• Generic model output tends toward an average answer.
• Human corrections, convictions, and judgment are the scarce signal in the loop.
• Generated summaries can erase the nuance and voice that made that signal useful.
• pc stores the human’s literal words locally instead of paraphrasing them.
• It returns those exact words to the assistant when later work makes them relevant.
• The goal is to preserve human direction as agents generate more of the implementation.