My Books

Prompt as Interface

Designing AI Intent for Engineers Who Build Real Systems

Input architecture for LLM-powered systems — contracts, guardrails, and deterministic behavior in production.

Prompt as Interface cover

Most teams still write prompts like search queries. Production systems need interfaces: explicit goals, ordered constraints, schema-bound outputs, and testable behavior.

Prompt as Interface is for engineers building real LLM-powered systems — especially where mistakes are expensive, auditable, or regulated.

Who this is for

  • Engineers embedding LLMs in products, terminals, or backend services
  • Teams building agentic workflows in regulated or high-stakes domains
  • Architects who want prompts treated as APIs, not chat messages

What you will learn

  • Prompt ordering and structure — why sequence matters for compliance and correctness
  • Guardrails, schemas, and structured outputs for auditable behavior
  • Tool use and agent loops without losing control of the workflow
  • Evaluation, versioning, and testing prompts like production configuration
  • Patterns for POS, payments, and other domains where hallucination is not acceptable

Inside the book

When we talk about AI in payments, the conversation often jumps to chatbots. The real leverage is how you architect inputs into LLM-powered systems.

Prompt engineering = how you structure, order, constrain, and compose inputs so the model behaves reliably. In SmartPOS or SoftPOS, prompts are configuration contracts, business rules, and compliance scaffolding — not creative writing exercises.

Treat prompts like APIs. Put guardrails before dynamic context. Never let the model invent EMV tags or PAN data. That is the interface this book is about.

Sample chapters

Download a sample chapter below, or email me for the full PDF where noted.

Sample — Prompt ordering for regulated systems

Goal, guardrails, static context, dynamic data, task — the structure that keeps outputs certifiable.

Sample — Structured outputs and schemas

JSON contracts, validation, and why free-form prose fails in production integrations.

Full book PDF

Request a PDF copy of the complete book.

PDF copy available on request — email me.