Attending to Subject vs. Output

The distinction between attending to the subject and attending to the output is the book's central practical insight and the most consequential application of Murdoch's framework to the AI moment. Attending to the subject means looking at the problem, material, situation, or reality itself — with the full force of one's perception, allowing it to be as complex, resistant, and surprising as it actually is. Attending to the output means looking at what the machine has generated and evaluating it on surface criteria: fluency, coherence, plausibility, apparent completeness. The first is oriented toward reality; the second is oriented toward a representation of reality. The two feel similar from inside, require similar cognitive effort, and can easily be confused — but Murdoch insists they are categorically different and that only the first is moral-intellectual work.