Hamza Farooq

The Production Gap

Prompt Engineering Is Product Management: How PMs Should Own the Prompt Layer

Prompt engineering is product management. Learn how PMs can own system prompts with versioning, evals, and governance to prevent drift and compliance risk.

The Production Gap

Claude Code for Product Managers: How Non-Technical PMs Can Prototype, Analyze Data, and Ship Without Engineering

Claude Code for product managers means prototyping, data analysis, and shipping internal tools—no engineering tickets, no SQL, no coding skills required.

The Production Gap

Claude Code Skills: What They Are, How They Work, and When to Build One

Claude Code skills let you package reusable workflows into installable units. Learn how they work, when to build one, and how they differ from MCP servers.

The Production Gap

Enterprise Agentic AI Deployment: The Infrastructure, Governance, and Organizational Realities No One Tells You About

Enterprise agentic AI deployment fails without solid infrastructure and governance. Learn the IAM, observability, and oversight foundations that actually matter.

The Production Gap

Self-Improving AI Agents: What They Are, How They Work, and What Every Product Leader Needs to Know

Self-improving AI agents are reshaping product development. Learn how autonomous feedback loops work — and how to govern them safely.

The Production Gap

What Is a Forward Deployed Engineer? The AI Role Bridging the Gap Between Models and Production

Forward deployed engineer AI roles close the pilot-to-production gap. Learn what FDEs do, who's hiring, and why this career path is exploding in 2026.