AI FDE: The Complete Guide to Becoming a Forward-Deployed Engineer

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Bol 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 businessAlong 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.

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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 businessAlong 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.


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