Beyond the Prompt: Architecting AI Solutions with the FifthSense Playbook

Greg Twemlow's "FifthSense Problem Definition Architect© Playbook," is a fresh new approach for leveraging AI more effectively. This playbook shifts the focus from prompt engineering to strategically architecting problems before engaging AI, drawing inspiration from the Circle of Fifths in music theory to provide a structured, five-phase methodology. Unlike traditional AI frameworks that prioritise prompt syntax or bolt on ethics at the end, Twemlow's system integrates ethical considerations, stakeholder alignment, and validation gates from the outset. The aim is to transform AI projects from mere productivity hacks into a cognitive operating system that anchors what matters and addresses complex challenges in alignment with business objectives, fostering a more deliberate and orchestrated approach to innovation. This upstream thinking is designed for AI architects, not casual users, to frame challenges so AI becomes a true co-creator. Read the article.About the Author - Greg Twemlow writes and teaches at the intersection of technology, education, and human judgment. He works with educators and businesses to make AI explainable and assessable in classrooms and boardrooms — to ensure AI users show their process and own their decisions. His cognition protocol, the Context & Critique Rule™, is built on a three-step process: Evidence → Cognition → Discernment — a bridge from what’s scattered to what’s chosen. Context & Critique → Accountable AI™. © 2025 Greg Twemlow. “Context & Critique → Accountable AI” and “Context & Critique Rule” are unregistered trademarks (™).