CONCEPT
Verification Circularity
The structural paradox at the heart of AI-assisted work — checking the tool's output requires the expertise the tool was supposed to replace, creating a loop in which the tool's utility and the user's evaluative capacity exist in inverse proportion.
Verification circularity is the structural problem this book identifies at the heart of the AI
demarcation problem. The tool is valuable because it reduces the need for deep engagement with source material — the lawyer avoids reading cases, the researcher avoids reading papers, the student avoids wrestling with primary texts. The evaluation of the tool's output, however, requires precisely that engagement. The
Deleuze failure could only be caught by someone who had read
Deleuze carefully. The AI-generated literature review can only be evaluated by someone who has read the literature. The brief can only be assessed by someone who knows the cases. The verification requires the very work the tool was designed to replace. This creates a loop: the more the tool is used, the less the user engages with sources; the less the user engages with sources, the less capable she is of evaluating the tool's output. The tool's utility and the user's evaluative