What happens when you hand a Lamborghini to someone who doesn’t know where they’re going? Found in GARBAGE IN, FASTER: Why AI Needs Conversation Architects, Claude Hanhart’s answer is that you don’t just fail to arrive; you get further from your destination, and faster. It’s an insightful perspective that sits at the heart of this short, self-proving guidebook on how to communicate effectively with AI.
Hanhart is a conversation architect who (along with Rachel Collins) has developed a specific VERB + NOUN syntax for prompting AI tools. His argument is simple: clarity of instruction unlocks clarity of output. Vague prompting produces generic results, whereas structured prompting moves the AI “from generic feature ideas to focused, outcome-oriented stories.” The book itself was written in ten minutes, but Hanhart is careful to note that those ten minutes were the product of deliberate thought and planning. The speed was the reward, not the shortcut.
What makes GARBAGE IN, FASTER distinctive is that it proves its own point. Generated by AI’s Claude, the style is precise, well-structured, and genuinely easy to follow—qualities that reflect Hanhart’s philosophy, rather than merely describe it. He is honest about AI’s limitations, too: it can articulate, but it cannot create meaning. That requires human thought, human dialogue, and (his core offering) human facilitation.
The prose does include some of the tendencies of AI-generated text, which readers familiar with the “Not X but Y” construction may recognize with a wince. Throughout the book, AI’s Claude uses sentences such as “This is where Structured Conversations enter the picture. Not as an agile nicety. Not as a facilitation technique. As infrastructure.” Although this isn’t a problem for teams who create documentation for program development, the frequent repetition of sentence structure is noticeable.
For Agile and Scrum development teams in particular, who rely on effective iterative communication to achieve results, GARBAGE IN, FASTER is a weekend read with a Monday morning application. It ends with practical hints and tips that make implementation straightforward. As a guideline, it’s concise without being thin and useful without being prescriptive. During a time when AI can accelerate almost any workflow, Hanhart’s reminder that the human still sets the direction feels both timely and necessary.
Claude Hanhart’s guidebook GARBAGE IN, FASTER: Why AI Needs Conversation Architects masterfully argues that while artificial intelligence can accelerate the writing process, the human being remains the essential architect of meaning and direction.
~ Nicci Attfield for IndieReader