Sandeep Dhuri is a tech lead with two decades of enterprise software development experience across financial services, healthcare, and insurance.
The book draws on hands-on engineering across .NET and Java platforms and on independent study and experimentation with AI coding tools. It is written for the engineers who have to make AI-assisted code survive contact with a regulated production system — where a missing constraint is not a style nit but a reconciliation discrepancy, a compliance exposure, or a 3am page.
The Specification Frame and the Ten Laws are the author's own synthesis, drawn from the public literature on AI-assisted development and refined through independent experimentation rather than any employer's work or codebase. The sources that informed the book are cited throughout. Every prompt template was tested against working .NET 9, Java 21, Python 3.12, and TypeScript code before it appeared in the book.
Delta: Closing the Specification Gap is a free, practical framework for getting domain-correct, production-grade code from AI assistants in enterprise systems. It is offered free to read, with no royalties.
For reader questions, speaking inquiries, or other correspondence: author@acuity.press. To report an error in the book: errata@acuity.press.