Not all AI-generated content is workslop, but enough of it is that four specific costs are quietly accumulating across organizations: polished-but-incomplete output, downstream cleanup work, coordination overhead, and eroding critical thinking. This module names those costs precisely and gives leaders five concrete principles for reducing them.

The difference between a productive AI workflow and a poor one isn't how much a person is involved, it's when their judgment enters the process. This module gives you a concrete framework, framing, evaluation, verification, for designing workflows where human judgment leads and AI assists, not the reverse.

As AI takes over more of the routine coordination work, the judgment that used to develop naturally through that work is at risk of disappearing — right as leaders need it more, not less. This module covers the five forms of professional judgment every leader needs, and how to deliberately rebuild the conditions that develop them in a team increasingly mediated by AI.