Beyond Prompt Engineering: How to Design AI That Knows, Works, Acts, Coordinates, and Remains Under Human Control (The Future-Ready Leader Series) - Tapa blanda

Sinopsis

AI is no longer just a tool you prompt. It is becoming a system you must design. A strong prompt can improve an answer. It cannot decide which information an AI system should receive, how work should move, what tools an agent may use, which actions require approval, or where machine authority must stop. In Beyond Prompt Engineering, Dr. Dinesh Kumar Jangra introduces the Intelligence Design Stack, an eight-layer framework for designing AI systems that are useful, reliable, accountable, and governed by meaningful human control. Moving from prompts to institutions, the book explains how to design AI that:

• works from relevant, current, and authoritative information;
• follows reliable workflows instead of improvising through critical tasks;
• acts through controlled tools, permissions, checkpoints, and recovery mechanisms;
• separates technical capability from legitimate decision authority;
• coordinates across people, agents, tools, and organizations; and
• preserves the human judgment required for oversight and responsibility.

The book also provides three practical tools:

• the Layer Diagnostic, for locating the true source of an AI failure;
• the Autonomy Boundary Map, for deciding what a system may do independently; and
• the Cognitive Sovereignty Audit, for identifying what people must remain capable of doing.

Written for leaders, managers, consultants, product teams, professionals, educators, entrepreneurs, and technology builders, Beyond Prompt Engineering offers a disciplined method for adopting AI without allowing convenience to become uncontrolled delegation. The future of AI will not be determined only by what machines can do. It will also be determined by the boundaries people design around what they may know, decide, and change.

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