AI FDE

Everyone is learning to build with AI. Almost no one is learning to ship it.

AI FDE is the complete guide to becoming a Forward-Deployed AI Engineer - the professional who sits at the intersection of AI, engineering, product, business, and the customer, and closes the gap between "here's a cool demo" and "here's a system that solves a real problem and proves it."

Built around the author's original FDE Loop methodology - Discover, Design, Build, Prove, Deliver, Demonstrate, Scale - this book takes readers through:

• The technical foundation: Python, APIs, and the modern AI development workflow
• How large language models actually work, and why prompting alone isn't the job
• Retrieval-Augmented Generation (RAG): giving AI real knowledge of your own documents
• AI agents: from simple tool use to coordinated multi-agent systems
• Enterprise-grade security, privacy, and architecture
• Real deployment: cloud, containers, and monitoring
• The FDE Evaluation Matrix - a 7-dimension framework for proving an AI system actually works, not just demoing well
• Customer discovery, the AI Opportunity Score, solution proposals, and live demos
• Turning all of it into a career: portfolio, interview prep, freelancing, consulting, or your own AI business

Along the way, readers build seven real, evaluated capstone projects - a portfolio that speaks for itself in an interview or a client pitch, backed by evidence instead of claims.

Whether you're a developer, a domain expert in law, healthcare, or finance looking to add AI implementation skills, or simply someone tired of AI courses that never lead anywhere concrete - this book teaches you to stop being an AI expert in the abstract, and start being an AI problem solver in practice.