Greg Twemlow introduces the Context & Critique SI Library™, a structured framework designed to move beyond shallow AI interactions by enforcing a rigorous "Context → Draft → Critique → Revise" loop. This system utilizes a stable Core System Instruction alongside modular "Module Cards" to ensure that human judgment and accountability remain central to the creative process. By categorising work through specific modes, stakes, and phases, the library helps users maintain transparency and traceability in their decision-making. A key feature, the "Wall" threshold, acts as a final integrity check to guarantee that any shared output is credible and reflects the author’s authentic voice. Ultimately, the methodology seeks to transform AI from a simple search tool into a legible and professional partner for educators and leaders alike. This approach ensures that technological efficiency does not come at the expense of intellectual ownership or critical thinking. 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 (™).