Beyond Prompting: Staring at the Sun (Infrastructure Edition)

Book Description: Beyond Prompting II

Title: Beyond Prompting: Staring at the Sun (Infrastructure Edition)

Author: C. Sweeney

Overview

Beyond Prompting II addresses the critical challenge of integrating AI into large-scale organizations, specifically within high-stakes sectors like energy, infrastructure, and policy. While individual AI use focuses on "prompting," institutional AI use faces semantic drift—the gradual loss of conceptual coherence as ideas move across teams and departments. This book provides a disciplined, engineering-grade methodology to ensure that AI-generated work remains accurate, auditable, and institutionally aligned.

Core Frameworks

• The Meaning Preservation Framework (MPF): A system for maintaining the integrity of ideas by anchoring them to their source context.
• The Recursive Collaboration Cycle: A five-phase workflow—Define, Expand, Extract, Validate, and Codify—designed to detect and correct drift before it enters mission-critical filings.
• The Cognitive Grid: A model for managing the "invisible infrastructure" of shared vocabulary and strategic assumptions within an organization.

Target Audience

This book is written for professionals who build things that "have to work". It is specifically tailored for:

• Infrastructure & Energy Leaders: Professionals in grid operations, transmission planning, and renewable energy.
• Policy & Regulatory Experts: Those managing FERC/NERC compliance, environmental assessments, and rate cases.
• Organizational Architects: Leaders tasked with scaling AI across dozens of teams without sacrificing terminological precision.