catching Problems Early Continuous Delivery vs Deployment: The Critical Difference Visual Walkthrough: A Code’s Journey Through CI/CD The Five Pipeline Stages Every PM Should Know CI/CD Tools Landscape: What PMs Need to Know How to Talk CI/CD with Your Engineering Team Metrics That Actually Matter for Product Success Common CI/CD Problems and How PMs Can Help Your CI/CD Action Plan The Friday Night Deployment Nightmare It’s 6 PM on a Friday. Your engineering team just deployed a “small fix” to production. The CTO is already heading home. Then your phone buzzes. ...

Table of Contents Introduction What You’ll Learn What DevOps Actually Means (And Why You Should Care) The Product Manager’s Stake in DevOps Success Breaking Down CI/CD: The Engine of Modern Product Development Containers and Orchestration: Why Your Team Keeps Mentioning Docker and Kubernetes Infrastructure as Code: Managing Systems Like Software Deployment Strategies: Understanding Blue-Green, Canary, and Rolling Releases Monitoring and Observability: Understanding What’s Actually Happening in Production Wrapping Up: Your DevOps Foundation Introduction You’re sitting in sprint planning when your engineering lead says, “We need to refactor the CI/CD pipeline before shipping this feature.” Everyone nods. You nod too. But internally? You’re wondering what that actually means for your roadmap, your timeline, and whether you should push back or agree. ...